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Bultreys T, Ellman S, Schlepütz CM, Boone MN, Pakkaner GK, Wang S, Borji M, Van Offenwert S, Moazami Goudarzi N, Goethals W, Winardhi CW, Cnudde V. 4D microvelocimetry reveals multiphase flow field perturbations in porous media. Proc Natl Acad Sci U S A 2024; 121:e2316723121. [PMID: 38478686 PMCID: PMC10962996 DOI: 10.1073/pnas.2316723121] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2023] [Accepted: 02/04/2024] [Indexed: 03/27/2024] Open
Abstract
Many environmental and industrial processes depend on how fluids displace each other in porous materials. However, the flow dynamics that govern this process are still poorly understood, hampered by the lack of methods to measure flows in optically opaque, microscopic geometries. We introduce a 4D microvelocimetry method based on high-resolution X-ray computed tomography with fast imaging rates (up to 4 Hz). We use this to measure flow fields during unsteady-state drainage, injecting a viscous fluid into rock and filter samples. This provides experimental insight into the nonequilibrium energy dynamics of this process. We show that fluid displacements convert surface energy into kinetic energy. The latter corresponds to velocity perturbations in the pore-scale flow field behind the invading fluid front, reaching local velocities more than 40 times faster than the constant pump rate. The characteristic length scale of these perturbations exceeds the characteristic pore size by more than an order of magnitude. These flow field observations suggest that nonlocal dynamic effects may be long-ranged even at low capillary numbers, impacting the local viscous-capillary force balance and the representative elementary volume. Furthermore, the velocity perturbations can enhance unsaturated dispersive mixing and colloid transport and yet, are not accounted for in current models. Overall, this work shows that 4D X-ray velocimetry opens the way to solve long-standing fundamental questions regarding flow and transport in porous materials, underlying models of, e.g., groundwater pollution remediation and subsurface storage of CO2 and hydrogen.
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Affiliation(s)
- Tom Bultreys
- Ghent University Centre for X-ray Tomography (UGCT), Ghent University, Ghent9000, Belgium
- Department of Geology, Ghent University, Ghent9000, Belgium
| | - Sharon Ellman
- Ghent University Centre for X-ray Tomography (UGCT), Ghent University, Ghent9000, Belgium
- Department of Geology, Ghent University, Ghent9000, Belgium
| | | | - Matthieu N. Boone
- Ghent University Centre for X-ray Tomography (UGCT), Ghent University, Ghent9000, Belgium
- Department of Physics and Astronomy, Ghent University, Ghent9000, Belgium
| | - Gülce Kalyoncu Pakkaner
- Ghent University Centre for X-ray Tomography (UGCT), Ghent University, Ghent9000, Belgium
- Department of Geology, Ghent University, Ghent9000, Belgium
| | - Shan Wang
- Ghent University Centre for X-ray Tomography (UGCT), Ghent University, Ghent9000, Belgium
- Department of Geology, Ghent University, Ghent9000, Belgium
| | - Mostafa Borji
- Ghent University Centre for X-ray Tomography (UGCT), Ghent University, Ghent9000, Belgium
- Department of Geology, Ghent University, Ghent9000, Belgium
| | - Stefanie Van Offenwert
- Ghent University Centre for X-ray Tomography (UGCT), Ghent University, Ghent9000, Belgium
- Department of Geology, Ghent University, Ghent9000, Belgium
| | - Niloofar Moazami Goudarzi
- Ghent University Centre for X-ray Tomography (UGCT), Ghent University, Ghent9000, Belgium
- Department of Physics and Astronomy, Ghent University, Ghent9000, Belgium
| | - Wannes Goethals
- Ghent University Centre for X-ray Tomography (UGCT), Ghent University, Ghent9000, Belgium
- Department of Physics and Astronomy, Ghent University, Ghent9000, Belgium
| | - Chandra Widyananda Winardhi
- Ghent University Centre for X-ray Tomography (UGCT), Ghent University, Ghent9000, Belgium
- Department of Geology, Ghent University, Ghent9000, Belgium
| | - Veerle Cnudde
- Ghent University Centre for X-ray Tomography (UGCT), Ghent University, Ghent9000, Belgium
- Department of Geology, Ghent University, Ghent9000, Belgium
- Department of Earth Sciences, Utrecht University, CB Utrecht3584, The Netherlands
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2
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Song M, Warr O, Telling J, Sherwood Lollar B. Hydrogeological controls on microbial activity and habitability in the Precambrian continental crust. Geobiology 2024; 22:e12592. [PMID: 38445449 DOI: 10.1111/gbi.12592] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/26/2023] [Revised: 12/21/2023] [Accepted: 02/19/2024] [Indexed: 03/07/2024]
Abstract
Earth's deep continental subsurface is a prime setting to study the limits of life's relationship with environmental conditions and habitability. In Precambrian crystalline rocks worldwide, deep ancient groundwaters in fracture networks are typically oligotrophic, highly saline, and locally inhabited by low-biomass communities in which chemolithotrophic microorganisms may dominate. Periodic opening of new fractures can lead to penetration of surface water and/or migration of fracture fluids, both of which may trigger changes in subsurface microbial composition and activity. These hydrogeological processes and their impacts on subsurface communities may play a significant role in global cycles of key elements in the crust. However, to date, considerable uncertainty remains on how subsurface microbial communities may respond to these changes in hydrogeochemical conditions. To address this uncertainty, the biogeochemistry of Thompson mine (Manitoba, Canada) was investigated. Compositional and isotopic analyses of fracture waters collected here at ~1 km below land surface revealed different extents of mixing between subsurface brine and (paleo)meteoric waters. To investigate the effects this mixing may have had on microbial communities, the Most Probable Number technique was applied to test community response for a total of 13 different metabolisms. The results showed that all fracture waters were dominated by viable heterotrophic microorganisms which can utilize organic materials associated with aerobic/facultative anaerobic processes, sulfate reduction, or fermentation. Where mixing between subsurface brines and (paleo)meteoric waters occurs, the communities demonstrate higher cell densities and increased viable functional potentials, compared to the most saline sample. This study therefore highlights the connection between hydrogeologic heterogeneity and the heterogeneity of subsurface ecosystems in the crystalline rocks, and suggests that hydrogeology can have a considerable impact on the scope and scale of subsurface microbial communities on Earth and potentially beyond.
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Affiliation(s)
- Min Song
- Department of Earth Sciences, University of Toronto, Toronto, Ontario, Canada
| | - Oliver Warr
- Department of Earth Sciences, University of Toronto, Toronto, Ontario, Canada
| | - Jon Telling
- Department of Earth Sciences, University of Toronto, Toronto, Ontario, Canada
| | - Barbara Sherwood Lollar
- Department of Earth Sciences, University of Toronto, Toronto, Ontario, Canada
- Institut de Physique du Globe de Paris (IPGP), Université Paris Cité, Paris, France
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3
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Yang Y, Zhao C, Di Y, Li Q. Geological exploration of coal mine burnt rock and waterlogged area boundary based on transient electromagnetic and high-density electrical resistivity. Sci Rep 2024; 14:5105. [PMID: 38429304 PMCID: PMC10907688 DOI: 10.1038/s41598-024-55496-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2023] [Accepted: 02/23/2024] [Indexed: 03/03/2024] Open
Abstract
The water-rich burnt rock may threaten the safe production of coal mines. Identifying the boundaries of burnt rock and the water-rich area is of great practical significance for the ensuring the safety of mining operations. Transient electromagnetic and high-density resistivity methods are commonly employed in geophysical exploration, such as for investigating the presence of groundwater or delineating boundaries of altered rocks. These methods are non-invasive and provide detailed information about subsurface conditions without the need for drilling or excavation. The Jiangjun Gobi No. 1 open-pit coal mine is situated in the Kalamaili fault zone and is characterized by a high groundwater content. In certain mining sites within the study area, the inflow of water reaches tens of thousands of cubic meters per day, which significantly impacts production and presents major risks. To accurately determine the boundaries of burnt rock and water accumulation areas in the Jiangjun Gobi No. 1 open-pit coal mine, this paper uses different geophysical prospecting methods based on the depth of the strata. The middle and deep parts are investigated using the high-resolution transient electromagnetic method, while the shallow parts are examined using the high-accuracy high-density electric method. Through analyzing the electrical characteristics of the study area, it is inferred that the low-resistivity area in the northwest represents a shallow surface water-rich region. This area extends continuously towards the northwest, is not trapped, and is supplied by surface water. The deep low-resistivity zone primarily consists of sandstone and coarse sandstone. It is inferred that the low-resistance area in the southern part of the study area is also a shallow surface water-rich region, extending towards the east and west sides, not trapped, and supplied by surface water. The deep low-resistivity zone mainly comprises a combination of sandstone, coarse sandstone, and burnt rock, with intermittent layers of mudstone and argillaceous sandstone. The boundary line of burnt rock (coal-bearing strata) is located in the south of the study area. The resistivity of burnt rock (coal-bearing strata) is higher than that of the surrounding rocks, and the resistivity of coal seams is slightly higher than that of sandstone with larger porosity. Estimating the boundaries of groundwater and altered rocks serves to prevent geological disasters and provides valuable information for mineral development and ecological protection.
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Affiliation(s)
- Yanlong Yang
- China Building Materials Industrial Geological Exploration Center Xinjiang Corps, Urumqi, 830000, China
| | - Ci Zhao
- Chinese Research Academy of Environmental Sciences, Beijing, 100012, China
| | - Yaxiao Di
- Chinese Research Academy of Environmental Sciences, Beijing, 100012, China
| | - Qian Li
- Xinjiang University, College of Geography and Remote Sensing Sciences, Urumqi, 830017, China.
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4
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Nadimi S, Mendes J, López A, Schröer L, Manoorkar S, Ellman S, Cnudde V, Bruno AW. Micro computed tomography images of capillary actions in rough and irregular granular materials. Sci Data 2024; 11:78. [PMID: 38228647 PMCID: PMC10792084 DOI: 10.1038/s41597-024-02925-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2023] [Accepted: 01/05/2024] [Indexed: 01/18/2024] Open
Abstract
The present work investigates the effect of both surface roughness and particle morphology on the retention behaviour of granular materials via X-ray micro-computed tomography (µCT) observations. X-ray µCT images were taken on two types of spherical glass beads (i.e. smooth and rough) and two different sands (i.e. natural and roughened). Each sample was subjected to drainage and soaking paths consisting in a multiphase 'static' flow of potassium iodine (KI) brine (wetting phase) and dry air (non-wetting phase). Tomograms were obtained at different saturation states ranging from fully brine saturated to air dry conditions with 6.2 μm voxel size resolution. The data acquisition and pre-processing are here described while all data, a total of 48 tomograms, are made publicly available. The combined dataset offers new opportunities to study the influence of surface roughness and particle morphology on capillary actions as well as supporting validation of pore-scale models of multiphase flow in granular materials.
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Affiliation(s)
- Sadegh Nadimi
- School of Engineering, Newcastle University, Newcastle upon Tyne, NE1 7RU, UK.
| | - Joao Mendes
- Department of Mechanical and Construction Engineering, Northumbria University, Newcastle upon Tyne, NE1 8ST, UK
| | | | - Laurenz Schröer
- Department of Geology, Ghent University, Krijgslaan 281/S8, 9000, Ghent, Belgium
| | - Sojwal Manoorkar
- Department of Geology, Ghent University, Krijgslaan 281/S8, 9000, Ghent, Belgium
| | - Sharon Ellman
- Department of Geology, Ghent University, Krijgslaan 281/S8, 9000, Ghent, Belgium
| | - Veerle Cnudde
- Department of Geology, Ghent University, Krijgslaan 281/S8, 9000, Ghent, Belgium
- Department of Earth Sciences, Utrecht University, Princetonlaan 8a, 3584 CB, Utrecht, Netherlands
| | - Agostino Walter Bruno
- Department of Civil, Chemical and Environmental Engineering, University of Genoa, 16145, Genoa, Italy
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5
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Yamamoto S, Koike K, Yamashiki YA, Shimada J. Detecting groundwater level changes related to the 2016 Kumamoto Earthquake. Sci Rep 2023; 13:22916. [PMID: 38129502 PMCID: PMC10739714 DOI: 10.1038/s41598-023-50133-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2023] [Accepted: 12/15/2023] [Indexed: 12/23/2023] Open
Abstract
This study presented the first attempt to detect precursory changes in groundwater level before the 2016 Kumamoto Earthquake. This detection was achieved by accurately determining the relationship between long-term groundwater level fluctuation and crustal deformation over 16 years through analysis of groundwater level time-series data acquired at 17 sites within the study area. Here, we show that the observed groundwater levels were lower than the modelled levels in aquifers composed of porous strata (Togawa lava and part of the pre-Aso volcanic rocks), and that there were larger differences until 2014, which diminished until the occurrence of the Kumamoto Earthquake. The initial reduction in the modelled groundwater level and the latter recovery were most likely caused by crustal strain relaxation associated with the large 2011 earthquake off the Pacific coast of Tohoku (Mw 9.0) and the strain accumulation prior to the 2016 Kumamoto Earthquake.
