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Collins SB, Singh R, Mead SR, Horne DJ. Modelling and mapping of subsurface nitrate-attenuation index in agricultural landscapes. JOURNAL OF ENVIRONMENTAL MANAGEMENT 2025; 384:125628. [PMID: 40327926 DOI: 10.1016/j.jenvman.2025.125628] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/01/2024] [Revised: 03/13/2025] [Accepted: 04/29/2025] [Indexed: 05/08/2025]
Abstract
Environmental management of nutrient losses from agricultural lands is required to reduce their potential impacts on the quality of groundwater and eutrophication of surface waters in agricultural landscapes. However, accurate accounting and management of nitrogen losses relies on a robust modelling of nitrogen leaching and its potential attenuation - specifically, the reduction of nitrate to gaseous forms of nitrogen - in subsurface flow pathways. Subsurface denitrification is a key process in potential nitrate attenuation, but the spatial and temporal dynamics of where and when it occurs remain poorly understood, especially at catchment-scale. In this paper, a novel Landscape Subsurface Nitrate-Attenuation Index (LSNAI) is developed to map spatially variable subsurface nitrate attenuation potential of diverse landscape units across the Manawatū-Whanganui region of New Zealand. A large data set of groundwater quality across New Zealand was collated and analysed to assess spatial and temporal variability of groundwater redox status (based on dissolved oxygen, nitrate and dissolved manganese) across different hydrogeological settings. The Extreme Gradient Boosting algorithm was used to predict landscape unit subsurface redox status by integrating the nationwide groundwater redox status data set with various landscape characteristics. Applying the hierarchical clustering analysis and unsupervised classification techniques, the LSNAI was then developed to identify and map five landscape subsurface nitrate attenuation classes, varying from very low to very high potential, based on the predicted groundwater redox status probabilities and identified soil drainage and rock type as key influencing landscape characteristics. Accuracy of the LSNAI mapping was further investigated and validated using a set of independent observations of groundwater quality and redox assessments in shallow groundwaters in the study area. This highlights the potential for further research in up-scaling mapping and modelling of landscape subsurface nitrate attenuation index to accurately account for spatial variability in subsurface nitrate attenuation potential in modelling and assessment of water quality management measures at catchment-scale in agricultural landscapes.
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Affiliation(s)
- Stephen B Collins
- School of Agriculture and Environment, Massey University, Private Bag 11 222, Palmerston North, 4442, New Zealand.
| | - Ranvir Singh
- School of Agriculture and Environment, Massey University, Private Bag 11 222, Palmerston North, 4442, New Zealand
| | - Stuart R Mead
- School of Agriculture and Environment, Massey University, Private Bag 11 222, Palmerston North, 4442, New Zealand
| | - David J Horne
- School of Agriculture and Environment, Massey University, Private Bag 11 222, Palmerston North, 4442, New Zealand
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Collins SB, Singh R, Mead SR, Horne DJ, Roygard JKF. Assessment of spatial variability and temporal stability of groundwater redox conditions in New Zealand. ENVIRONMENTAL MONITORING AND ASSESSMENT 2024; 197:58. [PMID: 39680250 DOI: 10.1007/s10661-024-13427-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/12/2024] [Accepted: 11/12/2024] [Indexed: 12/17/2024]
Abstract
Mitigating the impacts of agricultural nutrients (nitrogen and phosphorus) on water quality requires a clear understanding of their transport pathways and transformation processes from land to receiving waters. For nitrate, which is subject to subsurface denitrification, it is therefore important to assess the spatial variability and temporal stability of groundwater redox conditions, as nitrate reduction typically occurs in reducing conditions. This paper presents a robust assessment of a large groundwater quality data set collected across New Zealand landscapes, develops methods to impute missing groundwater redox-sensitive variables and characterises the spatial variability and temporal stability of groundwater redox conditions against relevant landscape hydrogeochemical characteristics. Random forest and extreme gradient boosting (XGBoost) outperformed linear regression in predicting missing Mn2+ values, achieving higher accuracy (R2 > 0.8) and lower error (RMSE < 0.2 mg/L). Analysis of groundwater redox conditions highlights considerable spatial variability, particularly influenced by subsurface geology (rock types) and soil characteristics such as soil carbon and drainage across various hydrogeological settings. Our findings also reveal a higher prevalence of oxidised redox status in shallower groundwater and greater temporal stability in oxidised conditions across New Zealand landscapes. These insights have significant implications for targeted management strategies to reduce nitrate losses from farming activities, particularly in oxidised, shallow groundwater across different hydrogeological land units.
