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Li J, Wang L, Wu B, Wang J, Yu Y, Kuzyakov Y, Ding S, Xu X. Convergence and divergence of microbial communities in river- Qinghai lake sediment continuum on Tibetan Plateau. WATER RESEARCH 2025; 282:123757. [PMID: 40347897 DOI: 10.1016/j.watres.2025.123757] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/19/2025] [Revised: 04/28/2025] [Accepted: 04/30/2025] [Indexed: 05/14/2025]
Abstract
Microbiota within interconnected river-lake systems define cycles of carbon and nutrients, yet the mechanisms underlying the assembly of microbial communities during their transition from tributaries to lake remains to be deciphered. This study examined the communities of protists, fungi and bacteria in sediments of Qinghai Lake - a saline lake on the Tibetan Plateau, China - and its connected upstream freshwater tributaries, using high-throughput amplicon sequencing targeting the 18S, ITS2 and 16S rDNA regions. Our findings reveal divergent assembly mechanisms across microbial groups: communities of microeukaryotes (protists and fungi) in tributaries were predominantly shaped by stochastic processes (∼85% contribution), shifting to environmental selection dominance in the lake (∼55%). In contrast, bacterial community assembly in tributaries was primarily deterministic (∼60% environmental selection), shifting to stochastic dominance (∼70%) in the lake. Despite the differences, all groups exhibited congruent biogeographic patterns in terms of diversity and network complexity. The tributary-to-lake transition enhanced the complexity of microbial co-occurrence network but resulted in significant species loss, with α-diversity reduced by 56%-62%. β-diversity increased from tributaries to the estuary but decreased within the lake. Microbial α- and β-diversity correlated positively with sediment C: N ratio but negatively with total sediment C content. Notably, only 1% to 13% of microbial taxa in lake sediments originated from tributaries, suggesting alternative pathways that warrant further geological investigation. This study provides new insights into the convergent biogeographical patterns of diversity and network complexity, coupled with divergent assembly mechanisms, among protist, fungal, and bacterial communities along the river-Qinghai Lake sediment continuum.
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Affiliation(s)
- Jie Li
- China General Microbiological Culture Collection Center (CGMCC), Institute of Microbiology, Chinese Academy of Sciences, Beijing 100101, China; Institute of Ecological Conservation and Restoration, Chinese Academy of Forestry, Beijing, 100091, China
| | - Lingqing Wang
- Key Laboratory of Ecosystem Network Observation and Modeling, Key Laboratory of Land Surface Pattern and Simulation, Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing, 100101, China
| | - Bo Wu
- Institute of Ecological Conservation and Restoration, Chinese Academy of Forestry, Beijing, 100091, China
| | - Jianjun Wang
- Key Laboratory of Lake and Watershed Science for Water Security, Nanjing Institute of Geography and Limnology, Chinese Academy of Sciences, Nanjing, 210008, China
| | - Yajing Yu
- China General Microbiological Culture Collection Center (CGMCC), Institute of Microbiology, Chinese Academy of Sciences, Beijing 100101, China
| | - Yakov Kuzyakov
- Department of Soil Science of Temperate Ecosystems, Department of Agricultural Soil Science, University of Goettingen, G¨ottingen, 37077, Germany
| | - Shiming Ding
- School of Energy and Environment, Southeast University, Nanjing 210096, China.
| | - Xingliang Xu
- Key Laboratory of Ecosystem Network Observation and Modeling, Key Laboratory of Land Surface Pattern and Simulation, Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing, 100101, China.
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2
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Qiu Y, Chen J, Chen D, Thiery W, Mercado-Bettín D, Xiong L, Xia J, Woolway RI. Enhanced heating effect of lakes under global warming. Nat Commun 2025; 16:3954. [PMID: 40289165 PMCID: PMC12034808 DOI: 10.1038/s41467-025-59291-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2024] [Accepted: 04/14/2025] [Indexed: 04/30/2025] Open
Abstract
Lakes play a crucial role in shaping both local and regional climates through heat exchange with the atmosphere. Amid global climate change, these interactions have undergone significant shifts. However, our understanding of the global heat release from lakes to the atmosphere, and its future trajectory, remains limited. In this study, we investigate changes in global lake heat release patterns and identify an amplified increase in heat release, particularly in mid to high latitudes (>45°N). This amplification is linked with a feedback mechanism, where the reduction in lake ice cover not only reduces the insulating effect between the warmer lake water and the colder atmosphere but also leads to increased heat absorption by lakes. As a result, lakes in mid-high latitudes experience a greater relative increase in heat release, primarily through upward thermal radiation, compared to lakes at lower latitudes with comparable surface water temperature increases. Additionally, seasonal variations in latent heat flux intensify the heat release during warmer seasons compared to colder ones. Future projections suggest substantially greater heat release compared to historical trends.