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Affiliation(s)
- Shun Yamamoto
- Graduate School of Advanced Integrated Studies in Human Survivability, Kyoto University, Kyoto, Japan.
| | - Katsuaki Koike
- Graduate School of Engineering, Kyoto University, Kyoto, Japan
| | | | - Jun Shimada
- Graduate School of Science and Technology, Kumamoto University, Kumamoto, Japan
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6
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Dimech A, Isabelle A, Sylvain K, Liu C, Cheng L, Bussière B, Chouteau M, Fabien-Ouellet G, Bérubé C, Wilkinson P, Meldrum P, Chambers J. A multiscale accuracy assessment of moisture content predictions using time-lapse electrical resistivity tomography in mine tailings. Sci Rep 2023; 13:20922. [PMID: 38017002 PMCID: PMC10684595 DOI: 10.1038/s41598-023-48100-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2022] [Accepted: 11/22/2023] [Indexed: 11/30/2023] Open
Abstract
Accurate and large-scale assessment of volumetric water content (VWC) plays a critical role in mining waste monitoring to mitigate potential geotechnical and environmental risks. In recent years, time-lapse electrical resistivity tomography (TL-ERT) has emerged as a promising monitoring approach that can be used in combination with traditional invasive and point-measurements techniques to estimate VWC in mine tailings. Moreover, the bulk electrical conductivity (EC) imaged using TL-ERT can be converted into VWC in the field using petrophysical relationships calibrated in the laboratory. This study is the first to assess the scale effect on the accuracy of ERT-predicted VWC in tailings. Simultaneous and co-located monitoring of bulk EC and VWC are carried out in tailings at five different scales, in the laboratory and in the field. The hydrogeophysical datasets are used to calibrate a petrophysical model used to predict VWC from TL-ERT data. Overall, the accuracy of ERT-predicted VWC is [Formula: see text], and the petrophysical models determined at sample-scale in the laboratory remain valid at larger scales. Notably, the impact of temperature and pore water EC evolution plays a major role in VWC predictions at the field scale (tenfold reduction of accuracy) and, therefore, must be properly taken into account during the TL-ERT data processing using complementary hydrogeological sensors. Based on these results, we suggest that future studies using TL-ERT to predict VWC in mine tailings could use sample-scale laboratory apparatus similar to the electrical resistivity Tempe cell presented here to calibrate petrophysical models and carefully upscale them to field applications.
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Affiliation(s)
- Adrien Dimech
- Université du Québec en Abitibi-Témiscamingue (UQAT), Rouyn Noranda, QC, J9X 5E4, Canada.
- Research Institute of Mines and Environment (RIME), Montréal, QC, Canada.
| | - Anne Isabelle
- Polytechnique Montréal, Montréal, QC, H3T 1J4, Canada
- Research Institute of Mines and Environment (RIME), Montréal, QC, Canada
| | - Karine Sylvain
- Polytechnique Montréal, Montréal, QC, H3T 1J4, Canada
- Research Institute of Mines and Environment (RIME), Montréal, QC, Canada
| | - Chong Liu
- Université du Québec en Abitibi-Témiscamingue (UQAT), Rouyn Noranda, QC, J9X 5E4, Canada
| | - LiZhen Cheng
- Université du Québec en Abitibi-Témiscamingue (UQAT), Rouyn Noranda, QC, J9X 5E4, Canada
- Research Institute of Mines and Environment (RIME), Montréal, QC, Canada
| | - Bruno Bussière
- Université du Québec en Abitibi-Témiscamingue (UQAT), Rouyn Noranda, QC, J9X 5E4, Canada
- Research Institute of Mines and Environment (RIME), Montréal, QC, Canada
| | - Michel Chouteau
- Polytechnique Montréal, Montréal, QC, H3T 1J4, Canada
- Research Institute of Mines and Environment (RIME), Montréal, QC, Canada
| | | | | | - Paul Wilkinson
- British Geological Survey (BGS), Environmental Science Centre, Keyworth, Nottingham, NG12 5GG, UK
| | - Philip Meldrum
- British Geological Survey (BGS), Environmental Science Centre, Keyworth, Nottingham, NG12 5GG, UK
| | - Jonathan Chambers
- British Geological Survey (BGS), Environmental Science Centre, Keyworth, Nottingham, NG12 5GG, UK
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Zhang J, Mao X. Analysis of liquid-vapor mixed migration mechanism in unsaturated soil based on the effect of temperature on soil microstructure. Sci Rep 2023; 13:20542. [PMID: 37996609 PMCID: PMC10667596 DOI: 10.1038/s41598-023-47985-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2023] [Accepted: 11/21/2023] [Indexed: 11/25/2023] Open
Abstract
Moisture migration in unsaturated soils is a result of the interaction between temperature and soil microstructure. In order to reveal the mechanism of moisture increase of subgrade soils under diurnal cycle conditions, a series of macro and microscopic tests were carried out on the unsaturated silty clay and sand soil, including liquid-vapor mixed migration tests simulating a one-dimensional subgrade, environmental scanning electron microscope (ESEM), and matrix suction test. Then, the soil microstructure in microscopic images was investigated using the particle (pores) and cracks analysis system (PACS). Next, the relationship between the thermal effects of the soil-water characteristic curve (SWCC) and changes in soil microstructure was analyzed. Finally, the change mechanism of liquid-vapor mixed migration based on the change in soil microstructural under thermal effects was analyzed. The results showed under the diurnal cycle, both the silty clay and sand soil columns appeared in the phenomenon of a "diurnal cycle of water vapor migration", which led to moisture accumulation at the top of the soil layer. In silty clay soil column, moisture was primarily driven by water vapor pressure and migrated upwards. Additionally, moisture redistribution led to changes in soil microstructure, which in turn influenced the process of moisture migration. The moisture content in the upper soil layer increased making both inter-aggregate and intra-aggregate pores decrease. The moisture content in the lower soil later decreased, leading to the water-holding capacity of the lower soil layer to increase. So, the moisture migration gradually decreased at night. In the sand soil column, moisture migration was mainly driven by gravity potential and migrated downwards. Moisture redistribution made inter-aggregate pore and matrix suction of the upper soil layer increase, leading to an increase in moisture migration at night.
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Affiliation(s)
- Jianxun Zhang
- Highway Academy, Chang'an University, Xian, 7100000, People's Republic of China
| | - Xuesong Mao
- Highway Academy, Chang'an University, Xian, 7100000, People's Republic of China.
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8
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Waheed MA, Al-Amoudi OSB, Al-Osta MA, Ahmed HUR. A universal hydro-mechanical coupled behavior model for clay-bearing strata-Molecular-level simulation approach. Sci Rep 2023; 13:19925. [PMID: 37964124 PMCID: PMC10646020 DOI: 10.1038/s41598-023-47402-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2023] [Accepted: 11/13/2023] [Indexed: 11/16/2023] Open
Abstract
Clay minerals in soils and rocks exhibit large volume change upon interaction with water and this behavior becomes even more complex when the strata are being stressed by the engineering and environmental loads. Therefore, a realistic prediction of the hydro-mechanical behavior of the clay-bearing strata is always a challenge due to their coupled swelling-mechanical response in the cases of geotechnical and geoenvironmental engineering problems, nuclear waste storage in clay-bearing rock repositories, shale gas extraction, and other uses of clay in the manufacturing industry. All the existing behavior models have restricted applications in the engineering and other fields of practice mainly due to the partial consideration of the structure and fabric of clay-bearing strata in the model formulation. In this study, a hydro-mechanical behavior model has been formulated using the parameters acquired from the molecular-level simulations and modeling of the volume change and stress-strain behavior of the clay-bearing structure. The Molecular Mechanics and Molecular Dynamic simulations were performed on the natural structure of the clay-bearing strata formulated using Monte Carlo technique. The mathematical model, developed from the simulation results, can predict the overall hydro-mechanical behavior of clay-bearing strata for all possible combinations of clay minerals, non-clay minerals, salts causing cementation of the soil/rock structure, confining pressures, and the induced strain levels. The developed model has successfully been validated through laboratory and field testing on the clay-bearing strata in both the elastic and elasto-plastic regions of the stress-strain behavior and also from the data of two (02) swelling clays (MX-80 and FEBEX Bentonite) from the existing literature, supporting the universal nature of the developed behavior model.
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Affiliation(s)
- Muhammad Abdul Waheed
- Department of Civil and Environmental Engineering, King Fahd University of Petroleum and Minerals (KFUPM), 31261, Dhahran, Saudi Arabia
| | - Omar S Baghabra Al-Amoudi
- Department of Civil and Environmental Engineering, King Fahd University of Petroleum and Minerals (KFUPM), 31261, Dhahran, Saudi Arabia
- Interdisciplinary Research Center for Construction and Building Materials, KFUPM, 31261, Dhahran, Saudi Arabia
| | - Mohammed A Al-Osta
- Department of Civil and Environmental Engineering, King Fahd University of Petroleum and Minerals (KFUPM), 31261, Dhahran, Saudi Arabia
- Interdisciplinary Research Center for Construction and Building Materials, KFUPM, 31261, Dhahran, Saudi Arabia
| | - Habib Ur-Rehman Ahmed
- Department of Civil and Environmental Engineering, King Fahd University of Petroleum and Minerals (KFUPM), 31261, Dhahran, Saudi Arabia.
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9
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Fazio M, Chandler MR, Sauter M. Permeability evolution of Bentheim Sandstone at simulated georeservoir conditions. Sci Rep 2023; 13:16171. [PMID: 37758712 PMCID: PMC10533886 DOI: 10.1038/s41598-023-42826-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2023] [Accepted: 09/15/2023] [Indexed: 09/29/2023] Open
Abstract
Bentheim Sandstone is considered a suitable conventional georeservoir rock even at great depth because of its mineral composition, homogeneity, micro- and macrostructure, and is also used as a reference material in rock deformation tests. However, a full characterization of the permeability at representative depths has never been performed. Here we report new experimental data where the permeability of Bentheim Sandstone is measured both with a simultaneous variation and with a sequential variation of three different variables to simulate georeservoir conditions. The results indicate a decrease in permeability with simulated increasing depth until 2-3 km, followed by a partial permeability recovery until 4-5 km depth. During the exhumation path, initially, permeability is unaffected, but at shallow depths, a sharp increase in permeability is observed, likely due to microcracking. These variations are a consequence of a complex interaction between stress, pore pressure and temperature, highlighting the importance of experiments considering all three variables when studying the evolution of permeability at depth. These results will aid with the accurate estimation of permeability at different georeservoir conditions.