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Affiliation(s)
- Stephen B Collins
- School of Agriculture and Environment, Massey University, Private Bag 11 222, Palmerston North, 4442, New Zealand.
| | - Ranvir Singh
- School of Agriculture and Environment, Massey University, Private Bag 11 222, Palmerston North, 4442, New Zealand
| | - Stuart R Mead
- School of Agriculture and Environment, Massey University, Private Bag 11 222, Palmerston North, 4442, New Zealand
| | - David J Horne
- School of Agriculture and Environment, Massey University, Private Bag 11 222, Palmerston North, 4442, New Zealand
| | - Jon K F Roygard
- Horizons Regional Council, Private Bag 11 025, Palmerston North, 4442, New Zealand
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Xiang S, He X, Yang Q, Wang Y. Migration and natural attenuation of leachate pollutants in bedrock fissure aquifer at a valley landfill site. ENVIRONMENTAL POLLUTION (BARKING, ESSEX : 1987) 2024; 362:124963. [PMID: 39278555 DOI: 10.1016/j.envpol.2024.124963] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/19/2024] [Revised: 08/20/2024] [Accepted: 09/12/2024] [Indexed: 09/18/2024]
Abstract
Groundwater pollution from valley type landfills is concerning, and natural attenuation by contaminants is increasingly relied upon. However, the reliability of natural attenuation in such complex sites has been called into question due to incomplete understanding of their attenuation mechanisms. Therefore, we conducted field investigations, monitoring analyses, mathematical statistics, and machine learning techniques to elucidate the natural attenuation mechanisms of pollutants within bedrock fissures at a prototypical valley type landfill located in the east Yanshan Mountains, China. Our results indicate that 50% of the monitored indicators showed extreme pollution in bedrock fissure aquifers, due to seepage from the valley type landfill site. Ammonia nitrogen, arsenic, cadmium, lead, iron, manganese, and mercury were among the contaminants that could pose serious risks to human health. Pollutant concentrations in bedrock fissure aquifers were lower during the rainy season compared to the dry season as the aquifer was rapidly recharged by strong rainfall runoff. The initial concentration of bedrock fissure water generally increased during the flow through the landfill. However, significant natural attenuation of total dissolved solids, oxygen consumption, ammonia, cadmium, and lead occurred after passing through the landfill (p < 0.05), with attenuation coefficients of 0.0041 m-1, 2.56 × E-5m-2, 4.18 × E-5m-2、0.0015 m-0.99, and 6.83 × E-33 m-12.49, respectively. The driving mechanisms for natural attenuation include physical migration, leaching, microbiological degradation, and adsorption, primarily occurring within 600-650 m downstream of the landfill boundary. This study makes fundamental contribution to the understanding of the migration and natural attenuation process of leachate pollutants in bedrock fissure aquifer, which will provide a scientific basis for implementation of natural attenuation strategies in complex site remediation. Future research should examine more precise evidence of natural attenuation feasibility in complex sites in conjunction with monitoring networks.