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Affiliation(s)
- Yuanlin Qiu
- Wuhan University, State Key Laboratory of Water Resources Engineering and Management, Wuhan, China
- Wuhan University, Hubei Key Laboratory of Water System Science for Sponge City Construction, Wuhan, China
| | - Jie Chen
- Wuhan University, State Key Laboratory of Water Resources Engineering and Management, Wuhan, China.
- Wuhan University, Hubei Key Laboratory of Water System Science for Sponge City Construction, Wuhan, China.
| | - Deliang Chen
- Tsinghua University, Department of Earth System Science, Beijing, China
| | - Wim Thiery
- Vrije Universiteit Brussel, Department of Water and Climate, Brussels, Belgium
| | - Daniel Mercado-Bettín
- Spanish National Research Council, Centre for Advanced Studies of Blanes, Blanes, Spain
| | - Lihua Xiong
- Wuhan University, State Key Laboratory of Water Resources Engineering and Management, Wuhan, China
- Wuhan University, Hubei Key Laboratory of Water System Science for Sponge City Construction, Wuhan, China
| | - Jun Xia
- Wuhan University, State Key Laboratory of Water Resources Engineering and Management, Wuhan, China
- Wuhan University, Hubei Key Laboratory of Water System Science for Sponge City Construction, Wuhan, China
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3
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Li G, Zhang S, Shi X, Zhao S, Zhan L, Pan X, Zhang F, Yu H, Sun Y, Arvola L, Huotari J. Significant spatiotemporal pattern of nitrous oxide emission and its influencing factors from a shallow eutropic lake in Inner Mongolia, China. J Environ Sci (China) 2025; 149:488-499. [PMID: 39181661 DOI: 10.1016/j.jes.2024.01.019] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2023] [Revised: 01/10/2024] [Accepted: 01/12/2024] [Indexed: 08/27/2024]
Abstract
Eutrophic shallow lakes are generally considered as a contributor to the emission of nitrous oxide (N2O), while regional and global estimates have remained imprecise. This due to a lack of data and insufficient understanding of the multiple contributing factors. This study characterized the spatiotemporal variability in N2O concentrations and N2O diffusive fluxes and the contributing factors in Lake Wuliangsuhai, a typical shallow eutrophic and seasonally frozen lake in Inner Mongolia with cold and arid climate. Dissolved N2O concentrations of the lake exhibited a range of 4.5 to 101.2 nmol/L, displaying significant spatiotemporal variations. The lowest and highest concentrations were measured in summer and winter, respectively. The spatial distribution of N2O flux was consistent with that of N2O concentrations. Additionally, the hotspots of N2O emissions were detected within close to the main inflow of lake. The wide spatial and temporal variation in N2O emissions indicate the complexity and its relative importance of factors influencing emissions. N2O emissions in different lake zones and seasons were regulated by diverse factors. Factors influencing the spatial and temporal distribution of N2O concentrations and fluxes were identified as WT, WD, DO, Chl-a, SD and COD. Interestingly, the same factor demonstrated opposing effects on N2O emission in various seasons or zones. This research improves our understanding of N2O emissions in shallow eutrophic lakes in cold and arid areas.
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Affiliation(s)
- Guohua Li
- Water Conservancy and Civil Engineering College, Inner Mongolia Agricultural University, Hohhot 010018, China
| | - Sheng Zhang
- Water Conservancy and Civil Engineering College, Inner Mongolia Agricultural University, Hohhot 010018, China; Inner Mongolia Water Resource Protection and Utilization Key Laboratory, Hohhot 010018, China.
| | - Xiaohong Shi
- Water Conservancy and Civil Engineering College, Inner Mongolia Agricultural University, Hohhot 010018, China; Inner Mongolia Water Resource Protection and Utilization Key Laboratory, Hohhot 010018, China; State Gauge and Research Station of Wetland Ecosystem, Wuliangsuhai Lake, Bayan Nur 014404, China.