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Affiliation(s)
- Marco Fazio
- Department of Applied Geology, University of Göttingen, Goldschmidtstrasse 3, 37077, Göttingen, Germany.
| | | | - Martin Sauter
- Department of Applied Geology, University of Göttingen, Goldschmidtstrasse 3, 37077, Göttingen, Germany
- Leibniz-Institute of Applied Geophysics, Hannover, Germany
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10
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Shi X, Zhang W. Characteristics of an underground stope channel supplied by atmospheric precipitation and its water disaster prevention in the karst mining areas of Guizhou. Sci Rep 2023; 13:15892. [PMID: 37741890 PMCID: PMC10517996 DOI: 10.1038/s41598-023-43209-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2023] [Accepted: 09/21/2023] [Indexed: 09/25/2023] Open
Abstract
Atmospheric precipitation floods mining areas, which seriously affects the safe production of coal mines. However, research on the mechanism underlying precipitation supplying coal mines, particularly in karst landform areas, remains far from sufficient. Based on the collection of a large amount of geological and hydrogeological mining data and some data related to mine atmospheric precipitation and mine water inflow, the channels of atmospheric precipitation supplying mines in the main coal-producing areas of Guizhou, China, are systematically analysed and studied. They are divided into weathering zone fractures, mining fractures, water diversion faults, water diversion collapse columns and karst channels. Recharge channels have the characteristics of surface infiltration, pipeline flow and layered recharge, as well as self-healing after being filled by surface loess and other materials. The supply of atmospheric precipitation to the coal mine stope is seasonal. The mine water inflow in the rainy season is 1.2 ~ 12 times that in the dry season, with an average of 1.9 times. The supply has hysteresis. The lag time of surface infiltration, pipeline flow and layered flow is 2 ~ 4 days, within 24 h and more than 2 days, respectively. The recharge is affected by the burial depth of the coal seam and the characteristics of the combined upper roof slate. Among the mines affected by atmospheric precipitation and water disasters, some mines have carried out research on the comprehensive treatment of water disasters, implemented supplementary exploration projects such as surface hydrogeological drilling and geophysical exploration, or carried out hydrochemical research. Some mines have adopted water prevention and control projects, such as blocking ground water diversion cracks, constructing water diversion projects, adjusting the mining time of the working face, transforming the drainage system and improving the drainage capacity, to ensure the safe production of mines. This research achievement may provide a theoretical basis and practical experience for the prevention and control of atmospheric precipitation infiltration in coal mines in karst areas.
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Affiliation(s)
- Xianzhi Shi
- School of Resources and Earth Science, China University of Mining and Technology, Xuzhou, China.
- Guizhou Yuxiang Mining Group Investment Co. Ltd., Bijie, China.
| | - Weiqiang Zhang
- School of Resources and Earth Science, China University of Mining and Technology, Xuzhou, China
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11
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Arai R, Miura S, Nakamura Y, Fujie G, Kodaira S, Kaiho Y, Mochizuki K, Nakata R, Kinoshita M, Hashimoto Y, Hamada Y, Okino K. Upper-plate conduits linked to plate boundary that hosts slow earthquakes. Nat Commun 2023; 14:5101. [PMID: 37730797 PMCID: PMC10511545 DOI: 10.1038/s41467-023-40762-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2023] [Accepted: 08/07/2023] [Indexed: 09/22/2023] Open
Abstract
In shallow subduction zones, fluid behavior impacts various geodynamic processes capable of regulating slip behaviors and forming mud volcanoes. However, evidence of structures that control the fluid transfer within an overriding plate is limited and the physical properties at the source faults of slow earthquakes are poorly understood. Here we present high-resolution seismic velocity models and reflection images of the Hyuga-nada area, Japan, where the Kyushu-Palau ridge subducts. We image distinct kilometer-wide columns in the upper plate with reduced velocities that extend vertically from the seafloor down to 10-13 km depth. We interpret the low-velocity columns as damaged zones caused by seamount subduction and suggest that they serve as conduits, facilitating vertical fluid migration from the plate boundary. The lateral variation in upper-plate velocity and seismic reflectivity along the plate boundary correlates with the distribution of slow earthquakes, indicating that the upper-plate drainage system controls the complex pattern of seismic slip at subduction faults.
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Affiliation(s)
- Ryuta Arai
- Research Institute for Marine Geodynamics, Japan Agency for Marine-Earth Science and Technology, 3173-25 Showa-machi, Kanazawa-ku, Yokohama, Kanagawa, 236-0001, Japan.
| | - Seiichi Miura
- Research Institute for Marine Geodynamics, Japan Agency for Marine-Earth Science and Technology, 3173-25 Showa-machi, Kanazawa-ku, Yokohama, Kanagawa, 236-0001, Japan
| | - Yasuyuki Nakamura
- Research Institute for Marine Geodynamics, Japan Agency for Marine-Earth Science and Technology, 3173-25 Showa-machi, Kanazawa-ku, Yokohama, Kanagawa, 236-0001, Japan
| | - Gou Fujie
- Research Institute for Marine Geodynamics, Japan Agency for Marine-Earth Science and Technology, 3173-25 Showa-machi, Kanazawa-ku, Yokohama, Kanagawa, 236-0001, Japan
| | - Shuichi Kodaira
- Research Institute for Marine Geodynamics, Japan Agency for Marine-Earth Science and Technology, 3173-25 Showa-machi, Kanazawa-ku, Yokohama, Kanagawa, 236-0001, Japan
| | - Yuka Kaiho
- Research Institute for Marine Geodynamics, Japan Agency for Marine-Earth Science and Technology, 3173-25 Showa-machi, Kanazawa-ku, Yokohama, Kanagawa, 236-0001, Japan
| | - Kimihiro Mochizuki
- Earthquake Research Institute, The University of Tokyo, 1-1-1 Yayoi Bunkyo-ku, Tokyo, 113-0032, Japan
| | - Rie Nakata
- Earthquake Research Institute, The University of Tokyo, 1-1-1 Yayoi Bunkyo-ku, Tokyo, 113-0032, Japan
- Lawrence Berkeley National Laboratory, Berkeley, USA
| | - Masataka Kinoshita
- Earthquake Research Institute, The University of Tokyo, 1-1-1 Yayoi Bunkyo-ku, Tokyo, 113-0032, Japan
| | - Yoshitaka Hashimoto
- Faculty of Science and Technology, Kochi University, Akebonocho 2-5-1, Kochi, 780-8520, Japan
| | - Yohei Hamada
- Kochi Institute for Core Sample Research, Japan Agency for Marine-Earth Science and Technology, 200 Monobe Otsu Nankoku, Kochi, 783-8502, Japan
| | - Kyoko Okino
- Atmosphere and Ocean Research Institute, The University of Tokyo, 5-1-5 Kashiwanoha Kashiwa, Chiba, 277-8564, Japan
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12
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Leite PAM, Schmidt LM, Rempe DM, Olariu HG, Walker JW, McInnes KJ, Wilcox BP. Woody plant encroachment modifies carbonate bedrock: field evidence for enhanced weathering and permeability. Sci Rep 2023; 13:15431. [PMID: 37723242 PMCID: PMC10507015 DOI: 10.1038/s41598-023-42226-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2023] [Accepted: 09/07/2023] [Indexed: 09/20/2023] Open
Abstract
Little is known about the effects of woody plant encroachment-a recent but pervasive phenomenon-on the hydraulic properties of bedrock substrates. Recent work using stream solute concentrations paired with weathering models suggests that woody plant encroachment accelerates limestone weathering. In this field study, we evaluate this hypothesis by examining bedrock in the Edwards Plateau, an extensive karst landscape in Central Texas. We compared a site that has been heavily encroached by woody plants (mainly Quercus fusiformis and Juniperus ashei), with an adjacent site that has been maintained free of encroachment for the past eight decades. Both sites share the same bedrock, as confirmed by trenching, and originally had very few trees, which enabled us to evaluate how encroachment impacted the evolution of hydraulic properties over a period of no more than 80 years. Using in situ permeability tests in boreholes drilled into the weathered bedrock, we found that the mean saturated hydraulic conductivity of the bedrock was higher-by an order of magnitude-beneath woody plants than in the areas where woody plants have been continuously suppressed. Additionally, woody plant encroachment was associated with greater regolith thickness, greater plant rooting depths, significantly lower rock hardness, and a 24-44% increase in limestone matrix porosity. These findings are strong indicators that woody plant encroachment enhances bedrock weathering, thereby amplifying its permeability-a cycle of mutual reinforcement with the potential for substantial changes within a few decades. Given the importance of shallow bedrock for ecohydrological and biogeochemical processes, the broader impacts of woody plant encroachment on weathering rates and permeability warrant further investigation.
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Affiliation(s)
- Pedro A M Leite
- Department of Ecology and Conservation Biology, Texas A&M University, College Station, TX, USA.
| | - Logan M Schmidt
- Department of Geological Sciences, Jackson School of Geosciences, University of Texas at Austin, Austin, TX, USA
- Edwards Aquifer Authority, San Antonio, TX, USA
| | - Daniella M Rempe
- Department of Geological Sciences, Jackson School of Geosciences, University of Texas at Austin, Austin, TX, USA
| | - Horia G Olariu
- Department of Ecology and Conservation Biology, Texas A&M University, College Station, TX, USA
| | - John W Walker
- Texas A&M AgriLife Research and Extension Center, Texas A&M University, San Angelo, TX, USA
| | - Kevin J McInnes
- Department of Soil and Crop Sciences, Texas A&M University, College Station, TX, USA
| | - Bradford P Wilcox
- Department of Ecology and Conservation Biology, Texas A&M University, College Station, TX, USA
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13
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Liu YQ, Zhou L, Lü L, Li W, Wang XF, Lu XH, Zheng YD, Meng SX. [Hydrochemical Characteristics and Control Factors of Groundwater in Shunping County, Hebei Province]. Huan Jing Ke Xue 2023; 44:2601-2612. [PMID: 37177934 DOI: 10.13227/j.hjkx.202205351] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Subscribe] [Scholar Register] [Indexed: 05/15/2023]
Abstract
In order to study the chemical characteristics and ion source of groundwater and further serve the scientific development and management of water resources in Shunping County. A total of 33 groups of karst water and 12 groups of pore water samples were collected systematically in Shunping County, and the hydrochemical types, composition characteristics, and main controlling factors of various types of groundwater were analyzed by using Gibbs diagram, ion ratio relation, and multivariate statistical analysis methods, and the contribution rates of various sources to groundwater solutes were evaluated. The results showed that the pore water and karst water in the study area were weakly alkaline, with TDS ranging from 245.89 to 430.00 mg·L-1 and 223.54 to 1347.80 mg·L-1, respectively. The anion components of groundwater were mainly HCO3- and Ca2+. Groundwater in the study area could be grouped into PW1 and PW2 pore water and KW1, KW2, and KW3 karst water. PW1 and KW1 were HCO3-Ca·Mg type, PW2 was HCO3·Cl-Ca·Mg type, KW2 was HCO3·NO3-Ca·Mg type, and KW3 was SO4-Ca·Mg type with high salinity. The weathering of carbonate rock mainly composed of dolomite and silicate rock mainly composed of albiar and potassium feldspar were the main material sources of groundwater, and their contributions to each water body were 39.69% to 66.13% and 11.87% to 58.38%. Sewage discharge and fertilizer use in human activities had significant effects on KW2 groundwater and PW1, PW2, and KW1 groundwater, respectively. In addition, the contribution rate of atmospheric precipitation to each water body ranged from 1.09% to 7.94% on average.
