首页 > 最新文献

Earths Future最新文献

英文 中文
Contested Flows: A Dynamical Systems Modeling Approach to Understanding Actor Narratives and Strategies in Water Governance 有争议的流动:一种动态系统建模方法来理解行动者叙事和水治理策略
IF 8.2 1区 地球科学 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2025-10-15 DOI: 10.1029/2024EF005182
Nusrat Molla, Ruchika Jaiswal, Jonathan Herman

Governance is increasingly understood to be a complex system shaped by diverse actors. However, understanding of how these actors interact with the institutions and infrastructure systems in which they are embedded to drive change is still limited. An interdisciplinary approach is needed to understand factors shaping actors' political behavior and how power dynamics influence their ability to create change. This study addresses this gap by combining analysis of actors' narratives about water issues and governance with dynamical systems modeling of the socio-hydrologic system in the context of California's San Joaquin Valley. Through interviews and focus groups with growers, advocacy groups, and rural residents, distinct narratives emerge around water issues and power dynamics. Modeling strategies that would maximize each actor's water access reveals that existing structures incentivize strategies that would mainly benefit larger growers, and thus conflict with the goals of environmental justice narratives. Comparing these modeled strategies with actors' actual strategies also reveals disparities in different actors' ability to pursue the “optimal” strategy. These findings highlight how system structures entrench certain interests as well as the potential of narratives for shaping strategies aimed at long-term transformation.

人们日益认识到,治理是一个由不同参与者形成的复杂系统。然而,对于这些参与者如何与机构和基础设施系统相互作用以推动变革的理解仍然有限。需要跨学科的方法来理解影响行动者政治行为的因素以及权力动态如何影响他们创造变革的能力。本研究通过将行动者关于水问题和治理的叙述与加州圣华金河谷背景下社会水文系统的动态系统建模相结合的分析来解决这一差距。通过对种植者、倡导团体和农村居民的访谈和焦点小组,围绕水问题和权力动态出现了不同的叙述。将每个参与者的水获取最大化的建模策略表明,现有结构激励的策略主要有利于较大的种植者,因此与环境正义叙事的目标相冲突。将这些模型策略与行动者的实际策略进行比较,也揭示了不同行动者追求“最优”策略能力的差异。这些发现强调了系统结构如何巩固某些利益,以及塑造旨在长期转型的战略的叙事潜力。
{"title":"Contested Flows: A Dynamical Systems Modeling Approach to Understanding Actor Narratives and Strategies in Water Governance","authors":"Nusrat Molla,&nbsp;Ruchika Jaiswal,&nbsp;Jonathan Herman","doi":"10.1029/2024EF005182","DOIUrl":"https://doi.org/10.1029/2024EF005182","url":null,"abstract":"<p>Governance is increasingly understood to be a complex system shaped by diverse actors. However, understanding of how these actors interact with the institutions and infrastructure systems in which they are embedded to drive change is still limited. An interdisciplinary approach is needed to understand factors shaping actors' political behavior and how power dynamics influence their ability to create change. This study addresses this gap by combining analysis of actors' narratives about water issues and governance with dynamical systems modeling of the socio-hydrologic system in the context of California's San Joaquin Valley. Through interviews and focus groups with growers, advocacy groups, and rural residents, distinct narratives emerge around water issues and power dynamics. Modeling strategies that would maximize each actor's water access reveals that existing structures incentivize strategies that would mainly benefit larger growers, and thus conflict with the goals of environmental justice narratives. Comparing these modeled strategies with actors' actual strategies also reveals disparities in different actors' ability to pursue the “optimal” strategy. These findings highlight how system structures entrench certain interests as well as the potential of narratives for shaping strategies aimed at long-term transformation.</p>","PeriodicalId":48748,"journal":{"name":"Earths Future","volume":"13 10","pages":""},"PeriodicalIF":8.2,"publicationDate":"2025-10-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://agupubs.onlinelibrary.wiley.com/doi/epdf/10.1029/2024EF005182","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145317020","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Urban Adaptation Strategies Alleviate the Exposure of Future Population to Extreme Heat in China 城市适应策略缓解中国未来人口对极端高温的暴露
IF 8.2 1区 地球科学 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2025-10-11 DOI: 10.1029/2025EF006479
Jiahao Wu, Liang Gao, Qingyan Meng, Si Chen

To cope with the future global extreme high temperatures, three adaptation strategies of green roofs, cool walls, and cool streets are constructed by applying rooftop vegetation planting and building materials of high reflectivity in cities. Hence, there is an urgent need to test these adaptation strategies. This study quantifies the performance of adaptation strategies for mitigating extreme heat in China under the future urbanization and climate conditions using a numerical model. Results are validated using observation data from 839 national meteorological stations in China. Simulation results show that implementing all three adaptation measures will decrease the heat exposure rate by 9.4% by enhancing ground reflection and lowering urban temperature. The contribution of enhancing the albedo of the building walls to reducing exposure is 1.5 times that of using roof planting. These adaptation strategies can reduce urban heat storage, but they may exacerbate urban water vapor accumulation. Most risks are concentrated on the southeast side of the Heihe-Tengchong Line. The urban geographical locations and population will influence the cooling effect of adaptation strategies. The cool walls have greater cooling effects in southern cities, whereas green roofs are more effective in northern regions. Applying cool walls strategy in densely populated areas of urban buildings can achieve the best cooling effects. When deploying adaptation strategies, not only the cooling capacity but also the climate and development conditions of different cities are necessary to be considered.