| | - Shengnan Zhao
- Water Conservancy and Civil Engineering College, Inner Mongolia Agricultural University, Hohhot 010018, China; Inner Mongolia Water Resource Protection and Utilization Key Laboratory, Hohhot 010018, China
| | - Liyang Zhan
- Key Laboratory of Global Change and Marine-Atmospheric Chemistry, Third Institute of Oceanography, Ministry of Natural Resources, Xiamen 361005, China
| | - Xueru Pan
- Water Conservancy and Civil Engineering College, Inner Mongolia Agricultural University, Hohhot 010018, China
| | - Fan Zhang
- Water Conservancy and Civil Engineering College, Inner Mongolia Agricultural University, Hohhot 010018, China
| | - Haifeng Yu
- Water Conservancy and Civil Engineering College, Inner Mongolia Agricultural University, Hohhot 010018, China
| | - Yue Sun
- Water Conservancy and Civil Engineering College, Inner Mongolia Agricultural University, Hohhot 010018, China
| | - Lauri Arvola
- Faculty of Biological and Environmental Sciences, Ecosystems and Environment Research Programme, Lammi Biological Station, University of Helsinki, Lammi FI-16900, Finland
| | - Jussi Huotari
- Faculty of Biological and Environmental Sciences, Ecosystems and Environment Research Programme, Lammi Biological Station, University of Helsinki, Lammi FI-16900, Finland; Masinotek Oy, Ensimmäinen Savu 2, Vantaa FI-01510, Finland
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4
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Lincoln P, Tjallingii R, Kosonen E, Ojala A, Abrook AM, Martin-Puertas C. Disruption of boreal lake circulation in response to mid-Holocene warmth; evidence from the varved sediments of Lake Nautajärvi, southern Finland. THE SCIENCE OF THE TOTAL ENVIRONMENT 2025; 964:178519. [PMID: 39855124 DOI: 10.1016/j.scitotenv.2025.178519] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/29/2024] [Revised: 12/17/2024] [Accepted: 01/12/2025] [Indexed: 01/27/2025]
Abstract
Future climate projections are expected to have a substantial impact on boreal lake circulation regimes. Understanding lake sensitivity to warmer climates is therefore critical for mitigating potential ecological and societal impacts. The Holocene Thermal Maximum (HTM; ca 7-5 ka BP) provides a valuable analogue to investigate lake responses to warmer climates devoid of major anthropogenic influences. Here, we analyse the micro-X-ray core scanning profiles (μ-XRF) of the annually laminated (varved) sediments from Lake Nautajärvi (NAU-23) in southern Finland to elucidate changes in lake circulation and sedimentation patterns. Principal component analysis (PCA) identifies two key components in the geochemical data associated with the nature of the sediments, i.e. detrital vs organic sedimentation (PC1), and hypolimnetic oxidation (PC2). Our findings reveal that during the HTM, the lake became more sensitive to changes in oxygenation and mixing intensity. These changes were triggered by a warmer climate, which increased organic matter and redox sensitive metal solute concentrations in the water column, strengthening lake stratification and weakening dimictic circulation patterns. Superimposed on HTM weakened circulation are distinct phases of increased oxidation and iron-rich varve formation that do not happen when the background conditions are cooler (i.e. the early and late Holocene). This is driven by temporary strengthening of the mixing regime in response to climatic variability and storminess cycles across southern Scandinavia. These findings demonstrate that whilst warmer conditions weaken boreal lake circulation regimes, they can also make them increasingly vulnerable to short term oscillations in prevalent climatic conditions and weather patterns, which could have significant impacts on lake water quality and aquatic ecosystems. These findings underscore the non-stationary nature of lake sensitivity to short-term climatic variability and emphasize the potential for similar shifts to occur under future warming scenarios.
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Affiliation(s)
- Paul Lincoln
- Department of Geography, Royal Holloway University of London, Surrey, UK.