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Affiliation(s)
- Yuan-Qing Liu
- Shandong Provincial Lunan Geology and Exploration Institute(Shandong Provincial Bureau of Geology and Mineral Resources No. 2 Geological Brigade), Jining 272100, China
- Shandong Provincial Engineering Research Center of Geothermal Energy Exploration and Development, Jining 272100, China
- Center for Hydrogeology and Environmental Geology Survey, China Geological Survey, Baoding 071051, China
| | - Le Zhou
- Center for Hydrogeology and Environmental Geology Survey, China Geological Survey, Baoding 071051, China
| | - Lin Lü
- Center for Hydrogeology and Environmental Geology Survey, China Geological Survey, Baoding 071051, China
| | - Wei Li
- Center for Hydrogeology and Environmental Geology Survey, China Geological Survey, Baoding 071051, China
| | - Xin-Feng Wang
- Center for Hydrogeology and Environmental Geology Survey, China Geological Survey, Baoding 071051, China
| | - Xiao-Hui Lu
- Shandong Provincial Lunan Geology and Exploration Institute(Shandong Provincial Bureau of Geology and Mineral Resources No. 2 Geological Brigade), Jining 272100, China
- Shandong Provincial Engineering Research Center of Geothermal Energy Exploration and Development, Jining 272100, China
| | - Yi-di Zheng
- Center for Hydrogeology and Environmental Geology Survey, China Geological Survey, Baoding 071051, China
| | - Shun-Xiang Meng
- Center for Hydrogeology and Environmental Geology Survey, China Geological Survey, Baoding 071051, China
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14
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Yu X, Wang C, Huang H, Wang J, Yan K. Lithium and brine geochemistry in the Qianjiang Formation of the Jianghan Basin, central China. Sci Rep 2023; 13:4445. [PMID: 36932287 DOI: 10.1038/s41598-023-31421-1] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2022] [Accepted: 03/11/2023] [Indexed: 03/19/2023] Open
Abstract
The Li-enriched oilfield brine is a very important lithium resource. It has gained much attention and become the target of active Li surveys with the growing global demand for Li. However, only little is known about their feature and nature. In the study, hydrochemical data from 155 oil wells tapping the Eocene to Lower Oligocene Qianjiang Formation of the Jianghan Basin, central China indicate that the brines are of the Na-Cl or Na-Ca-Cl type and are characterized by highly variable Li contents of 7.56 to 150 mg/L, with Mg/Li ratios less than 11.65. High Na/Cl and Cl/Br molar ratios indicate distinct contributions from halite dissolution. The Ca excess, Na deficit and Ca/Mg and Ca/Sr molar ratios in the brines imply multiple diagenetic processes, including halite dissolution, dolomitization, albitization and calcite or anhydrite cementation. The lithium contents of these brines have a weak relationship with the salinity and a negative correlation with Cl/Br ratios, possibly indicating that these Qianjiang oilfield brines have been diluted by secondary brines derived from halite dissolution. The spatial distribution patterns for Li and B concentrations of the brines are different from those for salinity and Br contents and show a geographic pattern, indicating that Li enrichment in the Qianjiang brines is likely connected with geothermal sources associated with volcanic activity.
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15
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Liu YQ, Zhou L, Lü L, Li W, Wang XF, Deng QJ, Zheng YD, Li CS. [Hydrochemical Characteristics and Control Factors of Pore-water in the Middle and Upper Reaches of Muwen River]. Huan Jing Ke Xue 2023; 44:1429-1439. [PMID: 36922204 DOI: 10.13227/j.hjkx.202204161] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Subscribe] [Scholar Register] [Indexed: 03/18/2023]
Abstract
In order to study the hydrochemical characteristics and ion sources of pore water in the middle and upper reaches of the Mouwen River, 29 groups of pore-water samples were collected in the Laiwu Basin. The main ion characteristics and their controlling factors of pore-water in this area were analyzed by using correlation and principal component analysis, Piper trigram, and Gibbs diagram methods. The main material sources of pore water in this area were revealed. The results showed that HCO3-, NO3-, SO42-, and Ca2+ were the main anions and cations in the pore water of the middle and upper reaches of the Mouwen River. With TDS >1000 mg·L-1 as the standard, the normal water chemistry type was mainly HCO3·NO3·SO4-Ca and HCO3·SO4-Ca·Mg, whereas the abnormal water chemistry type was mainly NO3·Cl-Ca. The chemical evolution of groundwater was mainly influenced by rock weathering, cation alternation adsorption, and human activities. Na++K+ mainly came from silicate weathering and dissolution, and HCO3-, Ca2+, and Mg2+ came from calcite weathering and dissolution involving carbonate and sulfuric acid. Alternation adsorption of cations and weathering of silicate rock provided a surplus of Ca2+ and Mg2+ for pore water. Industrial and mining activities such as domestic sewage mixing, agricultural planting activities, and iron and coal mining changed the chemical composition of pore water, especially NO3- exceeding the standard, which has become the main problem of the local groundwater chemical environment.
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Affiliation(s)
- Yuan-Qing Liu
- 801 Institute of Hydrogeology and Engineering Geology, Shandong Provincial Bureau of Geology & Mineral Resources, Ji'nan 250014, China.,Center for Hydrogeology and Environmental Geology Survey, China Geological Survey, Baoding 071051, China
| | - Le Zhou
- Center for Hydrogeology and Environmental Geology Survey, China Geological Survey, Baoding 071051, China
| | - Lin Lü
- Center for Hydrogeology and Environmental Geology Survey, China Geological Survey, Baoding 071051, China
| | - Wei Li
- Center for Hydrogeology and Environmental Geology Survey, China Geological Survey, Baoding 071051, China
| | - Xin-Feng Wang
- Center for Hydrogeology and Environmental Geology Survey, China Geological Survey, Baoding 071051, China
| | - Qi-Jun Deng
- Center for Hydrogeology and Environmental Geology Survey, China Geological Survey, Baoding 071051, China
| | - Yi-di Zheng
- Center for Hydrogeology and Environmental Geology Survey, China Geological Survey, Baoding 071051, China
| | - Chang-Suo Li
- 801 Institute of Hydrogeology and Engineering Geology, Shandong Provincial Bureau of Geology & Mineral Resources, Ji'nan 250014, China
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16
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Stoltnow M, Weis P, Korges M. Hydrological controls on base metal precipitation and zoning at the porphyry-epithermal transition constrained by numerical modeling. Sci Rep 2023; 13:3786. [PMID: 36882444 PMCID: PMC9992368 DOI: 10.1038/s41598-023-30572-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2022] [Accepted: 02/27/2023] [Indexed: 03/09/2023] Open
Abstract
Ore precipitation in porphyry copper systems is generally characterized by metal zoning (Cu-Mo to Zn-Pb-Ag), which is suggested to be variably related to solubility decreases during fluid cooling, fluid-rock interactions, partitioning during fluid phase separation and mixing with external fluids. Here, we present new advances of a numerical process model by considering published constraints on the temperature- and salinity-dependent solubility of Cu, Pb and Zn in the ore fluid. We quantitatively investigate the roles of vapor-brine separation, halite saturation, initial metal contents, fluid mixing and remobilization as first-order controls of the physical hydrology on ore formation. The results show that the magmatic vapor and brine phases ascend with different residence times but as miscible fluid mixtures, with salinity increases generating metal-undersaturated bulk fluids. The release rates of magmatic fluids affect the location of the thermohaline fronts, leading to contrasting mechanisms for ore precipitation: higher rates result in halite saturation without significant metal zoning, lower rates produce zoned ore shells due to mixing with meteoric water. Varying metal contents can affect the order of the final metal precipitation sequence. Redissolution of precipitated metals results in zoned ore shell patterns in more peripheral locations and also decouples halite saturation from ore precipitation.
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Affiliation(s)
- Malte Stoltnow
- Institute of Earth and Environmental Science, University of Potsdam, Karl-Liebknecht-Straße 24/25, 14476, Potsdam, Germany. .,GFZ German Research Centre for Geosciences, Telegrafenberg, 14473, Potsdam, Germany.
| | - Philipp Weis
- Institute of Earth and Environmental Science, University of Potsdam, Karl-Liebknecht-Straße 24/25, 14476, Potsdam, Germany.,GFZ German Research Centre for Geosciences, Telegrafenberg, 14473, Potsdam, Germany
| | - Maximilian Korges
- Institute of Earth and Environmental Science, University of Potsdam, Karl-Liebknecht-Straße 24/25, 14476, Potsdam, Germany
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17
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Sarkar K, Mukesh, Singh UK. Nature-inspired stochastic hybrid technique for joint and individual inversion of DC and MT data. Sci Rep 2023; 13:2668. [PMID: 36792612 PMCID: PMC9932176 DOI: 10.1038/s41598-023-29040-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2022] [Accepted: 01/30/2023] [Indexed: 02/17/2023] Open
Abstract
Here, a new naturally-inspired stochastic nonlinear joint and individual inversion technique for integrating direct current (DC) and magnetotelluric (MT) data interpretation-based simulation of a swarm intelligence combo with specific capabilities for exploitation of the variable weight particle swarm optimizer (vPSO) and exploration of the grey wolf optimizer (GWO), vPSOGWO, is used. They are particularly notable for their capacity for information exchange while hunting for food. Through synthetic MT and DC data contaminated with various sets of random noise, the applicability of the anticipated vPSOGWO algorithm based joint and individual inversion algorithm was assessed. The field examples, collected from diversified different geological terrains, including Digha (West Bengal), India; Sundar Pahari (Jharkhand), India; Puga Valley (Ladakh), India; New Brunswick, Canada; and South Central Australia, have shown the practical application of the proposed algorithm. Further, a Bayesian probability density function (bpdf) for estimating a mean global model and uncertainty assessment in posterior; and a histogram for model resolution assessment have also been created using 1000 inverted models. We examined the inverted outcomes and compared them with results from other cutting-edge methodologies, including the GWO, PSO, genetic algorithm (GA), Levenberg-Marquardt (LM), and ridge-regression (RR). Our findings showed that the current methodology is more effective than the GWO, PSO, GA, LM, and RR techniques at consistently improving the convergence of the global minimum. In contrast to earlier approaches, the current cutting-edge strategy vPSOGWO offers an improved resolution of an additional significant crustal thickness of about 65.68 ± 1.96 km over the Puga Valley, in which the inverted crustal thickness determined by vPSOGWO agrees well with the published crustal thickness over the Puga Valley. The new technology brings simulations closer to genuine models by significantly reducing uncertainty and enhancing model resolution.
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Affiliation(s)
- Kuldeep Sarkar
- grid.417984.70000 0001 2184 3953Department of Applied Geophysics, IIT(ISM), Dhanbad, 826004 India
| | - Mukesh
- grid.417984.70000 0001 2184 3953Department of Applied Geophysics, IIT(ISM), Dhanbad, 826004 India
| | - Upendra K. Singh
- grid.417984.70000 0001 2184 3953Department of Applied Geophysics, IIT(ISM), Dhanbad, 826004 India
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18
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Hassanzadeh A, Valdivielso S, Vázquez-Suñé E, Criollo R, Corbella M. An open source Python library for environmental isotopic modelling. Sci Rep 2023; 13:1895. [PMID: 36732615 PMCID: PMC9895077 DOI: 10.1038/s41598-023-29073-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2022] [Accepted: 01/30/2023] [Indexed: 02/04/2023] Open
Abstract
Isotopic composition modelling is a key aspect in many environmental studies. This work presents Isocompy, an open source Python library that estimates isotopic compositions through machine learning algorithms with user-defined variables. Isocompy includes dataset preprocessing, outlier detection, statistical analysis, feature selection, model validation and calibration and postprocessing. This tool has the flexibility to operate with discontinuous inputs in time and space. The automatic decision-making procedures are knitted in different stages of the algorithm, although it is possible to manually complete each step. The extensive output reports, figures and maps generated by Isocompy facilitate the comprehension of stable water isotope studies. The functionality of Isocompy is demonstrated with an application example involving the meteorological features and isotopic composition of precipitation in N Chile, which are compared with the results produced in previous studies. In essence, Isocompy offers an open source foundation for isotopic studies that ensures reproducible research in environmental fields.
