Journal of The American Water Resources Association最新文献

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Enhancing hydrologic LiDAR digital elevation models: Bridging hydrographic gaps at fine scales 加强水文激光雷达数字高程模型:弥合细尺度的水文差距
IF 2.6 4区 环境科学与生态学
Journal of The American Water Resources Association Pub Date : 2024-10-31 DOI: 10.1111/1752-1688.13239
Di Wu, Ruopu Li, Michael Edidem, Guangxing Wang
{"title":"Enhancing hydrologic LiDAR digital elevation models: Bridging hydrographic gaps at fine scales","authors":"Di Wu,&nbsp;Ruopu Li,&nbsp;Michael Edidem,&nbsp;Guangxing Wang","doi":"10.1111/1752-1688.13239","DOIUrl":"https://doi.org/10.1111/1752-1688.13239","url":null,"abstract":"<p>High-resolution digital elevation models (HRDEMs), derived from LiDAR, are widely used for mapping hydrographic details in flat terrains. However, artificial flow barriers, particularly from roads, elevate terrain and prematurely end flowlines. Drainage barrier processing (DBP), such as HRDEM excavation, is employed to address this issue. However, there is a gap in quantitatively assessing the impact of DBP on HRDEM-derived flowlines, especially at finer scales. This study fills that gap by quantitatively assessing how DBP improves flowline quality at finer scales. We evaluated HRDEM-derived flowlines that were generated using different flow direction algorithms, developing a framework to measure the effects of flow barrier removal. The results show that the primary factor influencing flowline quality is the presence of flow accumulation artifacts. Quality issues also stem from differences between natural and artificial flow paths, unrealistic flowlines in flat areas, complex canal networks, and ephemeral drainage ways. Notably, the improvement achieved by DBP is demonstrated to be more than 6%, showcasing its efficacy in reducing the impact of flow barriers on hydrologic connectivity.</p>","PeriodicalId":17234,"journal":{"name":"Journal of The American Water Resources Association","volume":"60 6","pages":"1253-1269"},"PeriodicalIF":2.6,"publicationDate":"2024-10-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142762844","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Irrigation rates and turfgrass evapotranspiration in cities with contrasting water availability
IF 2.6 4区 环境科学与生态学
Journal of The American Water Resources Association Pub Date : 2024-10-31 DOI: 10.1111/1752-1688.13236
Matthew Wilfong, Elizaveta Litvak, Noortje H. Grijseels, Kristin Hamilton, Dion Kucera, Lisa Welsh, Joanna Endter-Wada, G. Darrel Jenerette, Diane E. Pataki
{"title":"Irrigation rates and turfgrass evapotranspiration in cities with contrasting water availability","authors":"Matthew Wilfong,&nbsp;Elizaveta Litvak,&nbsp;Noortje H. Grijseels,&nbsp;Kristin Hamilton,&nbsp;Dion Kucera,&nbsp;Lisa Welsh,&nbsp;Joanna Endter-Wada,&nbsp;G. Darrel Jenerette,&nbsp;Diane E. Pataki","doi":"10.1111/1752-1688.13236","DOIUrl":"https://doi.org/10.1111/1752-1688.13236","url":null,"abstract":"<p>As water scarcity is worsened by drought and climate change, there is more interest in efficient management of urban irrigation, requiring understanding of the drivers of evapotranspiration (ET) and the role of irrigation inputs. We developed and validated a method to accurately measure ET of turfgrass lawns in contrasting climates using portable static chambers. We made in situ measurements of ET and irrigation inputs in lawns across three metropolitan areas in the United States with varying climatic conditions, water availability, and water conservation policies: Salt Lake Valley, Utah; San Fernando Valley, California; and Tallahassee, Florida. In full sun, mean daily ET estimates (ET<sub>sun</sub>) were 0.7 ± 0.4 mm day<sup>−1</sup> in Tallahassee, 1.6 ± 0.8 mm day<sup>−1</sup> in Los Angeles, and 3.3 ± 1.1 mm day<sup>−1</sup> in Salt Lake Valley. In the shade, daily ET estimates (ET<sub>shade</sub>) were two to three times lower. In all three regions, ET was primarily driven by solar radiation (<i>I</i><sub>0</sub>) and atmospheric vapor pressure deficit (<i>D</i>). Across the cities, irrigation rates were a key driver of ET, along with <i>I</i><sub>0</sub> and <i>D</i>. Daily irrigation ranged from 0 mm day<sup>−1</sup> in Tallahassee (most were unirrigated) to 1.9 ± 1.2 mm day<sup>−1</sup> in Los Angeles and 5.1 ± 2.9 mm day<sup>−1</sup> in Salt Lake Valley. ET increased linearly with irrigation up to ~3 mm day<sup>−1</sup>, after which ET remained relatively constant despite irrigation increases. Our results highlight the importance of accounting for nonlinear responses and shading effects on ET in developing accurate irrigation recommendations.