为应对未来全球极端高温,通过在城市中应用屋顶植被种植和高反射率建筑材料,构建绿色屋顶、冷墙和冷街三种适应策略。因此,迫切需要测试这些适应策略。本研究利用数值模型量化了未来城市化和气候条件下中国缓解极端高温的适应策略的绩效。利用中国839个国家级气象站的观测资料对结果进行了验证。模拟结果表明,通过增强地面反射和降低城市温度,三种适应措施均可使热暴露率降低9.4%。提高建筑物墙壁的反照率对减少暴露的贡献是使用屋顶种植的1.5倍。这些适应策略可以减少城市蓄热,但可能加剧城市水汽积累。大部分风险集中在黑河-腾冲线东南侧。城市地理位置和人口会影响适应策略的降温效果。冷墙在南方城市有更大的降温效果,而绿色屋顶在北方地区更有效。在人口密集的城市建筑中采用冷墙策略可以达到最佳的降温效果。在部署适应策略时,不仅要考虑不同城市的制冷量,还要考虑不同城市的气候和发展条件。
{"title":"Urban Adaptation Strategies Alleviate the Exposure of Future Population to Extreme Heat in China","authors":"Jiahao Wu,&nbsp;Liang Gao,&nbsp;Qingyan Meng,&nbsp;Si Chen","doi":"10.1029/2025EF006479","DOIUrl":"https://doi.org/10.1029/2025EF006479","url":null,"abstract":"<p>To cope with the future global extreme high temperatures, three adaptation strategies of green roofs, cool walls, and cool streets are constructed by applying rooftop vegetation planting and building materials of high reflectivity in cities. Hence, there is an urgent need to test these adaptation strategies. This study quantifies the performance of adaptation strategies for mitigating extreme heat in China under the future urbanization and climate conditions using a numerical model. Results are validated using observation data from 839 national meteorological stations in China. Simulation results show that implementing all three adaptation measures will decrease the heat exposure rate by 9.4% by enhancing ground reflection and lowering urban temperature. The contribution of enhancing the albedo of the building walls to reducing exposure is 1.5 times that of using roof planting. These adaptation strategies can reduce urban heat storage, but they may exacerbate urban water vapor accumulation. Most risks are concentrated on the southeast side of the Heihe-Tengchong Line. The urban geographical locations and population will influence the cooling effect of adaptation strategies. The cool walls have greater cooling effects in southern cities, whereas green roofs are more effective in northern regions. Applying cool walls strategy in densely populated areas of urban buildings can achieve the best cooling effects. When deploying adaptation strategies, not only the cooling capacity but also the climate and development conditions of different cities are necessary to be considered.</p>","PeriodicalId":48748,"journal":{"name":"Earths Future","volume":"13 10","pages":""},"PeriodicalIF":8.2,"publicationDate":"2025-10-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://agupubs.onlinelibrary.wiley.com/doi/epdf/10.1029/2025EF006479","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145272888","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Discovering the Multisectoral Impacts of Global Energy Sector Outcomes Through Multiple Ensemble Aggregation Measures 通过多重集合聚合措施发现全球能源部门成果的多部门影响
IF 8.2 1区 地球科学 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2025-10-10 DOI: 10.1029/2025EF006526
Gi Joo Kim, Jacob Wessel, Abigail Birnbaum, George Moraites, Abigail Snyder, Jennifer Morris, Thomas Wild, Jonathan Lamontagne

Understanding complex human-Earth system interactions often involves analyzing large scenario ensembles that encompass a wide range of plausible futures. These ensembles often require aggregation to summarize information based on specific criteria or conditions. However, previous research using global change scenario ensembles has largely overlooked how the choice of aggregation method influences the interpretation of results. To address this gap, we leverage a large ensemble data set designed to capture broad energy system dynamics generated using the Global Change Analysis Model. We first explore how energy-related uncertainties are propagated to both global and regional water-energy-food sectors. We then conduct a rank correlation analysis across seven ensemble aggregation measures and demonstrate the need to consider multiple measures in global change scenarios. Our results suggest that global water and food sector outcomes in the 21st century vary widely depending on different scenario assumptions. The global energy productivity is projected to improve by the end of the century across all scenarios. Moreover, regions facing water scarcity challenges in 2100 do not always overlap with those facing extreme energy and food sector outcomes. Although rank correlations across seven aggregation measures are relatively stable across sectors, we identify cases where relying on a single measure leads to losing critical information in the full ensemble. Reliance on a single aggregation measure can distort the interpretation of global change scenario outcomes. Instead, adopting multiple ensemble aggregation measures provides a more holistic understanding of global change scenario ensembles.