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Affiliation(s)
- Song Xiang
- Beijing Key Laboratory of Water Resources and Environmental Engineering, MOE Key Laboratory of Groundwater Circulation and Environmental Evolution, School of Water Resources and Environment, China University of Geosciences (Beijing), Beijing, 100083, PR China; State Key Laboratory of Environmental Criteria and Risk Assessment, Chinese Research Academy of Environmental Sciences, Beijing, 100012, PR China; State Environmental Protection Key Laboratory of Simulation and Control of Groundwater Pollution, Chinese Research Academy of Environmental, Beijing, 100012, PR China
| | - Xiaosong He
- State Key Laboratory of Environmental Criteria and Risk Assessment, Chinese Research Academy of Environmental Sciences, Beijing, 100012, PR China; State Environmental Protection Key Laboratory of Simulation and Control of Groundwater Pollution, Chinese Research Academy of Environmental, Beijing, 100012, PR China
| | - Qi Yang
- Beijing Key Laboratory of Water Resources and Environmental Engineering, MOE Key Laboratory of Groundwater Circulation and Environmental Evolution, School of Water Resources and Environment, China University of Geosciences (Beijing), Beijing, 100083, PR China.
| | - Yuxin Wang
- State Key Laboratory of Environmental Criteria and Risk Assessment, Chinese Research Academy of Environmental Sciences, Beijing, 100012, PR China; State Environmental Protection Key Laboratory of Simulation and Control of Groundwater Pollution, Chinese Research Academy of Environmental, Beijing, 100012, PR China
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Hydrogeophysical Characterization of Fractured Aquifers for Groundwater Exploration in the Federal District of Brazil. APPLIED SCIENCES-BASEL 2022. [DOI: 10.3390/app12052509] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
The present study applies a geophysical approach to the Federal district of Brazil, a challenging hydrogeologic setting that requires improved investigation to enhance groundwater prospecting to meet the rising water demand. The geophysical characterization of a complex hard-rock aquifer sub-system was conducted using direct current (DC) electrical resistivity tomography (ERT) integrated with surface geological information. With a total of twenty-seven ERT profiles, the resistivity acquisition was carried out using a dipole-dipole array of electrodes with an inter-electrode spacing of 10 m. Based on resistivity ranges, the interpretation of the inverted resistivity values indicated a ground profile consisting of upper dry soil, saprolite, weathered, and fresh bedrock. Along with this layered subsurface stratigraphy, the approach allowed us to map the presence of significant hydrogeological features sharp contrasting anomalies that may suggest structural controls separating high-resistivity (≥7000 Ω m) and low-resistivity (<7000 Ω m) conducting zones in the uppermost 10 m of the ground. The assumed impacts of these features on groundwater development are discussed in light of the Brasilia aquifer settings.
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Kazakis N, Matiatos I, Ntona MM, Bannenberg M, Kalaitzidou K, Kaprara E, Mitrakas M, Ioannidou A, Vargemezis G, Voudouris K. Origin, implications and management strategies for nitrate pollution in surface and ground waters of Anthemountas basin based on a δ 15N-NO 3- and δ 18O-NO 3- isotope approach. THE SCIENCE OF THE TOTAL ENVIRONMENT 2020; 724:138211. [PMID: 32272406 DOI: 10.1016/j.scitotenv.2020.138211] [Citation(s) in RCA: 43] [Impact Index Per Article: 8.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/17/2020] [Revised: 03/23/2020] [Accepted: 03/24/2020] [Indexed: 06/11/2023]
Abstract
Nitrate pollution of surface and groundwater resources is a major worldwide environmental problem. In this study nitrogen isotopes of water, soil, fertilizer and manure were analyzed to determine the pollution sources of nitrate in the groundwater and surface waters of Anthemountas basin. The SIAR model and multivariate statistical analysis were used to determine and quantify the contribution of different NO3̄ sources in groundwater and surface water. Additionally, a detailed literature overview was carried out to identify the origin of nitrate pollution in surface and ground waters based on ΝΟ3- isotopes. The Piper diagram identified the dominant water types as Mg-Ca-HCO3 and Ca-Mg-HCO3. Nitrate concentrations reached 162.0 mg/L in groundwater and 39.0 mg/L in surface waters. The main source of nitrate in groundwater was mainly nitrified ammonium-based synthetic urea and less nitrate-based synthetic fertilizers. The correlation of SIAR results with other trace elements revealed a negative correlation between hexavalent chromium and a) nitrate-based synthetic fertilizers, and b) nitrification of urea synthetic fertilizers. However, a positive correlation was observed between hexavalent chromium and anthropogenic organic matter. The literature overview provided the basis to design a novel management protocol for nitrate pollution that includes three steps: a) fundamental research, b) management tools, c) monitoring and preservation actions. However, an integrated management protocol for nitrate pollution requires a deeper understanding of the hydro-system and the full participation of local farmers and stakeholders.