</p>","PeriodicalId":17234,"journal":{"name":"Journal of The American Water Resources Association","volume":"61 1","pages":""},"PeriodicalIF":2.6,"publicationDate":"2024-10-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1111/1752-1688.13236","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143121409","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"环境科学与生态学","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 “WEST” Theory in the East: Decoupling and synergistic evolution of water utilization, economy, and society in China 东方的“西方”理论:中国水资源利用与经济社会的脱钩与协同演化
IF 2.6 4区 环境科学与生态学
Journal of The American Water Resources Association Pub Date : 2024-10-27 DOI: 10.1111/1752-1688.13238
Mingsong Sun, Yutong Song, Shiling Yan, Tongzhen Wang, Zhihao Zhou, Mingguang Li
{"title":"A “WEST” Theory in the East: Decoupling and synergistic evolution of water utilization, economy, and society in China","authors":"Mingsong Sun,&nbsp;Yutong Song,&nbsp;Shiling Yan,&nbsp;Tongzhen Wang,&nbsp;Zhihao Zhou,&nbsp;Mingguang Li","doi":"10.1111/1752-1688.13238","DOIUrl":"https://doi.org/10.1111/1752-1688.13238","url":null,"abstract":"<p>To attain a thorough examination of the dynamic interaction mechanism between China's utilization of water resources and its economic and social development, this paper innovatively introduces a Western theoretical framework within an Eastern context. The aim is to quantify the process of decoupling and synergistic evolution from 2006 to 2020. Decoupling signifies achieving economic growth while reducing resource use or mitigating environmental impacts, whereas synergy denotes enhancing economic efficiency while contributing to environmental protection. This paper employs the Tapio elastic coefficient method to construct a decoupling model. A collaborative model, based on the entropy weight Technique for Order of Preference by Similarity to Ideal Solution (TOPSIS) and weighted average methods, also assesses the organization and coordination of subsystems within the complex water-economic-social system. The findings reveal a strong decoupling between China's water resource management and economic and social systems, as indicated by a consistently negative decoupling index. Similarly, the economic system exhibits a degree of inefficiency influenced by factors like economic cyclicality and resource allocation. In contrast, the social system experienced a decline, particularly during the pandemic (2019–2020), leading to a social instability. This study provides valuable policy formulation and sustainable development insights, contributing to a comprehensive understanding of the intricate dynamics between water utilization, economy, and society.</p>","PeriodicalId":17234,"journal":{"name":"Journal of The American Water Resources Association","volume":"60 6","pages":"1228-1252"},"PeriodicalIF":2.6,"publicationDate":"2024-10-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142759880","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Sustainability assessment of urban water public-private partnership projects with environmental, social, and governance (ESG) criteria 基于环境、社会和治理(ESG)标准的城市水务公私合作项目可持续性评估
IF 2.6 4区 环境科学与生态学
Journal of The American Water Resources Association Pub Date : 2024-10-07 DOI: 10.1111/1752-1688.13235
Yijing Li, Nan He, Huimin Li, Yaqiong Zhang