理解复杂的人地系统相互作用通常需要分析包含广泛的可能未来的大型情景集合。这些集成通常需要聚合来根据特定的标准或条件总结信息。然而,以往使用全球变化情景集合的研究在很大程度上忽略了聚合方法的选择如何影响结果的解释。为了解决这一差距,我们利用了一个大型集成数据集,旨在捕捉使用全球变化分析模型生成的广泛的能源系统动态。我们首先探讨能源相关的不确定性如何传播到全球和区域水-能源-粮食部门。然后,我们对七个集成聚合度量进行秩相关分析,并演示在全球变化情景中考虑多个度量的必要性。我们的研究结果表明,根据不同的情景假设,21世纪全球水和粮食部门的结果差异很大。预计到本世纪末,在所有情景下,全球能源生产率都将提高。此外,2100年面临水资源短缺挑战的地区并不总是与面临能源和粮食部门极端后果的地区重叠。尽管七个聚合度量之间的排名相关性在各个部门之间相对稳定,但我们确定了依赖单一度量导致在整个集合中丢失关键信息的情况。依赖单一的汇总度量会扭曲对全球变化情景结果的解释。相反,采用多个集成聚合度量提供了对全局变化场景集成的更全面的理解。
{"title":"Discovering the Multisectoral Impacts of Global Energy Sector Outcomes Through Multiple Ensemble Aggregation Measures","authors":"Gi Joo Kim,&nbsp;Jacob Wessel,&nbsp;Abigail Birnbaum,&nbsp;George Moraites,&nbsp;Abigail Snyder,&nbsp;Jennifer Morris,&nbsp;Thomas Wild,&nbsp;Jonathan Lamontagne","doi":"10.1029/2025EF006526","DOIUrl":"https://doi.org/10.1029/2025EF006526","url":null,"abstract":"<p>Understanding complex human-Earth system interactions often involves analyzing large scenario ensembles that encompass a wide range of plausible futures. These ensembles often require aggregation to summarize information based on specific criteria or conditions. However, previous research using global change scenario ensembles has largely overlooked how the choice of aggregation method influences the interpretation of results. To address this gap, we leverage a large ensemble data set designed to capture broad energy system dynamics generated using the Global Change Analysis Model. We first explore how energy-related uncertainties are propagated to both global and regional water-energy-food sectors. We then conduct a rank correlation analysis across seven ensemble aggregation measures and demonstrate the need to consider multiple measures in global change scenarios. Our results suggest that global water and food sector outcomes in the 21st century vary widely depending on different scenario assumptions. The global energy productivity is projected to improve by the end of the century across all scenarios. Moreover, regions facing water scarcity challenges in 2100 do not always overlap with those facing extreme energy and food sector outcomes. Although rank correlations across seven aggregation measures are relatively stable across sectors, we identify cases where relying on a single measure leads to losing critical information in the full ensemble. Reliance on a single aggregation measure can distort the interpretation of global change scenario outcomes. Instead, adopting multiple ensemble aggregation measures provides a more holistic understanding of global change scenario ensembles.</p>","PeriodicalId":48748,"journal":{"name":"Earths Future","volume":"13 10","pages":""},"PeriodicalIF":8.2,"publicationDate":"2025-10-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://agupubs.onlinelibrary.wiley.com/doi/epdf/10.1029/2025EF006526","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145272417","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Stylized Study of the Climate Response to Longwave and Shortwave Forcing at the Altitude of Aviation-Induced Cirrus 航空诱导卷云高度对长波和短波强迫的气候响应的程式化研究
IF 8.2 1区 地球科学 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2025-10-10 DOI: 10.1029/2025EF006201
Tresa Mary Thomas, Lei Duan, Govindasamy Bala, Ken Caldeira

Several lines of evidence indicate that aviation-induced cirrus clouds contribute to global warming. These clouds produce both longwave and shortwave radiative forcing, yet their climate impacts are not well understood. To improve understanding of the climate effects of radiative forcing associated with aviation-induced cirrus clouds, we use the Community Earth System Model CESM1.2.2 to perform simulations with stylized longwave and shortwave forcing agents in different latitude bands. We find that for the same concentration, longwave absorbers in the sub-tropics have the largest magnitude of instantaneous radiative forcing but these absorbers in the polar regions show the largest impact on global temperature. In contrast, shortwave scatterers in the low latitudes have the largest magnitude of effective and instantaneous radiative forcing, but the global temperature response is not highly sensitive to the latitude of forcing. Our results suggest that contrail-induced warming could be reduced most effectively by avoiding aviation-induced cirrus clouds at night, and at high latitudes during their winters.

一些证据表明,航空引起的卷云导致了全球变暖。这些云产生长波和短波辐射强迫,但它们对气候的影响还没有得到很好的理解。为了更好地理解与航空诱导的卷云相关的辐射强迫对气候的影响,我们使用社区地球系统模式CESM1.2.2在不同纬度波段对风格化的长波和短波强迫因子进行了模拟。研究发现,在相同浓度下,副热带地区的长波吸收体对瞬时辐射强迫的影响最大,而极地地区的长波吸收体对全球温度的影响最大。相比之下,低纬度地区的短波散射体具有最大的有效和瞬时辐射强迫强度,但全球温度响应对强迫纬度的敏感性不高。我们的研究结果表明,在夜间和冬季高纬度地区避免航空引起的卷云,可以最有效地减少尾迹引起的变暖。
{"title":"A Stylized Study of the Climate Response to Longwave and Shortwave Forcing at the Altitude of Aviation-Induced Cirrus","authors":"Tresa Mary Thomas,&nbsp;Lei Duan,&nbsp;Govindasamy Bala,&nbsp;Ken Caldeira","doi":"10.1029/2025EF006201","DOIUrl":"https://doi.org/10.1029/2025EF006201","url":null,"abstract":"<p>Several lines of evidence indicate that aviation-induced cirrus clouds contribute to global warming. These clouds produce both longwave and shortwave radiative forcing, yet their climate impacts are not well understood. To improve understanding of the climate effects of radiative forcing associated with aviation-induced cirrus clouds, we use the Community Earth System Model CESM1.2.2 to perform simulations with stylized longwave and shortwave forcing agents in different latitude bands. We find that for the same concentration, longwave absorbers in the sub-tropics have the largest magnitude of instantaneous radiative forcing but these absorbers in the polar regions show the largest impact on global temperature. In contrast, shortwave scatterers in the low latitudes have the largest magnitude of effective and instantaneous radiative forcing, but the global temperature response is not highly sensitive to the latitude of forcing. Our results suggest that contrail-induced warming could be reduced most effectively by avoiding aviation-induced cirrus clouds at night, and at high latitudes during their winters.</p>","PeriodicalId":48748,"journal":{"name":"Earths Future","volume":"13 10","pages":""},"PeriodicalIF":8.2,"publicationDate":"2025-10-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://agupubs.onlinelibrary.wiley.com/doi/epdf/10.1029/2025EF006201","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145272418","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Rethinking Urban Spaces to Improve Nutrition Security Through Urban Agriculture 重新思考城市空间:通过都市农业改善营养安全
IF 8.2 1区 地球科学 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2025-10-07 DOI: 10.1029/2025EF006641
Arianna Tolazzi, Nikolas Galli, Dirce Maria Lobo Marchioni, Maria Cristina Rulli