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Affiliation(s)
- Nerantzis Kazakis
- Aristotle University of Thessaloniki, School of Geology, Laboratory of Engineering Geology & Hydrogeology, 54124 Thessaloniki, Greece.
| | - Ioannis Matiatos
- International Atomic Energy Agency, Isotope Hydrology Section, Vienna International Centre, 1400 Vienna, Austria
| | - Maria-Margarita Ntona
- Aristotle University of Thessaloniki, School of Geology, Laboratory of Engineering Geology & Hydrogeology, 54124 Thessaloniki, Greece
| | - Matthias Bannenberg
- Aristotle University of Thessaloniki, School of Geology, Laboratory of Engineering Geology & Hydrogeology, 54124 Thessaloniki, Greece
| | - Kyriaki Kalaitzidou
- Aristotle University of Thessaloniki, Department of Chemical Engineering, 54124 Thessaloniki, Greece
| | - Efthimia Kaprara
- Aristotle University of Thessaloniki, Department of Chemical Engineering, 54124 Thessaloniki, Greece
| | - Manassis Mitrakas
- Aristotle University of Thessaloniki, Department of Chemical Engineering, 54124 Thessaloniki, Greece
| | - Alexandra Ioannidou
- Aristotle University of Thessaloniki, Department of Physics, Nuclear Physics Laboratory, 54124 Thessaloniki, Greece
| | - George Vargemezis
- Aristotle University of Thessaloniki, School of Geology, Laboratory of Applied Geophysics, 54124 Thessaloniki, Greece
| | - Konstantinos Voudouris
- Aristotle University of Thessaloniki, School of Geology, Laboratory of Engineering Geology & Hydrogeology, 54124 Thessaloniki, Greece
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Assessment of water quality and nitrate source in the Massa catchment (Morocco) using δ 15N and δ 18O tracers. Appl Radiat Isot 2019; 154:108859. [PMID: 31539708 DOI: 10.1016/j.apradiso.2019.108859] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2019] [Revised: 08/10/2019] [Accepted: 08/13/2019] [Indexed: 11/24/2022]
Abstract
The Massa basin in Morocco suffers from water scarcity and water quality degradation largely due to salinity and nitrate contamination. In this study, a multi-tracer approach, was used that integrated water chemistry, stable isotopes of water (δ18O, δ2H) and stable isotopes of nitrate (δ15N, δ18O), to investigate mineralization and nitrate contamination in the Massa catchment. The main objective was to identify, for the first time in the area, water pollution sources, with an emphasis on nitrate-originated contamination using the δ15N isotope. Water samples were collected from rivers, dams, wells, boreholes and springs, from different parts of the area (irrigated farms, along Massa River, Anti-Atlas Mountains and coastal areas). The results show a large variability of water mineralization in space indicating rock-water interaction, sea-water intrusion and anthropogenic influence. The lowest mineralization value is measured in spring water located in the Anti-Atlas Mountains while the highest one is measured in Massa River. The results also show a large variability of NO3 with high contents in many sites. Some domestic wells showed the highest NO3 concentrations. The field investigation reveals a practise where domestic wastewater is being poured directly into traditional septic tanks. 15N results indicate mixing origins of nitrate related to sea-water intrusion, NH4 fertilizers and manure septic which constitute the main issue. Our results will be an essential recommendation for decision-makers for the implementation of wastewater treatment systems before they are discharged into the environment. Improving individual septic systems is also a necessary condition.
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