{"title":"Sustainability assessment of urban water public-private partnership projects with environmental, social, and governance (ESG) criteria","authors":"Yijing Li,&nbsp;Nan He,&nbsp;Huimin Li,&nbsp;Yaqiong Zhang","doi":"10.1111/1752-1688.13235","DOIUrl":"https://doi.org/10.1111/1752-1688.13235","url":null,"abstract":"<p>With the acceleration of urbanization, the sustainability of urban water infrastructure projects has become pivotal to social development. This research aims to construct a comprehensive sustainability assessment model for urban water public-private partnership (PPP) projects based on the environmental, social, and governance criteria. First, a multi-level assessment indicator system is established considering the economic, social, ecological, and governance sustainability dimensions. Then, the extended analytic hierarchy process is utilized to determine the weights of indicators based on expert scoring. To address the ambiguity of qualitative linguistic variables, the interval-valued intuitionistic fuzzy set method is applied to aggregate expert assessments. An empirical case study of an urban water project verifies the feasibility of the proposed approach. Results demonstrate that experts emphasize economic sustainability, while social sustainability is an overlooked dimension that requires improvement. The research contributes to the field by developing an applied, industry-specific sustainability evaluation model for urban water PPP projects using advanced decision-making techniques. This model provides practical tools for stakeholders to enhance the sustainable performance of urban water infrastructure projects.</p>","PeriodicalId":17234,"journal":{"name":"Journal of The American Water Resources Association","volume":"60 6","pages":"1209-1227"},"PeriodicalIF":2.6,"publicationDate":"2024-10-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142762224","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Historical patterns of well drilling and groundwater depth in Arizona considering groundwater regulation and surface water access 考虑地下水调节和地表水获取的亚利桑那州钻井和地下水深度的历史模式
IF 2.6 4区 环境科学与生态学
Journal of The American Water Resources Association Pub Date : 2024-10-04 DOI: 10.1111/1752-1688.13234
Danielle E. Tadych, Matthew Ford, Bonnie G. Colby, Laura E. Condon
{"title":"Historical patterns of well drilling and groundwater depth in Arizona considering groundwater regulation and surface water access","authors":"Danielle E. Tadych,&nbsp;Matthew Ford,&nbsp;Bonnie G. Colby,&nbsp;Laura E. Condon","doi":"10.1111/1752-1688.13234","DOIUrl":"https://doi.org/10.1111/1752-1688.13234","url":null,"abstract":"<p>Arizona has a long history of groundwater use, and there is concern about long term groundwater sustainability across the state. We explore groundwater trends across Arizona and how they vary with respect to: (1) whether groundwater pumping is regulated, and (2) relative access to local or imported surface water. Well observations from the Arizona Department of Water Resources are used to quantify water table depth trends and groundwater drilling patterns. There are more than 85,000 groundwater wells in Arizona, and new wells are routinely being drilled. The number of new shallow wells (&lt;200 ft) has decreased over time in all parts of the state. But midrange (200–500 ft) to deep (&gt;500 ft) wells have increased in the past 10 years in regulated and groundwater dominated areas. Most wells are small with low pumping capacities that fall below the regulatory limit; however, there are still large wells being drilled in unregulated areas. Results show statewide decreasing water storage and groundwater levels. Groundwater declines are less severe in the parts of the state that have groundwater regulation. However, looking closer at this trend, groundwater recovery is strongest in areas receiving imported Colorado River water which also implement managed groundwater recharge with the imported water. Our findings indicate that groundwater recovery is very localized and driven more by managed recharge from surface water as opposed to decreased groundwater pumping.</p>","PeriodicalId":17234,"journal":{"name":"Journal of The American Water Resources Association","volume":"60 6","pages":"1193-1208"},"PeriodicalIF":2.6,"publicationDate":"2024-10-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1111/1752-1688.13234","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142762404","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Channel restoration in urbanized systems: Guiding design using ecological flow targets and future management scenarios 城市化系统中的河道修复:利用生态流量目标和未来管理方案指导设计
IF 2.6 4区 环境科学与生态学