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Affiliation(s)
- Ashkan Hassanzadeh
- grid.420247.70000 0004 1762 9198Institute of Environmental Assessment and Water Research (IDAEA/CSIC), C/ Jordi Girona 18-26, 08034 Barcelona, Spain ,grid.7080.f0000 0001 2296 0625Departament de Geologia, Universitat Autònoma de Barcelona (UAB), Edificis C, Bellaterra, 08193 Barcelona, Spain
| | - Sonia Valdivielso
- grid.420247.70000 0004 1762 9198Institute of Environmental Assessment and Water Research (IDAEA/CSIC), C/ Jordi Girona 18-26, 08034 Barcelona, Spain
| | - Enric Vázquez-Suñé
- grid.420247.70000 0004 1762 9198Institute of Environmental Assessment and Water Research (IDAEA/CSIC), C/ Jordi Girona 18-26, 08034 Barcelona, Spain
| | - Rotman Criollo
- grid.466857.e0000 0000 8518 7126Mediterranean Institute for Advanced Studies (IMEDEA, UIB-CSIC), 07190 Esporles, Spain
| | - Mercè Corbella
- grid.7080.f0000 0001 2296 0625Departament de Geologia, Universitat Autònoma de Barcelona (UAB), Edificis C, Bellaterra, 08193 Barcelona, Spain
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19
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Guo JJ, Wu ZW, Liu K. Stability analysis of soft-hard-interbedded anti-inclined rock slope. Sci Rep 2023; 13:1643. [PMID: 36717635 DOI: 10.1038/s41598-023-28657-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2022] [Accepted: 01/23/2023] [Indexed: 01/31/2023] Open
Abstract
The instability of rock slope is still a very frequent geological disaster, which seriously affects people's life and production activities. Previous studies have mainly focused on deformation mechanism, prediction, and control of hard rock with single lithology, while there are limited studies on the theoretic computational method of the stability for soft-hard interbedded anti-inclined rock strata. In this study, a geomechanical model for the toppling failure of soft-hard-interbedded anti-inclined rock slope is established. The modes of failure for soft and hard rock strata are analyzed, the computational formula of the downward thrust for each anti-inclined rock stratum is derived, and the stability safety factor of each rock stratum is defined. A theoretical computational method for determining the potentially most dangerous failure surface of soft-hard-interbedded anti-inclined rock slope is proposed. By comparing with the existing research results, the theoretical solving method proposed in this study can well solve the location of the potentially most dangerous failure surface of soft-hard-interbedded anti-inclined rock slope. The potentially most dangerous failure surface of this kind of slope is approximately planar, and the angle between it and the normal plane of the rock strata is an acute angle within 30°. It provides theoretical support for the stability analysis of this kind of slope.
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20
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Wang J, Li W, Mu M, Chen J, Li Y, Liu H, Su Q. Particle size composition characteristics of weathered debris from grey-green slate under the action of freeze-thaw and dry-wet cycles. Sci Rep 2023; 13:1421. [PMID: 36697473 DOI: 10.1038/s41598-023-27888-7] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2022] [Accepted: 01/10/2023] [Indexed: 01/26/2023] Open
Abstract
The material basis for soil formation is rock weathering debris. Understanding the particle size composition characteristics of rock weathering debris and its impacts is important for improving the soil structure of dry farmland in the central dry zone of Ningxia,China. In this study, the particle sizes of weathered debris collected from grey-green slate after indoor simulations of freeze-thaw and dry-wet cycles tests were examined. The results were as follows: (1) Under 16 treatments, the weathering debris of grey-green slate contained about 10% or less very fine sand and coarse silt, while clay, fine silt, and fine sand were the most abundant sizes (at least 60% of the total). (2) Under each treatment, the average particle size of the grey-green slate weathered debris was 5.52Ф (silt grade). The overall skewness was high, but the symmetry was poor. The particle size frequency distribution curve had many broad peaks or multiple peaks. (3) The fractal dimension was associated with very fine silt but had a strong negative correlation with fine sand and medium-coarse sand. The results indicate that fractal dimension can reflect the grain size characteristics of weathered debris. The mineral element content of the grey-green slate somewhat affected the fractal dimension, and it positively correlated with environmental electrical conductivity (EC) and element-leaching amount; it negatively correlated with particle size, temperature, and pH. According to the findings, the fractal dimension can accurately represent the particle size distribution of weathered debris. The generation of grey-green slate weathering debris should be considered in the formation and development of local soil.
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21
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Heinze T, Pastore N. Velocity-dependent heat transfer controls temperature in fracture networks. Nat Commun 2023; 14:362. [PMID: 36690668 DOI: 10.1038/s41467-023-36034-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2022] [Accepted: 01/11/2023] [Indexed: 01/24/2023] Open
Abstract
Heat transfer between a fluid and the surrounding rock in the subsurface is a crucial process not only, but most obviously, in geothermal systems. Heat transfer is described by Newton's law of cooling, relating the heat transferred to a coefficient, the specific surface area, and the temperature difference between rock and fluid. However, parameterizing the heat transfer coefficient in fracture networks poses a major challenge. Here we show that within a fracture network the heat transfer coefficient is strongly heterogeneous but that laboratory single fracture experiments can provide a reasonable estimate in dependence of flow rate. We investigate the distribution of the heat transfer coefficient experimentally as well as numerically and analyze the heat transfer at individual fractures. Our results improve the prediction of temperatures in engineered and natural geothermal systems and allow sustainable management and design of reservoirs considering the role of individual fractures.
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22
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Wu H, Greer SY, O’Malley D. Physics-embedded inverse analysis with algorithmic differentiation for the earth's subsurface. Sci Rep 2023; 13:718. [PMID: 36639396 PMCID: PMC9839692 DOI: 10.1038/s41598-022-26898-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2022] [Accepted: 12/21/2022] [Indexed: 01/15/2023] Open
Abstract
Inverse analysis has been utilized to understand unknown underground geological properties by matching the observational data with simulators. To overcome the underconstrained nature of inverse problems and achieve good performance, an approach is presented with embedded physics and a technique known as algorithmic differentiation. We use a physics-embedded generative model, which takes statistically simple parameters as input and outputs subsurface properties (e.g., permeability or P-wave velocity), that embeds physical knowledge of the subsurface properties into inverse analysis and improves its performance. We tested the application of this approach on four geologic problems: two heterogeneous hydraulic conductivity fields, a hydraulic fracture network, and a seismic inversion for P-wave velocity. This physics-embedded inverse analysis approach consistently characterizes these geological problems accurately. Furthermore, the excellent performance in matching the observational data demonstrates the reliability of the proposed method. Moreover, the application of algorithmic differentiation makes this an easy and fast approach to inverse analysis when dealing with complicated geological structures.
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Affiliation(s)
- Hao Wu
- grid.148313.c0000 0004 0428 3079Earth and Environmental Sciences Division, Los Alamos National Laboratory, Los Alamos, NM 87545 USA
| | - Sarah Y. Greer
- grid.148313.c0000 0004 0428 3079Earth and Environmental Sciences Division, Los Alamos National Laboratory, Los Alamos, NM 87545 USA ,grid.116068.80000 0001 2341 2786Massachusetts Institute of Technology, Cambridge, MA 02139 USA
| | - Daniel O’Malley
- grid.148313.c0000 0004 0428 3079Earth and Environmental Sciences Division, Los Alamos National Laboratory, Los Alamos, NM 87545 USA
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23
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Aiken JM, Sohn RA, Renard F, Matter J, Kelemen P, Jamtveit B. Gas Migration Episodes Observed During Peridotite Alteration in the Samail Ophiolite, Oman. Geophys Res Lett 2022; 49:e2022GL100395. [PMID: 36589777 PMCID: PMC9787822 DOI: 10.1029/2022gl100395] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/14/2022] [Revised: 10/04/2022] [Accepted: 10/11/2022] [Indexed: 06/17/2023]
Abstract
Serpentinization and carbonation of mantle rocks (peridotite alteration) are fundamentally important processes for a spectrum of geoscience topics, including arc volcanism, earthquake processes, chemosynthetic biological communities, and carbon sequestration. Data from a hydrophone array deployed in the Multi-Borehole Observatory (MBO) of the Oman Drilling Project demonstrates that free gas generated by peridotite alteration and/or microbial activity migrates through the formation in discrete bursts of activity. We detected several, minutes-long, swarms of gas discharge into Hole BA1B of the MBO over the course of a 9 month observation interval. The episodic nature of the migration events indicates that free gas accumulates in the permeable flow network, is pressurized, and discharges rapidly into the borehole when a critical pressure, likely associated with a capillary barrier at a flow constriction, is reached. Our observations reveal a dynamic mode of fluid migration during serpentinization, and highlight the important role that free gas can play in modulating pore pressure, fluid flow, and alteration kinetics during peridotite weathering.
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Affiliation(s)
- John M. Aiken
- Njord CentreDepartments of Physics and GeosciencesUniversity of OsloOsloNorway
| | - Robert A. Sohn
- Department of Geology and GeophysicsWoods Hole Oceanographic InstitutionWoods HoleMAUSA
| | - François Renard
- Njord CentreDepartments of Physics and GeosciencesUniversity of OsloOsloNorway
- CNRSIRDISTerreUniversity Grenoble AlpesGrenoble INPUniversity Savoie Mont BlancUniversity Gustave EiffelGrenobleFrance
| | - Juerg Matter
- School of Ocean and Earth ScienceUniversity of SouthamptonSouthamptonUK
| | - Peter Kelemen
- Lamont Doherty Earth ObservatoryColumbia UniversityPalisadesNYUSA
| | - Bjørn Jamtveit
- Njord CentreDepartments of Physics and GeosciencesUniversity of OsloOsloNorway
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24
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Yang Z, Lv H, Xu Z, Wang X. Source discrimination of mine water based on the random forest method. Sci Rep 2022; 12:19568. [PMID: 36379979 DOI: 10.1038/s41598-022-24037-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2022] [Accepted: 11/09/2022] [Indexed: 11/16/2022] Open
Abstract
Machine learning is one of the widely used techniques to pattern recognition. Use of the machine learning tools is becoming a more accessible approach for predictive model development in preventing engineering disaster. The objective of the research is to for estimation of water source using the machine learning tools. Random forest classification is a popular machine learning method for developing prediction models in many research settings. The type of mine water in the Pingdingshan coalfield is classified into surface water, Quaternary pore water, Carboniferous limestone karst water, Permian sandstone water, and Cambrian limestone karst water. Each type of water is encoded with the number 0-4. On the basis of hydrochemical data processing, a random forests model is designed and trained with the hydrochemical data. With respect to the predictive accuracy and robustness, fourfold cross-validation (CV) is adopted for the model training. The results show that the random forests model presented here provides significant guidance for the discrimination of mine water.
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25
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Du Y, He X, Wu C, Wu W. Long-term monitoring and analysis of the longitudinal differential settlement of an expressway bridge-subgrade transition section in a loess area. Sci Rep 2022; 12:19327. [PMID: 36369340 PMCID: PMC9652310 DOI: 10.1038/s41598-022-23829-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2022] [Accepted: 11/07/2022] [Indexed: 11/13/2022] Open
Abstract
To solve the problem of "bridgehead bumping" in the transition section between the road and bridge of an expressway in a collapsible loess area, a lime-soil compaction pile composite foundation is used for the first time in the transition section between the road and bridge of an expressway in China; the loess subgrade is improved by adding lime, and the subgrade is arranged in a multilayer geogrid for the joint treatment of various engineering measures. At the same time, a new type of precision differential pressure settlement meter is used to monitor the long-term settlement of a bridge-subgrade transition section with a small settlement magnitude after the joint treatment, and the distribution characteristics and variation laws of the settlement along the longitudinal direction of the line are obtained. The results show that the effect is better and the differential settlement is smaller when using a lime-soil compaction pile composite foundation; lime improves the loess subgrade backfill, and the multilayer geogrid addresses the bridge-subgrade transition in the collapsible loess area. The differential settlement and settlement rate of the subgrade and abutment increase with increased monitoring time, and the differential settlement increases gradually, while the growth rate decreases gradually and finally tends to be stable. The differential settlement of the transition section is predicted and analysed by using a hyperbolic curve, exponential curve and their combination in a prediction model, and the prediction analysis shows that the combined prediction model has the best prediction effect. These research results can provide guidance and reference for the design and construction of subgrade structures similar to the wet transition section between roads and bridges.