The current food system damages the environment, increases social inequalities, and is vulnerable to climate shocks and supply chain disruptions. This, and the global urbanization trends, pose the question of how cities will ensure food security for their inhabitants in a sustainable way. Within urban contexts, the most marginalized groups are also the most affected by premature deaths and non-communicable diseases, whose first preventable cause is nutrition. Here we analyze the potential of soil-based urban agriculture (UA) in providing fresh and nutritious food to urban populations. Using the megacity of São Paulo, Brazil, as a case study, we identify spaces for UA considering natural and context-related factors and select crops according to the gap between the current diet of the population and a reference balanced diet. To maximize water use efficiency, we test crops with an agro-hydrological model. Finally, we optimize crop-area allocation to find configurations capable of closing the diet gap for most people while minimizing irrigation water demand. The results show that the average hectare of urban garden in São Paulo could provide healthy food to more than 600 people, while theoretical city-scale implementations reach 13%–21% of the city's population. This demonstrates UA's high potential for significant fresh and nutritious food production but also the trade-offs that emerge when upscaling its implementation. While preliminary with respect to socio-economic considerations necessary for the implementation of such a strategy at the city scale, this coupled biophysical and nutritional framework can be repeated in other urban contexts.

当前的粮食体系破坏环境,加剧社会不平等,容易受到气候冲击和供应链中断的影响。这一点,加上全球城市化趋势,提出了一个问题,即城市如何以可持续的方式确保其居民的粮食安全。在城市环境中,最边缘化的群体也是受过早死亡和非传染性疾病影响最大的群体,而这些疾病的首要可预防原因是营养不良。本文分析了土壤城市农业(UA)在为城市人口提供新鲜营养食物方面的潜力。以巴西圣保罗特大城市为例,我们根据自然和环境相关因素确定UA的空间,并根据人口当前饮食与参考均衡饮食之间的差距选择作物。为了最大限度地提高水的利用效率,我们用农业水文模型测试作物。最后,我们优化作物面积分配,以找到能够缩小大多数人的饮食差距,同时最大限度地减少灌溉用水需求的配置。结果表明,平均每公顷的圣保罗城市花园可以为600多人提供健康食品,而理论上城市规模的实施可以达到城市人口的13%-21%。这表明了UA在大量新鲜和营养食品生产方面的巨大潜力,但也表明了在扩大实施时出现的权衡。虽然初步考虑了在城市范围内实施这种战略所必需的社会经济因素,但这种生物物理和营养的结合框架可以在其他城市环境中重复。
{"title":"Rethinking Urban Spaces to Improve Nutrition Security Through Urban Agriculture","authors":"Arianna Tolazzi,&nbsp;Nikolas Galli,&nbsp;Dirce Maria Lobo Marchioni,&nbsp;Maria Cristina Rulli","doi":"10.1029/2025EF006641","DOIUrl":"https://doi.org/10.1029/2025EF006641","url":null,"abstract":"<p>The current food system damages the environment, increases social inequalities, and is vulnerable to climate shocks and supply chain disruptions. This, and the global urbanization trends, pose the question of how cities will ensure food security for their inhabitants in a sustainable way. Within urban contexts, the most marginalized groups are also the most affected by premature deaths and non-communicable diseases, whose first preventable cause is nutrition. Here we analyze the potential of soil-based urban agriculture (UA) in providing fresh and nutritious food to urban populations. Using the megacity of São Paulo, Brazil, as a case study, we identify spaces for UA considering natural and context-related factors and select crops according to the gap between the current diet of the population and a reference balanced diet. To maximize water use efficiency, we test crops with an agro-hydrological model. Finally, we optimize crop-area allocation to find configurations capable of closing the diet gap for most people while minimizing irrigation water demand. The results show that the average hectare of urban garden in São Paulo could provide healthy food to more than 600 people, while theoretical city-scale implementations reach 13%–21% of the city's population. This demonstrates UA's high potential for significant fresh and nutritious food production but also the trade-offs that emerge when upscaling its implementation. While preliminary with respect to socio-economic considerations necessary for the implementation of such a strategy at the city scale, this coupled biophysical and nutritional framework can be repeated in other urban contexts.</p>","PeriodicalId":48748,"journal":{"name":"Earths Future","volume":"13 10","pages":""},"PeriodicalIF":8.2,"publicationDate":"2025-10-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://agupubs.onlinelibrary.wiley.com/doi/epdf/10.1029/2025EF006641","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145272033","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Adaptive Strategies for Reducing Yield-Scaled Nitrate Leaching in the US Midwest 减少美国中西部产量规模硝酸盐浸出的适应性策略
IF 8.2 1区 地球科学 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2025-10-06 DOI: 10.1029/2025EF006410
Yakai Wang, Yawen Huang, Wei Ren

Fertilizer use enhances crop yields but exacerbates nitrate leaching, threatening water quality in farming systems. This study optimizes nitrogen fertilization strategies by integrating numerical modeling and machine learning to balance corn yield and nitrate leaching in the US Midwest, 1979–2100. We evaluate the economic optimum nitrogen rate under climate-smart agricultural practices like no-tillage and cover crops. Findings show that the economic optimum nitrogen rate sustains yields but increases nitrate leaching, especially under future scenarios. In contrast, optimized strategies—such as a lower rate (−30%) than the economic optimum nitrogen rate combined with cover crops and no-tillage—could reduce yield-scaled nitrate leaching by over 60% from 2020 to 2100. The study underscores the synergistic benefits of integrated management in mitigating trade-offs between productivity and environmental impacts. Further predictions offer adaptive strategies for achieving sustainable, high yields while minimizing nitrate leaching under various climate scenarios.