Journal of The American Water Resources Association Pub Date : 2024-09-29 DOI: 10.1111/1752-1688.13232
Anneliese Sytsma, Daniel Philippus, Jordyn M. Wolfand, Katie Irving, Kristine T. Taniguchi-Quan, Eric D. Stein, Terri S. Hogue
{"title":"Channel restoration in urbanized systems: Guiding design using ecological flow targets and future management scenarios","authors":"Anneliese Sytsma,&nbsp;Daniel Philippus,&nbsp;Jordyn M. Wolfand,&nbsp;Katie Irving,&nbsp;Kristine T. Taniguchi-Quan,&nbsp;Eric D. Stein,&nbsp;Terri S. Hogue","doi":"10.1111/1752-1688.13232","DOIUrl":"https://doi.org/10.1111/1752-1688.13232","url":null,"abstract":"<p>Restoration of urban rivers must simultaneously design for ecological habitat while accounting for altered flow regimes associated with urban runoff, flood protection, and industrial/wastewater discharge. The goal of this study was to use ecological flow targets to guide channel restoration of the Los Angeles (LA) River across potential future flow regimes. Using a one-dimensional hydraulic model, we simulated a range of channel cross section configurations subject to different flow management decisions (wastewater reuse, low-flow [LF] treatment, and baseflow augmentation). Hydraulic results were assessed relative to ecohydraulic targets for desirable aquatic species in the LA River (willow, steelhead trout, and Santa Ana sucker). Results suggest that, along the mainstem of the LA River, restoration designs that include narrow LF channels may support Santa Ana sucker habitat and steelhead migration if management decisions decrease instream flows (e.g., by reusing treated wastewater). However, the same channel design and management decisions may not provide conditions needed to propagate floodplain vegetation such as willows. In tributary reaches, flows are too low to support habitat conditions for Santa Ana sucker or steelhead but may be able to support riparian habitat if a soft-bottom LF channel and active floodplain are present. In general, results illustrate the trade-offs between water management goals and habitat requirements for target species.</p>","PeriodicalId":17234,"journal":{"name":"Journal of The American Water Resources Association","volume":"60 6","pages":"1175-1192"},"PeriodicalIF":2.6,"publicationDate":"2024-09-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142762879","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
From single to multi-purpose reservoir: A framework for optimizing reservoir efficiency 从单一到多用途油藏:优化油藏效率的框架
IF 2.6 4区 环境科学与生态学
Journal of The American Water Resources Association Pub Date : 2024-09-16 DOI: 10.1111/1752-1688.13231
Mingda Lu, Venkatesh Merwade
{"title":"From single to multi-purpose reservoir: A framework for optimizing reservoir efficiency","authors":"Mingda Lu,&nbsp;Venkatesh Merwade","doi":"10.1111/1752-1688.13231","DOIUrl":"https://doi.org/10.1111/1752-1688.13231","url":null,"abstract":"<p>The prevailing challenge centers on the limited application of single-purpose flood control reservoirs transitioning to multi-purpose reservoirs, which, despite their potential, often fall short in addressing the escalating demands for diverse water resource management. These challenges are compounded by outdated operational rules and changing environmental conditions. This research develops a framework to enhance the dual functionality of reservoirs, initially designed for flood control, to also support water supply through the determination of maximum safe water levels (MSWLs). Utilizing historical inflow data and reservoir simulation models, the study identifies opportunities for optimizing United States Army Corps of Engineers Louisville District reservoirs. It highlights certain reservoirs as ideal for augmenting water supply capabilities without compromising flood control performance. Others remain critical for flood management due to limited water supply potential, underscoring the importance of maintaining a focus on flood control. The findings illuminate the intricate balance required between managing flood risks and enhancing water supply, indicating that precise operational adjustments can significantly improve reservoir sustainability and efficiency. This method offers a viable pathway to convert single purpose reservoirs into multi-purpose reservoirs, meeting growing water demands while ensuring robust flood mitigation, and making a step toward better water utilization.</p>","PeriodicalId":17234,"journal":{"name":"Journal of The American Water Resources Association","volume":"60 6","pages":"1144-1161"},"PeriodicalIF":2.6,"publicationDate":"2024-09-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1111/1752-1688.13231","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142762758","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