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Affiliation(s)
- Yang Du
- grid.162110.50000 0000 9291 3229School of Transportation and Logistics Engineering, Wuhan University of Technology, Wuhan, 430063 China ,grid.495869.f0000 0004 8343 6714Wuhan Municipal Engineering Design & Research Institute Co., Ltd, Wuhan, 430023 China
| | - Xiongjun He
- grid.162110.50000 0000 9291 3229School of Transportation and Logistics Engineering, Wuhan University of Technology, Wuhan, 430063 China
| | - Chao Wu
- grid.162110.50000 0000 9291 3229School of Transportation and Logistics Engineering, Wuhan University of Technology, Wuhan, 430063 China
| | - Weiwei Wu
- grid.162110.50000 0000 9291 3229School of Transportation and Logistics Engineering, Wuhan University of Technology, Wuhan, 430063 China
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26
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Tamburello G, Chiodini G, Ciotoli G, Procesi M, Rouwet D, Sandri L, Carbonara N, Masciantonio C. Global thermal spring distribution and relationship to endogenous and exogenous factors. Nat Commun 2022; 13:6378. [PMID: 36289217 PMCID: PMC9606316 DOI: 10.1038/s41467-022-34115-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2022] [Accepted: 10/10/2022] [Indexed: 12/25/2022] Open
Abstract
Here we present digitization and analysis of the thermal springs of the world dataset compiled by Gerald Ashley Waring in 1965 into a collection of analog maps. We obtain the geographic coordinates of ~6,000 geothermal spring areas, including complementary data (e.g., temperature, total dissolved solids, flow rate), making them available in electronic format. Using temperature and flow rate, we derive the heat discharged from 1483 thermal spring areas (between ~10-5 and ~103 MW, with a median value of ~0.5 MW and ~8300 MW in total). We integrate this data set with other global data sets to study the relationship between thermalism and endogenous and exogenous factors with a supervised machine learning algorithm. This analysis confirms a dominant role of the terrestrial heat flow, topography, volcanism and extensional tectonics. This data set offers new insights and will boost future studies in geothermal energy exploration.
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Affiliation(s)
- G. Tamburello
- grid.410348.a0000 0001 2300 5064Istituto Nazionale di Geofisica e Vulcanologia, sezione di Bologna, Bologna, Italy
| | - G. Chiodini
- grid.410348.a0000 0001 2300 5064Istituto Nazionale di Geofisica e Vulcanologia, sezione di Bologna, Bologna, Italy
| | - G. Ciotoli
- grid.5326.20000 0001 1940 4177Consiglio Nazionale delle Ricerche, Istituto di Geologia Ambientale e Geoingegneria, Rome, Italy ,grid.410348.a0000 0001 2300 5064Istituto Nazionale di Geofisica e Vulcanologia, Rome, Italy
| | - M. Procesi
- grid.410348.a0000 0001 2300 5064Istituto Nazionale di Geofisica e Vulcanologia, Rome, Italy
| | - D. Rouwet
- grid.410348.a0000 0001 2300 5064Istituto Nazionale di Geofisica e Vulcanologia, sezione di Bologna, Bologna, Italy
| | - L. Sandri
- grid.410348.a0000 0001 2300 5064Istituto Nazionale di Geofisica e Vulcanologia, sezione di Bologna, Bologna, Italy
| | - N. Carbonara
- grid.6292.f0000 0004 1757 1758Università degli Studi di Bologna, Bologna, Italy
| | - C. Masciantonio
- grid.6292.f0000 0004 1757 1758Università degli Studi di Bologna, Bologna, Italy
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27
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Mondani M, Gizzi M, Taddia G. Role of Snowpack-Hydrometeorological Sensors for Hydrogeological System Comprehension inside an Alpine Closed-Basin. Sensors (Basel) 2022; 22:7130. [PMID: 36236229 PMCID: PMC9572276 DOI: 10.3390/s22197130] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/03/2022] [Revised: 09/15/2022] [Accepted: 09/16/2022] [Indexed: 06/16/2023]
Abstract
Groundwater resource assessment and forecasting in mountain areas requires the monitoring of two conditions, local meteorological conditions, and springs' groundwater parameters. The reliability of the monitoring data and conditions are linked to the technical instrumentation, multiparametric probes, and sensors. This paper presents a set of attractive tools and sensors for springs' groundwater resource monitoring and assessment in mountain basins. Data from the combination of weather station sensors with spring flow-rate instruments, installed in the alpine Mascognaz basin, can guarantee an entire understanding of how one set of parameters can affect other results, defining consequential cause-and-effect relationships. Since a large part of the Alpine groundwater bodies are exploited for drinking purposes, understanding the evolution of their rechange processes requires making the right economic and instrumental investments aimed at using them according to forecast predictions and sustainable development goals.
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28
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Banks D, Steven J, Black A, Naismith J. Conceptual Modelling of Two Large-Scale Mine Water Geothermal Energy Schemes: Felling, Gateshead, UK. Int J Environ Res Public Health 2022; 19:ijerph19031643. [PMID: 35162667 PMCID: PMC8834720 DOI: 10.3390/ijerph19031643] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/26/2021] [Revised: 01/14/2022] [Accepted: 01/26/2022] [Indexed: 12/04/2022]
Abstract
A conceptual model is presented of two MW-scale low enthalpy mine water geothermal heat pump schemes that are being developed in Tyneside, UK. The Abbotsford Road scheme (54.955° N 1.556° W) is operating (as of May 2021) at 20-30 L/s, abstracting groundwater (and heat) from an unmined Coal Measures Upper Aquifer System (UAS) and reinjecting to the deeper High Main Aquifer System (HMAS), associated with the High Main (E) coal workings and the overlying High Main Post sandstone. A similar scheme, 700 m away at Nest Road (54.959° N 1.564° W), abstracts at 40 L/s from the HMAS, recovers heat from the mine water and reinjects the thermally spent water to deeper workings associated with the Hutton (L), Harvey-Beaumont (N) (and possibly other) coal seams, termed the Deep Mined Aquifer System (DMAS). The three aquifer systems are vertically discontinuous and possess different hydraulic (storage, transmissivity and continuity) properties that would have been near-impossible to predict in advance of drilling. At the sites, 10 boreholes were drilled to obtain five usable production/reinjection boreholes. Development of mine water geothermal energy schemes thus carries a significant project risk, and also a potential ongoing maintenance burden related to iron hydroxide scaling. These do not preclude mine water geothermal as a useful low carbon heating and cooling technology, but the involvement of skilled hydrogeologists, hydrochemists, mining and groundwater engineers is a pre-requisite.
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Affiliation(s)
- David Banks
- Holymoor Consultancy Ltd., 360 Ashgate Road, Chesterfield S40 4BW, Derbyshire, UK
- Correspondence:
| | - Jonathan Steven
- Groundwater & Geothermal Services Ltd., Low Cross Buildings, 4 Low Cross Street, Brampton CA8 1NP, Cumbria, UK;
| | - Adam Black
- Lanchester Wine Cellars Ltd., Greencroft Estate, Tower Road, Annfield Plain, Stanley DH9 7XP, County Durham, UK;
| | - John Naismith
- TownRock Energy Ltd., East Woodlands House, Dyce AB21 0HD, Aberdeen, UK;
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29
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Petrini C, Madonna C, Gerya T. Inversion in the permeability evolution of deforming Westerly granite near the brittle-ductile transition. Sci Rep 2021; 11:24027. [PMID: 34912020 PMCID: PMC8674356 DOI: 10.1038/s41598-021-03435-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2021] [Accepted: 11/30/2021] [Indexed: 11/11/2022] Open
Abstract
Fluid flow through crustal rocks is controlled by permeability. Underground fluid flow is crucial in many geotechnical endeavors, such as CO2 sequestration, geothermal energy, and oil and gas recovery. Pervasive fluid flow and pore fluid pressure control the strength of a rock and affect seismicity in tectonic and geotechnical settings. Despite its relevance, the evolution of permeability with changing temperature and during deformation remains elusive. In this study, the permeability of Westerly granite at an effective pressure of 100 MPa was measured under conditions near its brittle-ductile transition, between 650 °C and 850 °C, with a strain rate on the order of 2·10-6 s-1. To capture the evolution of permeability with increasing axial strain, the samples were continuously deformed in a Paterson gas-medium triaxial apparatus. The microstructures of the rock were studied after testing. The experiments reveal an inversion in the permeability evolution: an initial decrease in permeability due to compaction and then an increase in permeability shortly before and immediately after failure. The increase in permeability after failure, also present at high temperatures, is attributed to the creation of interconnected fluid pathways along the induced fractures. This systematic increase demonstrates the subordinate role that temperature dilatancy plays in permeability control compared to stress and its related deformation. These new experimental results thus demonstrate that permeability enhancement under brittle-ductile conditions unveils the potential for EGS exploitation in high-temperature rocks.
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Affiliation(s)
- Claudio Petrini
- Department of Earth Sciences, Institute of Geophysics, ETH Zurich, Zürich, Switzerland.
| | - Claudio Madonna
- Department of Earth Sciences, Geological Institute, ETH Zurich, Zürich, Switzerland.
| | - Taras Gerya
- Department of Earth Sciences, Institute of Geophysics, ETH Zurich, Zürich, Switzerland
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30
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Yu H, Harrington RM, Kao H, Liu Y, Wang B. Fluid-injection-induced earthquakes characterized by hybrid-frequency waveforms manifest the transition from aseismic to seismic slip. Nat Commun 2021; 12:6862. [PMID: 34824197 DOI: 10.1038/s41467-021-26961-x] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2020] [Accepted: 10/25/2021] [Indexed: 11/08/2022] Open
Abstract
Aseismic slip loading has recently been proposed as a complementary mechanism to induce moderate-sized earthquakes located within a few kilometers of the wellbore over the timescales of hydraulic stimulation. However, aseismic slip signals linked to injection-induced earthquakes remain largely undocumented to date. Here we report a new type of earthquake characterized by hybrid-frequency waveforms (EHWs). Distinguishing features from typical induced earthquakes include broader P and S-pulses and relatively lower-frequency coda content. Both features may be causally related to lower corner frequencies, implying longer source durations, thus, either slower rupture speeds, lower stress drop values, or a combination of both. The source characteristics of EHWs are identical to those of low-frequency earthquakes widely documented in plate boundary fault transition zones. The distribution of EHWs further suggests a possible role of aseismic slip in fault loading. EHWs could thus represent the manifestation of slow rupture transitioning from aseismic to seismic slip.
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31
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Suzuki A, Miyazawa M, Minto JM, Tsuji T, Obayashi I, Hiraoka Y, Ito T. Flow estimation solely from image data through persistent homology analysis. Sci Rep 2021; 11:17948. [PMID: 34504173 PMCID: PMC8429714 DOI: 10.1038/s41598-021-97222-6] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2021] [Accepted: 08/18/2021] [Indexed: 02/07/2023] Open
Abstract
Topological data analysis is an emerging concept of data analysis for characterizing shapes. A state-of-the-art tool in topological data analysis is persistent homology, which is expected to summarize quantified topological and geometric features. Although persistent homology is useful for revealing the topological and geometric information, it is difficult to interpret the parameters of persistent homology themselves and difficult to directly relate the parameters to physical properties. In this study, we focus on connectivity and apertures of flow channels detected from persistent homology analysis. We propose a method to estimate permeability in fracture networks from parameters of persistent homology. Synthetic 3D fracture network patterns and their direct flow simulations are used for the validation. The results suggest that the persistent homology can estimate fluid flow in fracture network based on the image data. This method can easily derive the flow phenomena based on the information of the structure.