化肥的使用提高了作物产量,但加剧了硝酸盐的浸出,威胁了农业系统的水质。本研究通过整合数值模拟和机器学习优化氮肥策略,以平衡1979-2100年美国中西部玉米产量和硝酸盐淋失。我们评估了在免耕和覆盖作物等气候智能型农业实践下的经济最优氮肥用量。研究结果表明,经济最优施氮量维持了产量,但增加了硝酸盐淋失,特别是在未来的情景下。相比之下,优化策略(如低于经济最优施氮量(- 30%)与覆盖作物和免耕相结合)可以在2020年至2100年期间使产量规模的硝酸盐淋失减少60%以上。该研究强调了综合管理在减轻生产力和环境影响之间的权衡方面的协同效益。进一步的预测提供了适应性策略,以实现可持续的高产,同时最大限度地减少各种气候情景下的硝酸盐浸出。
{"title":"Adaptive Strategies for Reducing Yield-Scaled Nitrate Leaching in the US Midwest","authors":"Yakai Wang,&nbsp;Yawen Huang,&nbsp;Wei Ren","doi":"10.1029/2025EF006410","DOIUrl":"https://doi.org/10.1029/2025EF006410","url":null,"abstract":"<p>Fertilizer use enhances crop yields but exacerbates nitrate leaching, threatening water quality in farming systems. This study optimizes nitrogen fertilization strategies by integrating numerical modeling and machine learning to balance corn yield and nitrate leaching in the US Midwest, 1979–2100. We evaluate the economic optimum nitrogen rate under climate-smart agricultural practices like no-tillage and cover crops. Findings show that the economic optimum nitrogen rate sustains yields but increases nitrate leaching, especially under future scenarios. In contrast, optimized strategies—such as a lower rate (−30%) than the economic optimum nitrogen rate combined with cover crops and no-tillage—could reduce yield-scaled nitrate leaching by over 60% from 2020 to 2100. The study underscores the synergistic benefits of integrated management in mitigating trade-offs between productivity and environmental impacts. Further predictions offer adaptive strategies for achieving sustainable, high yields while minimizing nitrate leaching under various climate scenarios.</p>","PeriodicalId":48748,"journal":{"name":"Earths Future","volume":"13 10","pages":""},"PeriodicalIF":8.2,"publicationDate":"2025-10-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://agupubs.onlinelibrary.wiley.com/doi/epdf/10.1029/2025EF006410","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145271678","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Implications of Zoning Ordinances for Rural Utility-Scale Solar Deployment and Power System Decarbonization in the Great Lakes Region 分区条例对大湖区农村公用事业规模太阳能部署和电力系统脱碳的影响
IF 8.2 1区 地球科学 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2025-10-04 DOI: 10.1029/2025EF006198
Papa Yaw Owusu-Obeng, Sarah Banas Mills, Michael T. Craig

Local zoning ordinances across the United States can restrict development of energy infrastructure, including utility-scale solar photovoltaics (PV). While ordinances may be developed for legitimate purposes to protect public health and safety, they could impede or increase costs of power sector decarbonization. We quantify the role of utility-scale solar zoning ordinances on power sector decarbonization across the Great Lakes region (Illinois, Indiana, Michigan, Minnesota, Ohio, and Wisconsin) by integrating 2,474 unique rural zoning ordinances (covering over 90% of county subdivisions in each state) into a power system planning model. Our analysis focuses on deploying utility-scale PV on agricultural lands, where most existing solar installations in our region are located. Relative to a hypothetical counterfactual without zoning ordinances, existing zoning ordinances cause an 18% decline in utility-scale PV investment (by 8 GW) and cost (by $4.8 billion), primarily due to “silent” ordinances that implicitly block solar development by failing to address its land-use. Investment shifts from PV to energy storage (900 MW), wind (300 MW), and natural gas plants (3 GW). Starker declines in PV investment occur at the state level, with Michigan and Wisconsin seeing a 42% reduction. Our results underscore the need for planning that aligns local zoning laws with state and regional goals.