| | - Rik Tjallingii
- GFZ-German Research Centre for Geosciences. Telegrafenberg, Potsdam D-14473, Germany
| | - Emilia Kosonen
- Department of Geography and Geology, University of Turku, Turku, Finland
| | - Antti Ojala
- Department of Geography and Geology, University of Turku, Turku, Finland; Geological Survey of Finland, Espoo, Finland
| | - Ashley M Abrook
- School of Geography and Environmental Science, School of Ocean and Earth Science, University of Southampton, UK
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5
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Xu L, Feiner ZS, Frater P, Hansen GJA, Ladwig R, Paukert CP, Verhoeven M, Wszola L, Jensen OP. Asymmetric impacts of climate change on thermal habitat suitability for inland lake fishes. Nat Commun 2024; 15:10273. [PMID: 39604352 PMCID: PMC11603061 DOI: 10.1038/s41467-024-54533-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2024] [Accepted: 11/14/2024] [Indexed: 11/29/2024] Open
Abstract
Climate change is altering the thermal habitats of freshwater fish species. We analyze modeled daily temperature profiles from 12,688 lakes in the US to track changes in thermal habitat of 60 lake fish species from different thermal guilds during 1980-2021. We quantify changes in each species' preferred days, defined as the number of days per year when a lake contains the species' preferred temperature. We find that cooler-water species are losing preferred days more rapidly than warmer-water species are gaining them. This asymmetric impact cannot be attributed to differences in geographic distribution among species; instead, it is linked to the seasonal dynamics of lake temperatures and increased thermal homogenization of the water column. The potential advantages of an increase in warmer-water species may not fully compensate for the losses in cooler-water species as warming continues, emphasizing the importance of mitigating climate change to support effective freshwater fisheries management.
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Affiliation(s)
- Luoliang Xu
- Center for Limnology, University of Wisconsin-Madison, Madison, WI, USA.
| | - Zachary S Feiner
- Center for Limnology, University of Wisconsin-Madison, Madison, WI, USA
- Office of Applied Science, Wisconsin Department of Natural Resources, Madison, WI, USA
| | - Paul Frater
- Center for Limnology, University of Wisconsin-Madison, Madison, WI, USA
- Bureau of Fisheries Management, Wisconsin Department of Natural Resources, Madison, Wisconsin, USA
| | - Gretchen J A Hansen
- Department of Fish, Wildlife, and Conservation Biology, University of Minnesota, St. Paul, MN, USA
| | - Robert Ladwig
- Center for Limnology, University of Wisconsin-Madison, Madison, WI, USA
- Department of Ecoscience, Aarhus University, Aarhus, Denmark
| | - Craig P Paukert
- U.S. Geological Survey, Missouri Cooperative Fish and Wildlife Research Unit, School of Natural Resources, University of Missouri, Columbia, MO, USA
| | - Michael Verhoeven
- Department of Fish, Wildlife, and Conservation Biology, University of Minnesota, St. Paul, MN, USA
| | - Lyndsie Wszola
- U.S. Geological Survey, Missouri Cooperative Fish and Wildlife Research Unit, School of Natural Resources, University of Missouri, Columbia, MO, USA
| | - Olaf P Jensen
- Center for Limnology, University of Wisconsin-Madison, Madison, WI, USA
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6
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Wang Y, Ma B, Xu YJ, Shen S, Huang X, Wang Y, Ye S, Tian X, Zhang Y, Wang T, Li S. Eutrophication and Dissolved Organic Matter Exacerbate the Diel Discrepancy of CO 2 Emissions in China's Largest Urban Lake. ENVIRONMENTAL SCIENCE & TECHNOLOGY 2024; 58:20968-20978. [PMID: 39432691 DOI: 10.1021/acs.est.4c06244] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/23/2024]
Abstract
The large variability in the emissions of carbon dioxide (CO2) from urban lakes remains a challenge for partitioning these sources at meaningful spatial and temporal scales. Dissolved organic matter (DOM) governs the spatial and temporal variations in CO2, yet relationships of the CO2 concentration (cCO2) and emission flux (FCO2) with DOM in urban lakes have rarely been reported. In this study, we monitored levels of cCO2, FCO2, and the composition of DOM over a 24 h period at three sites during the dry and wet seasons in China's largest urban lake, Tangxun Lake. Our study found the ratio of day/night FCO2 (millimoles per square meter per day) decreased from the dry season (0.79; 7.68/9.68) to the wet season (0.25; 6.05/24.16), averaging 0.42 (6.77/15.97), implying that accounting for nighttime CO2 emissions can increase regional estimates by 70%. This study revealed that eutrophication affected diurnal CO2 emissions with greater algal growth enhancing daytime CO2 uptake and subsequently increasing nighttime CO2 emissions via DOM degradation (larger protein-like DOM fraction). We anticipate that the relative magnitude of FCO2 between day and night from lakes is likely to increase due to urbanization and climate change, underscoring the importance of treating urban lakes as a distinct group and integrating DOM dynamics into carbon cycling in future research.