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Affiliation(s)
- Anna Suzuki
- Institute of Fluid Science, Tohoku University, Sendai, 980-8577, Japan.
| | - Miyuki Miyazawa
- Institute of Fluid Science, Tohoku University, Sendai, 980-8577, Japan
| | - James M Minto
- Department of Civil and Environmental Engineering, University of Strathclyde, Glasgow, UK
| | - Takeshi Tsuji
- Department of Earth Resources Engineering, Kyushu University, Fukuoka, 819-0385, Japan
- International Institute for Carbon Neutral Energy Research (WPI-I2CNER), Kyushu University, Fukuoka, 819-0385, Japan
| | - Ippei Obayashi
- Cyber-Physical Engineering Information Research Core (Cypher), Okayama University, 3-1-1 Tsushima-naka, Kita-ku, Okayama, 700-8530, Japan
| | - Yasuaki Hiraoka
- Kyoto University Institute for Advanced Study, ASHBi, Kyoto University, Kyoto, 606-8501, Japan
| | - Takatoshi Ito
- Institute of Fluid Science, Tohoku University, Sendai, 980-8577, Japan
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32
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Jahanbakhsh A, Shahrokhi O, Maroto-Valer MM. Understanding the role of wettability distribution on pore-filling and displacement patterns in a homogeneous structure via quasi 3D pore-scale modelling. Sci Rep 2021; 11:17847. [PMID: 34497276 PMCID: PMC8426499 DOI: 10.1038/s41598-021-97169-8] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2021] [Accepted: 08/20/2021] [Indexed: 02/07/2023] Open
Abstract
Most numerical simulation studies have focused on the effect of homogenous wettability on fluid flow dynamics; however, most rocks display spatially heterogeneous wettability. Therefore, we have used direct numerical simulations (DNS) to investigate wettability heterogeneity at pore-scale. We have built a quasi-3D pore-scale model and simulated two-phase flow in a homogenous porous media with homogenous and heterogeneous wettability distributions. Five different heterogeneous wettability patterns were used in this study. We observed that heterogenous wettability significantly affects the evolution of fluid interface, trapped saturation, and displacement patterns. Wettability heterogeneity results in fingering and specific trapping patterns which do not follow the flow behaviour characteristic of a porous medium with homogenous wettability. This flow behaviour indicates a different flow regime that cannot be estimated using homogenous wettability distributions represented by an average contact angle. Moreover, our simulation results show that certain spatial configurations of wettability heterogeneity at the microscale, e.g. being perpendicular to the flow direction, may assist the stability of the displacement and delay the breakthrough time. In contrast, other configurations such as being parallel to the flow direction promote flow instability for the same pore-scale geometry.
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Affiliation(s)
- Amir Jahanbakhsh
- grid.9531.e0000000106567444Research Centre for Carbon Solutions (RCCS), School of Engineering and Physical Sciences, Heriot-Watt University, Edinburgh, UK
| | - Omid Shahrokhi
- grid.9531.e0000000106567444Research Centre for Carbon Solutions (RCCS), School of Engineering and Physical Sciences, Heriot-Watt University, Edinburgh, UK
| | - M. Mercedes Maroto-Valer
- grid.9531.e0000000106567444Research Centre for Carbon Solutions (RCCS), School of Engineering and Physical Sciences, Heriot-Watt University, Edinburgh, UK
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33
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Li B, Huang L, Lv X, Ren Y. Variation features of unfrozen water content of water-saturated coal under low freezing temperature. Sci Rep 2021; 11:15398. [PMID: 34321547 PMCID: PMC8319340 DOI: 10.1038/s41598-021-94943-6] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2021] [Accepted: 07/15/2021] [Indexed: 02/07/2023] Open
Abstract
To determine the unfrozen water content variation characteristics of coal from the low temperature freezing based on the good linear relationship between the amplitude of the nuclear magnetic resonance (NMR) signal and movable water, pulsed NMR technology was used to test water-saturated coal samples and analyze the relationship between the unfrozen water content, the temperature and pore pressure during freeze-thaw from a microscopic perspective. Experimental results show that the swelling stress of the ice destroys the original pore structure during the freezing process, causing the melting point of the pore ice to change, so the unfrozen water content during the melting process presents a hysteresis phenomenon. When phase equilibrium has been established in the freezing process, the unfrozen water is mainly the film water on the pore surface and pore water in pores with pore radius below 10 nm. At this time, the freezing point of the water in the system decreases exponentially as the temperature increases. The micropores of the coal samples from the Jiulishan Coalmine are well-developed, and the macropores and fractures are relatively small, with most pores having a pore radius between 0.1 and 10 nm. The pore water freezing point gradually decreases with the pore radius. When the pore radius decreases to 10 nm, the freezing point of pore water starts to decrease sharply with the decreasing pore radius. When the pore radius reaches 1.54 nm, the pore water freezing point changes as fast as 600 ℃/nm.
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Affiliation(s)
- Bo Li
- grid.412097.90000 0000 8645 6375School of Safety Science and Engineering, Henan Polytechnic University, Jiaozuo, 454003 China ,grid.412097.90000 0000 8645 6375Collaborative Innovation Center of Coal Work Safety and Clean High Efficiency Utilization, Henan Polytechnic University, Jiaozuo, 454003 China ,grid.412097.90000 0000 8645 6375State Key Laboratory Cultivation Base for Gas Geology and Gas Control, Henan Polytechnic University, Jiaozuo, 454003 Henan China
| | - Laisheng Huang
- grid.412097.90000 0000 8645 6375School of Safety Science and Engineering, Henan Polytechnic University, Jiaozuo, 454003 China
| | - Xiaoquan Lv
- grid.412097.90000 0000 8645 6375School of Safety Science and Engineering, Henan Polytechnic University, Jiaozuo, 454003 China
| | - Yongjie Ren
- grid.412097.90000 0000 8645 6375School of Safety Science and Engineering, Henan Polytechnic University, Jiaozuo, 454003 China
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34
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Powis A. The Relational Materiality of Groundwater. GeoHumanities 2021; 7:89-112. [PMID: 34423120 PMCID: PMC8372292 DOI: 10.1080/2373566x.2021.1925574] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/02/2019] [Revised: 03/11/2021] [Accepted: 03/12/2021] [Indexed: 06/13/2023]
Abstract
This paper is part of a larger research project which draws out ways of knowing and thinking with groundwater from Chennai, south India. The (under)ground or (sub)terranean environment is a thick and complex, three-dimensional space of "nothing but change," but whose utility is essential to sustaining urban life above it. This paper looks at multiple, specific, and contradictory ways in which the materiality of groundwater is understood and intervened in. Using the case of the ongoing Chennai Metro Rail construction project, and its disciplinary cultures of representation, I bring attention to the ground and its waters as a composite system in both balance and unrest, and an active, vital component of the city. Through unpacking established concepts of strata, porosity, and pressure, I will cast groundwater not as an objective fact, always pictured by, and relative to, a human subject, but as an actual being which humans (and others beyond) perceive, relate to, and come into contact with. I close by drawing from this account a possible further set of concepts which groundwater generates-dynamic states which are common to human and material life-suggesting that a relational theory of groundwater materiality, based on leaking as opposed to bordering, might better respond to the ways in which groundwater troubles knowledge.
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35
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Affiliation(s)
- Gregoire Mariethoz
- Institute of Earth Surface Dynamics, University of Lausanne, Lausanne, Switzerland
| | - J Jaime Gómez-Hernández
- Institute for Water and Environmental Engineering, Universitat Politècnica de València, Valencia, Spain
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36
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Juda P, Renard P. An Attempt to Boost Posterior Population Expansion Using Fast Machine Learning Algorithms. Front Artif Intell 2021; 4:624629. [PMID: 33817629 PMCID: PMC8012842 DOI: 10.3389/frai.2021.624629] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2020] [Accepted: 02/22/2021] [Indexed: 11/13/2022] Open
Abstract
In hydrogeology, inverse techniques have become indispensable to characterize subsurface parameters and their uncertainty. When modeling heterogeneous, geologically realistic discrete model spaces, such as categorical fields, Monte Carlo methods are needed to properly sample the solution space. Inversion algorithms use a forward operator, such as a numerical groundwater solver. The forward operator often represents the bottleneck for the high computational cost of the Monte Carlo sampling schemes. Even if efficient sampling methods (for example Posterior Population Expansion, PoPEx) have been developed, they need significant computing resources. It is therefore desirable to speed up such methods. As only a few models generated by the sampler have a significant likelihood, we propose to predict the significance of generated models by means of machine learning. Only models labeled as significant are passed to the forward solver, otherwise, they are rejected. This work compares the performance of AdaBoost, Random Forest, and convolutional neural network as classifiers integrated with the PoPEx framework. During initial iterations of the algorithm, the forward solver is always executed and subsurface models along with the likelihoods are stored. Then, the machine learning schemes are trained on the available data. We demonstrate the technique using a simulation of a tracer test in a fluvial aquifer. The geology is modeled by the multiple-point statistical approach, the field contains four geological facies, with associated permeability, porosity, and specific storage values. MODFLOW is used for groundwater flow and transport simulation. The solution of the inverse problem is used to estimate the 10 days protection zone around the pumping well. The estimated speed-ups with Random Forest and AdaBoost were higher than with the convolutional neural network. To validate the approach, computing times of inversion without and with machine learning schemes were computed and the error against the reference solution was calculated. For the same mean error, accelerated PoPEx achieved a speed-up rate of up to 2 with respect to the standard PoPEx.
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Affiliation(s)
- Przemysław Juda
- Stochastic Hydrogeology and Geostatistics Group, Centre for Hydrogeology and Geothermics, University of Neuchâtel, Neuchâtel, Switzerland
| | - Philippe Renard
- Stochastic Hydrogeology and Geostatistics Group, Centre for Hydrogeology and Geothermics, University of Neuchâtel, Neuchâtel, Switzerland.,Department of Geosciences, University of Oslo, Oslo, Norway
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Kim SE, Seo Y, Hwang J, Yoon H, Lee J. Connectivity-informed drainage network generation using deep convolution generative adversarial networks. Sci Rep 2021; 11:1519. [PMID: 33452322 PMCID: PMC7810735 DOI: 10.1038/s41598-020-80300-6] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2020] [Accepted: 12/17/2020] [Indexed: 11/08/2022] Open
Abstract
Stochastic network modeling is often limited by high computational costs to generate a large number of networks enough for meaningful statistical evaluation. In this study, Deep Convolutional Generative Adversarial Networks (DCGANs) were applied to quickly reproduce drainage networks from the already generated network samples without repetitive long modeling of the stochastic network model, Gibb's model. In particular, we developed a novel connectivity-informed method that converts the drainage network images to the directional information of flow on each node of the drainage network, and then transforms it into multiple binary layers where the connectivity constraints between nodes in the drainage network are stored. DCGANs trained with three different types of training samples were compared; (1) original drainage network images, (2) their corresponding directional information only, and (3) the connectivity-informed directional information. A comparison of generated images demonstrated that the novel connectivity-informed method outperformed the other two methods by training DCGANs more effectively and better reproducing accurate drainage networks due to its compact representation of the network complexity and connectivity. This work highlights that DCGANs can be applicable for high contrast images common in earth and material sciences where the network, fractures, and other high contrast features are important.
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Affiliation(s)
- Sung Eun Kim
- Department of Safety and Environmental Research, The Seoul Institute, Seoul, 06756, South Korea
- Department of Civil and Environmental Engineering, University of Hawai'i at Mānoa, Honolulu, HI, 96822, USA
- Water Resources Research Center, University of Hawai'i at Mānoa, Honolulu, HI, 96822, USA
| | - Yongwon Seo
- Department of Civil Engineering, Yeungnam University, Gyeongsan, 38541, South Korea
| | - Junshik Hwang
- Department of Civil Engineering, Yeungnam University, Gyeongsan, 38541, South Korea
| | - Hongkyu Yoon
- Geomechanics Department, Sandia National Laboratories, Albuquerque, NM, 87123, USA
| | - Jonghyun Lee
- Department of Civil and Environmental Engineering, University of Hawai'i at Mānoa, Honolulu, HI, 96822, USA.
- Water Resources Research Center, University of Hawai'i at Mānoa, Honolulu, HI, 96822, USA.
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Pérez-Quezadas J, Cortés-Silva A, Morales-Casique E, Escolero-Fuentes OA, Medina-Ortega P. Identifying groundwater end members by spatio-temporal isotopic and hydrogeochemical records. Isotopes Environ Health Stud 2020; 56:431-445. [PMID: 32930001 DOI: 10.1080/10256016.2020.1817915] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/04/2020] [Accepted: 08/22/2020] [Indexed: 06/11/2023]
Abstract
Intensive groundwater use has altered the local hydrological cycle within the Bajío Guanajuatense, Mexico. To improve the knowledge of this hydrogeological system and support water management in the area, groundwater end members were identified using multivariate statistical analysis. Pumped groundwater is composed of two well-mixed end members: (a) recent recharge, affected by a reuse cycle through irrigation where nitrate and chloride evolve and reach levels of 368 mg/L and greater than 100 mg/L, respectively, and (b) deep old groundwater. Mixing estimations show that most wells extract at least 70% of deep groundwater, and some of them extract more than 94%, posing a development and groundwater sustainability conundrum in the area.