美国各地的地方分区条例可以限制能源基础设施的发展,包括公用事业规模的太阳能光伏发电(PV)。虽然可以为保护公众健康和安全的合法目的制定条例,但这些条例可能阻碍或增加电力部门脱碳的成本。我们通过将2474个独特的农村分区条例(覆盖每个州90%以上的县分区)整合到一个电力系统规划模型中,量化了公用事业规模的太阳能分区条例在五大湖地区(伊利诺伊州、印第安纳州、密歇根州、明尼苏达州、俄亥俄州和威斯康星州)电力部门脱碳方面的作用。我们的分析侧重于在农业用地上部署公用事业规模的光伏发电,这是我们地区大多数现有太阳能装置的所在地。与没有分区条例的假设相反,现有的分区条例导致公用事业规模的光伏投资(减少8gw)和成本(减少48亿美元)下降18%,主要原因是“沉默”的条例没有解决太阳能的土地使用问题,从而暗中阻碍了太阳能的发展。投资从光伏转向储能(900兆瓦)、风能(300兆瓦)和天然气电厂(3吉瓦)。光伏投资的明显下降发生在州一级,密歇根州和威斯康星州的投资额下降了42%。我们的研究结果强调了规划的必要性,使地方分区法与州和地区目标保持一致。
{"title":"Implications of Zoning Ordinances for Rural Utility-Scale Solar Deployment and Power System Decarbonization in the Great Lakes Region","authors":"Papa Yaw Owusu-Obeng,&nbsp;Sarah Banas Mills,&nbsp;Michael T. Craig","doi":"10.1029/2025EF006198","DOIUrl":"https://doi.org/10.1029/2025EF006198","url":null,"abstract":"<p>Local zoning ordinances across the United States can restrict development of energy infrastructure, including utility-scale solar photovoltaics (PV). While ordinances may be developed for legitimate purposes to protect public health and safety, they could impede or increase costs of power sector decarbonization. We quantify the role of utility-scale solar zoning ordinances on power sector decarbonization across the Great Lakes region (Illinois, Indiana, Michigan, Minnesota, Ohio, and Wisconsin) by integrating 2,474 unique rural zoning ordinances (covering over 90% of county subdivisions in each state) into a power system planning model. Our analysis focuses on deploying utility-scale PV on agricultural lands, where most existing solar installations in our region are located. Relative to a hypothetical counterfactual without zoning ordinances, existing zoning ordinances cause an 18% decline in utility-scale PV investment (by 8 GW) and cost (by $4.8 billion), primarily due to “silent” ordinances that implicitly block solar development by failing to address its land-use. Investment shifts from PV to energy storage (900 MW), wind (300 MW), and natural gas plants (3 GW). Starker declines in PV investment occur at the state level, with Michigan and Wisconsin seeing a 42% reduction. Our results underscore the need for planning that aligns local zoning laws with state and regional goals.</p>","PeriodicalId":48748,"journal":{"name":"Earths Future","volume":"13 10","pages":""},"PeriodicalIF":8.2,"publicationDate":"2025-10-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://agupubs.onlinelibrary.wiley.com/doi/epdf/10.1029/2025EF006198","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145271911","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Land Cover Changes Redistribute China's Water Resources Through Atmospheric Moisture Recycling 土地覆盖变化通过大气水分循环重新分配中国水资源
IF 8.2 1区 地球科学 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2025-10-04 DOI: 10.1029/2024EF005565
Qiang An, Liu Liu, Arie Staal, Kun Yang, Yongming Cheng, Jing Liu, Guanhua Huang

To achieve sustainable development goals such as mitigating climate change and ensuring food security, China has undergone rapid land use/cover changes (LUCC), including afforestation, grassland restoration, and cropland redistribution, which have substantially transformed the terrestrial surface and affected hydrological conditions and water resources management. However, the hydrological impacts of these changes, particularly through atmospheric moisture recycling processes, remain insufficiently understood. This study quantified the hydrological impacts of LUCC in China from 2001 to 2020 using high-resolution data sets and an atmospheric moisture tracking model. Our findings revealed that LUCC had led to increased evapotranspiration (ET; 1.71 mm/yr) and precipitation (P; 1.24 mm/yr), while decreasing water availability (WA) (P ET; −0.46 mm/yr). Specifically, forest expansion in the Eastern Monsoon Region and grassland restoration in the Tibetan Plateau and Northwestern Arid Region were the main factors contributing to higher ET. These changes in ET, through moisture recycling, had redistributed precipitation and subsequent WA across regions, increasing WA in the Tibetan Plateau (0.38 mm/yr) while decreasing WA in the Eastern Monsoon Region (−0.59 mm/yr) and Northwestern Arid Region (−1.14 mm/yr). The Northwestern Arid Region experienced the greatest decrease in WA primarily due to significant moisture outflow to the Tibetan Plateau. The study underscores the necessity of integrating moisture recycling into water resources management to address the mismatch between land and water resources. Our results provide valuable insights for sustainable land and water resources management in China.

为了实现减缓气候变化和保障粮食安全等可持续发展目标,中国经历了快速的土地利用/覆被变化(LUCC),包括造林、草地恢复和耕地再分配,这些变化极大地改变了陆地表面,影响了水文条件和水资源管理。然而,这些变化的水文影响,特别是通过大气水分循环过程的影响,仍然没有得到充分的了解。本研究利用高分辨率数据集和大气湿度跟踪模型,量化了2001 - 2020年中国土地利用/土地覆盖变化的水文影响。研究结果表明,土地覆盖变化导致蒸散(ET; 1.71 mm/yr)和降水(P; 1.24 mm/yr)增加,而水分有效性(WA)降低(P−ET;−0.46 mm/yr)。东部季风区(- 0.59 mm/yr)和西北干旱区(- 1.14 mm/yr)的西风量减少。该研究强调了将水分回收纳入水资源管理的必要性,以解决土地和水资源之间的不匹配问题。我们的研究结果为中国的可持续土地和水资源管理提供了有价值的见解。
{"title":"Land Cover Changes Redistribute China's Water Resources Through Atmospheric Moisture Recycling","authors":"Qiang An,&nbsp;Liu Liu,&nbsp;Arie Staal,&nbsp;Kun Yang,&nbsp;Yongming Cheng,&nbsp;Jing Liu,&nbsp;Guanhua Huang","doi":"10.1029/2024EF005565","DOIUrl":"https://doi.org/10.1029/2024EF005565","url":null,"abstract":"<p>To achieve sustainable development goals such as mitigating climate change and ensuring food security, China has undergone rapid land use/cover changes (LUCC), including afforestation, grassland restoration, and cropland redistribution, which have substantially transformed the terrestrial surface and affected hydrological conditions and water resources management. However, the hydrological impacts of these changes, particularly through atmospheric moisture recycling processes, remain insufficiently understood. This study quantified the hydrological impacts of LUCC in China from 2001 to 2020 using high-resolution data sets and an atmospheric moisture tracking model. Our findings revealed that LUCC had led to increased evapotranspiration (ET; 1.71 mm/yr) and precipitation (<i>P</i>; 1.24 mm/yr), while decreasing water availability (WA) (<i>P</i> <i>−</i> ET; −0.46 mm/yr). Specifically, forest expansion in the Eastern Monsoon Region and grassland restoration in the Tibetan Plateau and Northwestern Arid Region were the main factors contributing to higher ET. These changes in ET, through moisture recycling, had redistributed precipitation and subsequent WA across regions, increasing WA in the Tibetan Plateau (0.38 mm/yr) while decreasing WA in the Eastern Monsoon Region (−0.59 mm/yr) and Northwestern Arid Region (−1.14 mm/yr). The Northwestern Arid Region experienced the greatest decrease in WA primarily due to significant moisture outflow to the Tibetan Plateau. The study underscores the necessity of integrating moisture recycling into water resources management to address the mismatch between land and water resources. Our results provide valuable insights for sustainable land and water resources management in China.</p>","PeriodicalId":48748,"journal":{"name":"Earths Future","volume":"13 10","pages":""},"PeriodicalIF":8.2,"publicationDate":"2025-10-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://agupubs.onlinelibrary.wiley.com/doi/epdf/10.1029/2024EF005565","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145271913","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Unraveling the Phenomenon of Supply-Demand Feedback in Agricultural Water Interventions 农业用水干预中的供需反馈现象
IF 8.2 1区 地球科学 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2025-10-04 DOI: 10.1029/2025EF005990
Mohammad Faiz Alam, Michael E. McClain, Alok Sikka, D. R. Sena, Saket Pande