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Affiliation(s)
- Yang Wang
- School of Environmental Ecology and Biological Engineering, Hubei Key Laboratory of Novel Reactor and Green Chemical Technology, Wuhan Institute of Technology, Wuhan 430205, China
| | - Bingjie Ma
- School of Environmental Ecology and Biological Engineering, Hubei Key Laboratory of Novel Reactor and Green Chemical Technology, Wuhan Institute of Technology, Wuhan 430205, China
| | - Y Jun Xu
- School of Renewable Natural Resources, Louisiana State University Agricultural Center, Baton Rouge, Louisiana 70803, United States
- Coastal Studies Institute, Louisiana State University, Baton Rouge, Louisiana 70803, United States
| | - Shuai Shen
- School of Environmental Ecology and Biological Engineering, Hubei Key Laboratory of Novel Reactor and Green Chemical Technology, Wuhan Institute of Technology, Wuhan 430205, China
| | - Xi Huang
- School of Environmental Ecology and Biological Engineering, Hubei Key Laboratory of Novel Reactor and Green Chemical Technology, Wuhan Institute of Technology, Wuhan 430205, China
| | - Yan Wang
- School of Environmental Ecology and Biological Engineering, Hubei Key Laboratory of Novel Reactor and Green Chemical Technology, Wuhan Institute of Technology, Wuhan 430205, China
| | - Songlin Ye
- School of Environmental Ecology and Biological Engineering, Hubei Key Laboratory of Novel Reactor and Green Chemical Technology, Wuhan Institute of Technology, Wuhan 430205, China
| | - Xiaokang Tian
- School of Environmental Ecology and Biological Engineering, Hubei Key Laboratory of Novel Reactor and Green Chemical Technology, Wuhan Institute of Technology, Wuhan 430205, China
| | - Yifei Zhang
- School of Environmental Ecology and Biological Engineering, Hubei Key Laboratory of Novel Reactor and Green Chemical Technology, Wuhan Institute of Technology, Wuhan 430205, China
| | - Tong Wang
- College of Landscape Architecture and Forestry, Qingdao Agricultural University, Qingdao 266109, China
| | - Siyue Li
- School of Environmental Ecology and Biological Engineering, Hubei Key Laboratory of Novel Reactor and Green Chemical Technology, Wuhan Institute of Technology, Wuhan 430205, China
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7
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Pražnikar J. The relationship between climate classes and particulate matters over Europe. Sci Rep 2024; 14:28821. [PMID: 39572703 PMCID: PMC11582561 DOI: 10.1038/s41598-024-80365-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2024] [Accepted: 11/18/2024] [Indexed: 11/24/2024] Open
Abstract
Present and future Köppen-Geiger climate maps and time series of particulate matter (PM10) at continental scale were used to investigate the relationship between spatial patterns of PM10 and climate zones. Five main patterns (spatial clusters) of PM10 were found over the European continent, which show a good spatial overlap with the main Köppen-Geiger climate zones. The map of future climate, which shows a poleward movement of the warmer climate zones, an expansion of the (semi-)arid zones and a shrinking of the polar and tundra zones, indicates a higher PM10 concentration, especially in the northern part of Europe. The results also show that there is a temporal shift (later/earlier) of PM10 extremes in the period 2013-2022. This insight into the relationship between climate zones and clustered PM10 time series and the use of high-quality future climate maps based on different scenarios can be used to estimate possible changes, such as annual averages or seasonal cycles, in PM10 concentrations.
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Affiliation(s)
- Jure Pražnikar
- Faculty of Mathematics, Natural Sciences and Information Technologies, University of Primorska, Glagoljaška 8, Koper, SI-6000, Slovenia.