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Affiliation(s)
- Juan Pérez-Quezadas
- Instituto de Geología, Universidad Nacional Autónoma de México, Ciudad de México, México
| | - Alejandra Cortés-Silva
- Instituto de Geofísica, Universidad Nacional Autónoma de México, Ciudad de México, México
| | - Eric Morales-Casique
- Instituto de Geología, Universidad Nacional Autónoma de México, Ciudad de México, México
| | | | - Priscila Medina-Ortega
- Posgrado en Ciencias de la Tierra, Universidad Nacional Autónoma de México, Ciudad de México, México
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Stallone A, Cicone A, Materassi M. New insights and best practices for the successful use of Empirical Mode Decomposition, Iterative Filtering and derived algorithms. Sci Rep 2020; 10:15161. [PMID: 32939024 PMCID: PMC7495475 DOI: 10.1038/s41598-020-72193-2] [Citation(s) in RCA: 44] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2020] [Accepted: 08/27/2020] [Indexed: 12/03/2022] Open
Abstract
Algorithms based on Empirical Mode Decomposition (EMD) and Iterative Filtering (IF) are largely implemented for representing a signal as superposition of simpler well-behaved components called Intrinsic Mode Functions (IMFs). Although they are more suitable than traditional methods for the analysis of nonlinear and nonstationary signals, they could be easily misused if their known limitations, together with the assumptions they rely on, are not carefully considered. In this work, we examine the main pitfalls and provide caveats for the proper use of the EMD- and IF-based algorithms. Specifically, we address the problems related to boundary errors, to the presence of spikes or jumps in the signal and to the decomposition of highly-stochastic signals. The consequences of an improper usage of these techniques are discussed and clarified also by analysing real data and performing numerical simulations. Finally, we provide the reader with the best practices to maximize the quality and meaningfulness of the decomposition produced by these techniques. In particular, a technique for the extension of signal to reduce the boundary effects is proposed; a careful handling of spikes and jumps in the signal is suggested; the concept of multi-scale statistical analysis is presented to treat highly stochastic signals.
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Affiliation(s)
- Angela Stallone
- Istituto Nazionale di Geofisica e Vulcanologia (INGV), Via di Vigna Murata 605, 00143, Roma, Italy
| | - Antonio Cicone
- Istituto di Astrofisica e Planetologia Spaziali dell'Istituto Nazionale di Astrofisica (IAPS-INAF), Via Fosso del Cavaliere 100, 00133, Roma, Italy.
| | - Massimo Materassi
- Istituto dei Sistemi Complessi del Consiglio Nazionale delle Ricerche (ISC-CNR), Via Madonna del Piano 10, 50019, Sesto Fiorentino (Firenze), Italy
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Thornton JM, Mariethoz G, Brunner P. A 3D geological model of a structurally complex Alpine region as a basis for interdisciplinary research. Sci Data 2018; 5:180238. [PMID: 30375991 PMCID: PMC6207069 DOI: 10.1038/sdata.2018.238] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2018] [Accepted: 09/10/2018] [Indexed: 11/10/2022] Open
Abstract
Certain applications, such as understanding the influence of bedrock geology on hydrology in complex mountainous settings, demand 3D geological models that are detailed, high-resolution, accurate, and spatially-extensive. However, developing models with these characteristics remains challenging. Here, we present a dataset corresponding to a renowned tectonic entity in the Swiss Alps - the Nappe de Morcles - that does achieve these criteria. Locations of lithological interfaces and formation orientations were first extracted from existing sources. Then, using state-of-the-art algorithms, the interfaces were interpolated. Finally, an iterative process of evaluation and re-interpolation was undertaken. The geology was satisfactorily reproduced; modelled interfaces correspond well with the input data, and the estimated volumes seem plausible. Overall, 18 formations, including their associated secondary folds and selected faults, are represented at 10 m resolution. Numerous environmental investigations in the study area could benefit from the dataset; indeed, it is already informing integrated hydrological (snow/surface-water/groundwater) simulations. Our work demonstrates the potential that now exists to develop complex, high-quality geological models in support of contemporary Alpine research, augmenting traditional geological information in the process.
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Affiliation(s)
- James M. Thornton
- Centre for Hydrogeology and Geothermics, University of Neuchâtel, Rue Emile-Argand 11, 2000 Neuchâtel, Switzerland
| | - Gregoire Mariethoz
- Institute of Earth Surface Dynamics, University of Lausanne, 1015 Lausanne, Switzerland
| | - Philip Brunner
- Centre for Hydrogeology and Geothermics, University of Neuchâtel, Rue Emile-Argand 11, 2000 Neuchâtel, Switzerland
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Bui DT, Panahi M, Shahabi H, Singh VP, Shirzadi A, Chapi K, Khosravi K, Chen W, Panahi S, Li S, Ahmad BB. Novel Hybrid Evolutionary Algorithms for Spatial Prediction of Floods. Sci Rep 2018; 8:15364. [PMID: 30337603 PMCID: PMC6193992 DOI: 10.1038/s41598-018-33755-7] [Citation(s) in RCA: 99] [Impact Index Per Article: 16.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2018] [Accepted: 10/06/2018] [Indexed: 11/09/2022] Open
Abstract
Adaptive neuro-fuzzy inference system (ANFIS) includes two novel GIS-based ensemble artificial intelligence approaches called imperialistic competitive algorithm (ICA) and firefly algorithm (FA). This combination could result in ANFIS-ICA and ANFIS-FA models, which were applied to flood spatial modelling and its mapping in the Haraz watershed in Northern Province of Mazandaran, Iran. Ten influential factors including slope angle, elevation, stream power index (SPI), curvature, topographic wetness index (TWI), lithology, rainfall, land use, stream density, and the distance to river were selected for flood modelling. The validity of the models was assessed using statistical error-indices (RMSE and MSE), statistical tests (Friedman and Wilcoxon signed-rank tests), and the area under the curve (AUC) of success. The prediction accuracy of the models was compared to some new state-of-the-art sophisticated machine learning techniques that had previously been successfully tested in the study area. The results confirmed the goodness of fit and appropriate prediction accuracy of the two ensemble models. However, the ANFIS-ICA model (AUC = 0.947) had a better performance in comparison to the Bagging-LMT (AUC = 0.940), BLR (AUC = 0.936), LMT (AUC = 0.934), ANFIS-FA (AUC = 0.917), LR (AUC = 0.885) and RF (AUC = 0.806) models. Therefore, the ANFIS-ICA model can be introduced as a promising method for the sustainable management of flood-prone areas.
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Affiliation(s)
- Dieu Tien Bui
- Geographic Information Science Research Group, Ton Duc Thang University, Ho Chi Minh City, Vietnam
- Faculty of Environment and Labour Safety, Ton Duc Thang University, Ho Chi Minh City, Vietnam
| | - Mahdi Panahi
- Geohazard Department Manager, Samaneh Kansar Zamin (SKZ) Company, Tehran, Iran
| | - Himan Shahabi
- Department of Geomorphology, Faculty of Natural Resources, University of Kurdistan, Sanandaj, Iran.
| | - Vijay P Singh
- Department of Biological and Agricultural Engineering & Zachry Department of Civil Engineering, Texas A & M University, College Station, TX, 77843-2117, USA
| | - Ataollah Shirzadi
- Department of Rangeland and Watershed Management, Faculty of Natural Resources, University of Kurdistan, Sanandaj, Iran
| | - Kamran Chapi
- Department of Rangeland and Watershed Management, Faculty of Natural Resources, University of Kurdistan, Sanandaj, Iran
| | - Khabat Khosravi
- Department of Watershed Management, Faculty of Natural Resources, Sari Agricultural Science and Natural Resources University, Sari, Iran
| | - Wei Chen
- College of Geology & Environment, Xi'an University of Science and Technology, Xi'an, 710054, Shaanxi, China
| | - Somayeh Panahi
- Young Researchers and Elites Club, North Tehran Branch, Islamic Azad University, Tehran, Iran
| | - Shaojun Li
- State Key Laboratory of Geomechanics and Geotechnical Engineering, Institute of Rock and Soil Mechanics, Chinese Academy of Sciences, Wuhan, Hubei, 430071, China
| | - Baharin Bin Ahmad
- Department of Geoinformation, Faculty of Geoinformation and Real Estate, Universiti Teknologi Malaysia (UTM), Johor Bahru, Malaysia
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Bayer P, Comunian A, Höyng D, Mariethoz G. High resolution multi-facies realizations of sedimentary reservoir and aquifer analogs. Sci Data 2015; 2:150033. [PMID: 26175910 PMCID: PMC4493827 DOI: 10.1038/sdata.2015.33] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2015] [Accepted: 06/15/2015] [Indexed: 11/10/2022] Open
Abstract
Geological structures are by nature inaccessible to direct observation. This can cause difficulties in applications where a spatially explicit representation of such structures is required, in particular when modelling fluid migration in geological formations. An increasing trend in recent years has been to use analogs to palliate this lack of knowledge, i.e., exploiting the spatial information from sites where the geology is accessible (outcrops, quarry sites) and transferring the observed properties to a study site deemed geologically similar. While this approach is appealing, it is difficult to put in place because of the lack of access to well-documented analog data. In this paper we present comprehensive analog data sets which characterize sedimentary structures from important groundwater hosting formations in Germany and Brazil. Multiple 2-D outcrop faces are described in terms of hydraulic, thermal and chemical properties and interpolated in 3-D using stochastic techniques. These unique data sets can be used by the wider community to implement analog approaches for characterizing reservoir and aquifer formations.
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Affiliation(s)
- Peter Bayer
- Department of Earth Sciences, ETH Zurich, Zurich 8092, Switzerland
| | - Alessandro Comunian
- Dipartimento di Scienze della Terra ‘A.Desio’, Università degli Studi di Milano, Milan 20129, Italy
| | - Dominik Höyng
- Center for Applied Geosciences, University of Tübingen, Tügingen 72074, Germany
| | - Gregoire Mariethoz
- Institute of Earth Surface Dynamics, University of Lausanne, Lausanne 1015, Switzerland
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Berglund S, Bosson E, Selroos JO, Sassner M. Identification and characterization of potential discharge areas for radionuclide transport by groundwater from a nuclear waste repository in Sweden. Ambio 2013; 42:435-46. [PMID: 23619801 PMCID: PMC3636371 DOI: 10.1007/s13280-013-0395-5] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/20/2023]
Abstract
This paper describes solute transport modeling carried out as a part of an assessment of the long-term radiological safety of a planned deep rock repository for spent nuclear fuel in Forsmark, Sweden. Specifically, it presents transport modeling performed to locate and describe discharge areas for groundwater potentially carrying radionuclides from the repository to the surface where man and the environment could be affected by the contamination. The modeling results show that topography to large extent determines the discharge locations. Present and future lake and wetland objects are central for the radionuclide transport and dose calculations in the safety assessment. Results of detailed transport modeling focusing on the regolith and the upper part of the rock indicate that the identification of discharge areas and objects considered in the safety assessment is robust in the sense that it does not change when a more detailed model representation is used.
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Affiliation(s)
- Sten Berglund
- HydroResearch AB, Stora Marknadsvägen 15S (12th Floor), 183 34 Täby, Sweden
| | - Emma Bosson
- Swedish Nuclear Fuel and Waste Management Co (SKB), Box 250, 101 24 Stockholm, Sweden
| | - Jan-Olof Selroos
- Swedish Nuclear Fuel and Waste Management Co (SKB), Box 250, 101 24 Stockholm, Sweden
| | - Mona Sassner
- DHI Sverige AB, Svartmangatan 18, 111 29 Stockholm, Sweden
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