The Agricultural water interventions can trigger human-water feedback, including unintended supply demand feedback—where increased water availability drives greater water use. In the Kamadhiya catchment, India, the introduction of check dams (CDs) led to a shift toward more water-intensive crops like cotton and wheat. This study formulates and tests hypotheses to understand these dynamics using an agent-based model (ABM) that integrates a spatially explicit hydrological model with a farmer behavior module. The ABM simulates 38,447 farmers using the RANAS behavioral framework, based on household surveys and observed data. Model results confirm the hypothesized feedback: increased water from CDs led to an 11.9% rise in cotton and 36.1% in wheat areas, boosting incomes and increasing adoption of drip and borewell irrigation, particularly near CDs. While drip irrigation systems improve water efficiency and post-monsoon groundwater levels, the saved water enables further wheat expansion—triggering a second supply demand feedback loop. These changes are spatially concentrated near CDs, exacerbating within-catchment disparities. Overall, about 54% of the additional recharge is used for irrigation expansion, lowering groundwater levels by 1.0 m and reducing the net benefit of recharge interventions. These findings underscore the need to critically understand human-water feedback and value of ABM as a tool to support more informed planning by offering strategies that mitigate negative externalities.

农业用水干预可以引发人-水反馈,包括意想不到的供需反馈——在这种情况下,水资源供应的增加推动了更大的用水。在印度的Kamadhiya集水区,拦水坝(CDs)的引入导致人们转向种植棉花和小麦等耗水量更大的作物。本研究使用基于主体的模型(ABM)制定和测试假设,以了解这些动态,该模型将空间明确的水文模型与农民行为模块集成在一起。ABM基于家庭调查和观察数据,使用RANAS行为框架模拟了38,447名农民。模型结果证实了假设的反馈:来自cd的水量增加导致棉花种植面积增加11.9%,小麦种植面积增加36.1%,增加了收入,并增加了滴灌和钻孔灌溉的采用,特别是在cd附近。虽然滴灌系统提高了用水效率和季风后的地下水位,但节约的水可以促进小麦的进一步扩张,从而引发第二个供需反馈循环。这些变化在空间上集中在cd附近,加剧了流域内的差异。总体而言,大约54%的额外补给用于扩大灌溉,使地下水位降低了1.0米,并降低了补给干预措施的净效益。这些发现强调需要批判性地理解人-水反馈和ABM作为一种工具的价值,通过提供减轻负面外部性的战略来支持更明智的规划。
{"title":"Unraveling the Phenomenon of Supply-Demand Feedback in Agricultural Water Interventions","authors":"Mohammad Faiz Alam,&nbsp;Michael E. McClain,&nbsp;Alok Sikka,&nbsp;D. R. Sena,&nbsp;Saket Pande","doi":"10.1029/2025EF005990","DOIUrl":"https://doi.org/10.1029/2025EF005990","url":null,"abstract":"<p>The Agricultural water interventions can trigger human-water feedback, including unintended supply demand feedback—where increased water availability drives greater water use. In the Kamadhiya catchment, India, the introduction of check dams (CDs) led to a shift toward more water-intensive crops like cotton and wheat. This study formulates and tests hypotheses to understand these dynamics using an agent-based model (ABM) that integrates a spatially explicit hydrological model with a farmer behavior module. The ABM simulates 38,447 farmers using the RANAS behavioral framework, based on household surveys and observed data. Model results confirm the hypothesized feedback: increased water from CDs led to an 11.9% rise in cotton and 36.1% in wheat areas, boosting incomes and increasing adoption of drip and borewell irrigation, particularly near CDs. While drip irrigation systems improve water efficiency and post-monsoon groundwater levels, the saved water enables further wheat expansion—triggering a second supply demand feedback loop. These changes are spatially concentrated near CDs, exacerbating within-catchment disparities. Overall, about 54% of the additional recharge is used for irrigation expansion, lowering groundwater levels by 1.0 m and reducing the net benefit of recharge interventions. These findings underscore the need to critically understand human-water feedback and value of ABM as a tool to support more informed planning by offering strategies that mitigate negative externalities.</p>","PeriodicalId":48748,"journal":{"name":"Earths Future","volume":"13 10","pages":""},"PeriodicalIF":8.2,"publicationDate":"2025-10-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://agupubs.onlinelibrary.wiley.com/doi/epdf/10.1029/2025EF005990","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145271912","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Enhancing Hydrological Extremes Forecasting Capabilities in Data-Scarce Regions Through Transfer Learning With Data Augmentation 利用数据增强迁移学习增强数据稀缺地区水文极值预报能力
IF 8.2 1区 地球科学 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2025-09-27 DOI: 10.1029/2025EF006060
Yehai Tang, Xiongpeng Tang, Zhanliang Zhu, Chao Gao, Lei Liu, Fubo Zhao, Silong Zhang