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8
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Jungkeit-Milla K, Pérez-Cabello F, de Vera-García AV, Galofré M, Valero-Garcés B. Lake Surface Water Temperature in high altitude lakes in the Pyrenees: Combining satellite with monitoring data to assess recent trends. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 933:173181. [PMID: 38740217 DOI: 10.1016/j.scitotenv.2024.173181] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/15/2023] [Revised: 05/09/2024] [Accepted: 05/10/2024] [Indexed: 05/16/2024]
Abstract
Lake Surface Water Temperature (LSWT) influences critical bio-geological processes in lake ecosystems, and there is growing evidence of rising LSWT over recent decades worldwide and future shifts in thermal patterns are expected to be a major consequence of global warming. At a regional scale, assessing recent trends and anticipating impacts requires data from a number of lakes, but long term in situ monitoring programs are scarce, particularly in mountain areas. In this work, we propose the combined use of satellite-derived temperature with in situ data for a five-year period (2017-2022) from 5 small (<0.5km2) high altitude (1880-2680 masl) Pyrenean lakes. The comparison of in situ and satellite-derived data in a common period (2017-2022) during the summer season showed a notably high (r = 0.94, p < 0.01) correlation coefficient, indicative of a robust relationship between the two data sources. The root mean square errors ranged from 1.8 °C to 3.9 °C, while the mean absolute errors ranged from 1.6 °C to 3.6 °C. We applied the obtained in situ-satellite eq. (2017-2022) to Landsat 5, 7 and 8/9 data since 1985 to reconstruct the summer surface temperature of the five studied lakes with in situ data and to four additional lakes with no in situ monitoring data. Reconstructed LSWT for the 1985-2022 showed an upward trend in all lakes. Moreover, paleolimnological reconstructions based on sediment cores studies demonstrate large changes in the last decades in organic carbon accumulation, sediment fluxes and bioproductivity in the Pyrenean lakes. Our research represents the first comprehensive investigation conducted on high mountain lakes in the Pyrenees that compares field monitoring data with satellite-derived temperature records. The results demonstrate the reliability of satellite-derived LSWT for surface temperatures in small lakes, and provide a tool to improve the LSWT in lakes with no monitoring surveys.
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Affiliation(s)
| | - Fernando Pérez-Cabello
- Department of Geography and Land Management, University of Zaragoza, 50009 Zaragoza, Spain
| | | | - Marcel Galofré
- Pyrenean Institute of Ecology, IPE-CSIC, 50059 Zaragoza, Spain
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Zhu S, Di Nunno F, Sun J, Sojka M, Ptak M, Granata F. An optimized NARX-based model for predicting thermal dynamics and heatwaves in rivers. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 926:171954. [PMID: 38537824 DOI: 10.1016/j.scitotenv.2024.171954] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/27/2024] [Revised: 03/20/2024] [Accepted: 03/23/2024] [Indexed: 04/05/2024]
Abstract
The thermal dynamics within river ecosystems represent critical areas of study due to their profound impact on overall aquatic health. With the rising prevalence of heatwaves in rivers, a consequence of climate change, it is imperative to deepen our understanding through comprehensive research efforts. Despite this urgency, there remains a noticeable dearth in studies aimed at refining modeling techniques to precisely characterize the duration and intensity of these events. In response to this gap, the present study endeavors to augment the NARX-based model (Nonlinear Autoregressive network with Exogenous Inputs) to enhance predictive capabilities regarding thermal dynamics and river heatwaves. The optimized NARX-based model included the Bayesian Optimization (BO) algorithm, which allows fine-tuning the number of NARX hidden nodes and lagged input/target values, and the Bayesian Regularization (BR) backpropagation algorithm to improve the NARX calibration process. A long-term dataset spanning from 1991 to 2021, encompassing 18 rivers across the expansive Vistula River Basin, one of Europe's largest river systems, was employed for this study. The performance of the BO-NARX-BR model was compared with that of the widely utilized air2stream model for modeling river water temperature (RWT). The results unequivocally demonstrated the superior performance of the NARX-based model across the calibration and validation periods, and four heatwave years. In the context of river heatwaves, the study revealed an escalating frequency and intensity within the Vistula River Basin. Furthermore, the NARX-based model exhibited superior proficiency in characterizing river heatwaves compared to the air2stream model. This study, as the inaugural examination of river heatwaves in Poland and one of the few globally, furnishes crucial reference points for subsequent research endeavors on this phenomenon.
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Affiliation(s)
- Senlin Zhu
- College of Hydraulic Science and Engineering, Yangzhou University, Yangzhou, China.
| | - Fabio Di Nunno
- Department of Civil and Mechanical Engineering (DICEM), University of Cassino and Southern Lazio, Via Di Biasio, 43, 03043 Cassino, Frosinone, Italy.
| | - Jiang Sun
- College of Hydraulic Science and Engineering, Yangzhou University, Yangzhou, China.
| | - Mariusz Sojka
- Department of Land Improvement, Environmental Development and Spatial Management, Poznań University of Life Sciences, Piątkowska 94E, 60-649 Poznań, Poland.
| | - Mariusz Ptak
- Department of Hydrology and Water Management, Adam Mickiewicz University, B. Krygowskiego 10, 61-680 Poznań, Poland
| | - Francesco Granata
- Department of Civil and Mechanical Engineering (DICEM), University of Cassino and Southern Lazio, Via Di Biasio, 43, 03043 Cassino, Frosinone, Italy.
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10
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Francis D, Fonseca R. Recent and projected changes in climate patterns in the Middle East and North Africa (MENA) region. Sci Rep 2024; 14:10279. [PMID: 38704514 PMCID: PMC11069548 DOI: 10.1038/s41598-024-60976-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2024] [Accepted: 04/29/2024] [Indexed: 05/06/2024] Open
Abstract
Observational and reanalysis datasets reveal a northward shift of the convective regions over northern Africa in summer and an eastward shift in winter in the last four decades, with the changes in the location and intensity of the thermal lows and subtropical highs also modulating the dust loading and cloud cover over the Middle East and North Africa region. A multi-model ensemble from ten models of the Coupled Model Intercomparison Project-sixth phase gives skillful simulations when compared to in-situ measurements and generally captures the trends in the ERA-5 data over the historical period. For the most extreme climate change scenario and towards the end of the twenty-first century, the subtropical highs are projected to migrate poleward by 1.5°, consistent with the projected expansion of the Hadley Cells, with a weakening of the tropical easterly jet in the summer by up to a third and a strengthening of the subtropical jet in winter typically by 10% except over the eastern Mediterranean where the storm track is projected to shift polewards. The length of the seasons is projected to remain about the same, suggesting the warming is likely to be felt uniformly throughout the year.
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Affiliation(s)
- Diana Francis
- Environmental and Geophysical Sciences (ENGEOS) Lab, Earth Sciences Department, Khalifa University of Science and Technology, P. O. Box 127788, Abu Dhabi, United Arab Emirates.
| | - Ricardo Fonseca
- Environmental and Geophysical Sciences (ENGEOS) Lab, Earth Sciences Department, Khalifa University of Science and Technology, P. O. Box 127788, Abu Dhabi, United Arab Emirates
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11
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Yang X, Zhou Y, Yu Z, Li J, Yang H, Huang C, Jeppesen E, Zhou Q. Influence of hydrological features on CO 2 and CH 4 concentrations in the surface water of lakes, Southwest China: A seasonal and mixing regime analysis. WATER RESEARCH 2024; 251:121131. [PMID: 38246081 DOI: 10.1016/j.watres.2024.121131] [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: 11/11/2023] [Revised: 01/03/2024] [Accepted: 01/10/2024] [Indexed: 01/23/2024]
Abstract
Due to the large spatiotemporal variability in the processes controlling carbon emissions from lakes, estimates of global lake carbon emission remain uncertain. Identifying the most reliable predictors of CO2 and CH4 concentrations across different hydrological features can enhance the accuracy of carbon emission estimates locally and globally. Here, we used data from 71 lakes in Southwest China varying in surface area (0.01‒702.4 km2), mean depth (< 1‒89.6 m), and climate to analyze differences in CO2 and CH4 concentrations and their driving mechanisms between the dry and rainy seasons and between different mixing regimes. The results showed that the average concentrations of CO2 and CH4 in the rainy season were 23.9 ± 18.8 μmol L-1 and 2.5 ± 4.9 μmol L-1, respectively, which were significantly higher than in the dry season (10.5 ± 10.3 μmol L-1 and 1.8 ± 4.2 μmol L-1, respectively). The average concentrations of CO2 and CH4 at the vertically mixed sites were 24.1 ± 21.8 μmol L-1 and 2.6 ± 5.4 μmol L-1, being higher than those at the stratified sites (14.8 ± 13.4 μmol L-1 and 1.7 ± 3.5 μmol L-1, respectively). Moreover, the environmental factors were divided into four categories, i.e., system productivity (represented by the contents of total nitrogen, total phosphorus, chlorophyll a and dissolved organic matter), physicochemical factors (water temperature, Secchi disk depth, dissolved oxygen and pH value), lake morphology (lake area, water depth and drainage ratio), and geoclimatic factors (altitude, wind speed, precipitation and land-use intensity). In addition to the regression and variance partitioning analyses between the concentrations of CO2 and CH4 and environmental factors, the cascading effects of environmental factors on CO2 and CH4 concentrations were further elucidated under four distinct hydrological scenarios, indicating the different driving mechanisms between the scenarios. Lake morphology and geoclimatic factors were the main direct drivers of the carbon concentrations during the rainy season, while they indirectly affected the carbon concentrations via influencing physicochemical factors and further system productivity during the dry season; although lake morphology and geoclimatic factors directly contributed to the carbon concentrations at the vertically mixed and stratified sites, the direct effect of system productivity was only observed at the stratified sites. Our results emphasize that, when estimating carbon emissions from lakes at broad spatial scales, it is essential to consider the influence of precipitation-related seasons and lake mixing regimes.