Hydrological extremes forecasting in data-scarce basins remains a longstanding challenge in hydrological science. Despite significant advancements in transferring hydrological knowledge from data-rich to data-sparse basins, such as regionalization techniques for hydrological prediction and novel deep learning (DL)-based Transfer learning (TL) methods, the application of models trained in data-rich basins introduces inevitable noise into predictions within data-sparse basins. This potential distortion could misinterpret rainfall-runoff patterns within specific basins. This study introduces a TL framework based on data augmentation (DA-TL) within the context of hydrological modeling. The framework employs augmented rainfall data as input for conceptual models to generate pretraining runoff samples, addressing the challenges of sample scarcity and imbalance in target basins. Subsequently, TL is applied to fine-tune predictions in the target basin, thereby mitigating inappropriate hydrological knowledge transfer associated with cross-basin learning. The DA-TL framework was validated across nine river basins in China, representing three distinct climate zones (semi-arid, semi-humid, and humid regions). Results indicate that the DA-TL approach outperforms current DL methods for regionalized hydrological modeling. Specifically, under varying data scarcity scenarios, DA-TL achieved average Nash–Sutcliffe Efficiency improvements of 3.8% and 1.0% compared to similar-basin modeling and all-basin modeling strategies, respectively. Model interpretability analyses reveal that the effectiveness of the DA-TL framework primarily stems from its adept learning of the runoff generation and routing processes in target basins. These findings underscore the potential of using synthetic data derived from process-based models for pretraining in TL, offering promising avenues for improving hydrological extremes forecasting accuracy in observation-limited regions.

在数据匮乏的流域进行水文极端事件预测仍然是水文科学中一个长期存在的挑战。尽管在将水文知识从数据丰富的流域转移到数据稀疏的流域方面取得了重大进展,例如用于水文预测的区划技术和基于深度学习(DL)的新型迁移学习(TL)方法,但在数据丰富的流域中训练的模型的应用为数据稀疏的流域中的预测引入了不可避免的噪声。这种潜在的扭曲可能会误解特定流域内的降雨径流模式。本研究在水文建模的背景下引入了一个基于数据增强(DA-TL)的TL框架。该框架采用增强降雨数据作为概念模型的输入,生成预训练径流样本,解决目标流域样本稀缺和不平衡的挑战。随后,将TL应用于目标流域的微调预测,从而减少与跨流域学习相关的不适当的水文知识转移。DA-TL框架在中国9个流域进行了验证,这些流域代表了3个不同的气候带(半干旱、半湿润和湿润地区)。结果表明,在区域化水文建模方面,DA-TL方法优于当前的DL方法。具体而言,在不同的数据稀缺情景下,与类似流域建模和全流域建模策略相比,DA-TL的平均纳什-苏特克利夫效率分别提高了3.8%和1.0%。模型可解释性分析表明,DA-TL框架的有效性主要源于其对目标流域径流生成和路径过程的熟练学习。这些发现强调了利用基于过程模型的综合数据进行TL预训练的潜力,为提高观测受限地区的水文极端预报精度提供了有希望的途径。
{"title":"Enhancing Hydrological Extremes Forecasting Capabilities in Data-Scarce Regions Through Transfer Learning With Data Augmentation","authors":"Yehai Tang,&nbsp;Xiongpeng Tang,&nbsp;Zhanliang Zhu,&nbsp;Chao Gao,&nbsp;Lei Liu,&nbsp;Fubo Zhao,&nbsp;Silong Zhang","doi":"10.1029/2025EF006060","DOIUrl":"https://doi.org/10.1029/2025EF006060","url":null,"abstract":"<p>Hydrological extremes forecasting in data-scarce basins remains a longstanding challenge in hydrological science. Despite significant advancements in transferring hydrological knowledge from data-rich to data-sparse basins, such as regionalization techniques for hydrological prediction and novel deep learning (DL)-based Transfer learning (TL) methods, the application of models trained in data-rich basins introduces inevitable noise into predictions within data-sparse basins. This potential distortion could misinterpret rainfall-runoff patterns within specific basins. This study introduces a TL framework based on data augmentation (DA-TL) within the context of hydrological modeling. The framework employs augmented rainfall data as input for conceptual models to generate pretraining runoff samples, addressing the challenges of sample scarcity and imbalance in target basins. Subsequently, TL is applied to fine-tune predictions in the target basin, thereby mitigating inappropriate hydrological knowledge transfer associated with cross-basin learning. The DA-TL framework was validated across nine river basins in China, representing three distinct climate zones (semi-arid, semi-humid, and humid regions). Results indicate that the DA-TL approach outperforms current DL methods for regionalized hydrological modeling. Specifically, under varying data scarcity scenarios, DA-TL achieved average Nash–Sutcliffe Efficiency improvements of 3.8% and 1.0% compared to similar-basin modeling and all-basin modeling strategies, respectively. Model interpretability analyses reveal that the effectiveness of the DA-TL framework primarily stems from its adept learning of the runoff generation and routing processes in target basins. These findings underscore the potential of using synthetic data derived from process-based models for pretraining in TL, offering promising avenues for improving hydrological extremes forecasting accuracy in observation-limited regions.</p>","PeriodicalId":48748,"journal":{"name":"Earths Future","volume":"13 10","pages":""},"PeriodicalIF":8.2,"publicationDate":"2025-09-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://agupubs.onlinelibrary.wiley.com/doi/epdf/10.1029/2025EF006060","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145146993","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
Earths Future
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1