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Affiliation(s)
- Xiaoying Yang
- Institute for Ecological Research and Pollution Control of Plateau Lakes, School of Ecology and Environmental Sciences, Yunnan University, Kunming 650500, China; Institute of International Rivers and Eco-Security, Yunnan University, Kunming 650500, China
| | - Yongqiang Zhou
- Taihu Laboratory for Lake Ecosystem Research, State Key Laboratory of Lake Science and Environment, Nanjing Institute of Geography and Limnology, Chinese Academy of Sciences, Nanjing 210008, China
| | - Zhirong Yu
- Institute for Ecological Research and Pollution Control of Plateau Lakes, School of Ecology and Environmental Sciences, Yunnan University, Kunming 650500, China
| | - Jingyi Li
- Institute for Ecological Research and Pollution Control of Plateau Lakes, School of Ecology and Environmental Sciences, Yunnan University, Kunming 650500, China
| | - Hong Yang
- Department of Geography and Environmental Science, University of Reading, Whiteknights, Reading RG6 6AB, United Kingdom
| | - Changchun Huang
- School of Geography, Nanjing Normal University, Nanjing 210023, China; Key Laboratory of Virtual Geographic Environment (Nanjing Normal University), Ministry of Education, Nanjing 210023, China
| | - Erik Jeppesen
- Institute for Ecological Research and Pollution Control of Plateau Lakes, School of Ecology and Environmental Sciences, Yunnan University, Kunming 650500, China; Department of Ecoscience, Aarhus University, Aarhus 8000, Denmark
| | - Qichao Zhou
- Institute for Ecological Research and Pollution Control of Plateau Lakes, School of Ecology and Environmental Sciences, Yunnan University, Kunming 650500, China; Yunnan Key Laboratory of Pollution Process and Management of Plateau Lake-Watershed, Yunnan Research Academy of Eco-environmental Sciences, Kunming 650034, China.
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Rühland KM, Evans M, Smol JP. Arctic warming drives striking twenty-first century ecosystem shifts in Great Slave Lake (Subarctic Canada), North America's deepest lake. Proc Biol Sci 2023; 290:20231252. [PMID: 37727085 PMCID: PMC10509573 DOI: 10.1098/rspb.2023.1252] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2023] [Accepted: 08/14/2023] [Indexed: 09/21/2023] Open
Abstract
Great Slave Lake (GSL), one of the world's largest and deepest lakes, has undergone an aquatic ecosystem transformation in response to twenty-first-century accelerated Arctic warming that is unparalleled in at least the past two centuries. Algal remains from four high-resolution palaeolimnological records retrieved from the West Basin provide baseline limnological data that we compared with historical phycological surveys undertaken on GSL between the 1940s and 1990s. We document the rapid restructuring of algal community composition ca 2000 CE that is consistent with recent increases in regional air temperature and declines in ice cover and wind speed, that collectively altered habitats for aquatic biota. This new limnological regime initiated the first observation of scaled chrysophytes and favoured the rapid proliferation of small planktonic cyclotelloid diatoms which replaced the long-established dominance of large filamentous Aulacoseira islandica in West Basin sedimentary records. Such abrupt transformations in the primary producers of this socioecologically valuable 'northern Great Lake' may have widespread implications for the entire food web with unknown consequences for aquatic ecosystem functioning and fisheries, which First Nations, Métis and other northern communities depend upon, pointing to the need for new studies.
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Affiliation(s)
- Kathleen M. Rühland
- Paleoecological Environmental Assessment and Research Lab (PEARL), Department of Biology, Queen's University, 116 Barrie St., Kingston, Ontario, Canada K7L 3N6
| | - Marlene Evans
- Environment and Climate Change Canada, 11 Innovation Boulevard, Saskatoon, Saskatchewan, Canada S7N 3H5
| | - John P. Smol
- Paleoecological Environmental Assessment and Research Lab (PEARL), Department of Biology, Queen's University, 116 Barrie St., Kingston, Ontario, Canada K7L 3N6
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