User needs for coastal inundation at climate time scales: A multi-sectoral case study in the coproduction of knowledge 气候时间尺度上沿海淹没的用户需求:知识合作生产的多部门案例研究
IF 2.6 4区 环境科学与生态学
Journal of The American Water Resources Association Pub Date : 2024-09-16 DOI: 10.1111/1752-1688.13230
Brenna M. Sweetman, Cayla Dean, Lisa Auermuller, Kathryn Noel Tremblay, Christopher Katalinas, Shannan Lewinski, Lori Cary-Kothera, Audra Luscher-Aissaoui
{"title":"User needs for coastal inundation at climate time scales: A multi-sectoral case study in the coproduction of knowledge","authors":"Brenna M. Sweetman,&nbsp;Cayla Dean,&nbsp;Lisa Auermuller,&nbsp;Kathryn Noel Tremblay,&nbsp;Christopher Katalinas,&nbsp;Shannan Lewinski,&nbsp;Lori Cary-Kothera,&nbsp;Audra Luscher-Aissaoui","doi":"10.1111/1752-1688.13230","DOIUrl":"https://doi.org/10.1111/1752-1688.13230","url":null,"abstract":"<p>Coastal regions are becoming increasingly vulnerable to flooding. Due to growing risk, there is a need for a variety of accessible flood inundation services and information to improve resilience and adaptation outcomes. To better understand these needs the National Oceanic and Atmospheric Administration's Office for Coastal Management and the Center for Operational Oceanographic Products and Services collaborated to host five virtual workshops during the COVID-19 pandemic to understand inundation needs and deficits of five professional sectors: coastal planning, transportation and navigation, realty and insurance, health and human services, and natural resource and floodplain managers. This paper outlines the information collected from these workshops, shares recommendations for future research to improve equitable coastal resilience and highlights the value of remote engagement for knowledge coproduction. From the project results, we share cross-cutting topics that emerged and propose a need for greater equity, inclusive engagement, interagency coordination and future research directions through scientist-stakeholder coproduction workshops for improved coastal resilience.</p>","PeriodicalId":17234,"journal":{"name":"Journal of The American Water Resources Association","volume":"60 6","pages":"1162-1174"},"PeriodicalIF":2.6,"publicationDate":"2024-09-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1111/1752-1688.13230","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142762759","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Function and watershed-based stream mitigation: Lessons from a program development and implementation odyssey in the Western United States 基于功能和流域的河流缓解:美国西部项目发展和实施的经验教训
IF 2.6 4区 环境科学与生态学
Journal of The American Water Resources Association Pub Date : 2024-09-08 DOI: 10.1111/1752-1688.13225
Tracie-Lynn Nadeau, Dana Hicks, Robert A. Coulombe
{"title":"Function and watershed-based stream mitigation: Lessons from a program development and implementation odyssey in the Western United States","authors":"Tracie-Lynn Nadeau,&nbsp;Dana Hicks,&nbsp;Robert A. Coulombe","doi":"10.1111/1752-1688.13225","DOIUrl":"https://doi.org/10.1111/1752-1688.13225","url":null,"abstract":"<p>To improve the quality and success of compensatory mitigation under Clean Water Act Section 404, the U.S. Army Corps of Engineers and the U.S. Environmental Protection Agency jointly promulgated regulations in 2008. These regulations promote the use of function assessments to determine appropriate compensatory mitigation to replace functions and services lost due to permitted impacts to aquatic resources and require a watershed approach to mitigation. The Oregon Removal-Fill law, administered by the Department of State Lands, has similar requirements. Despite higher level policy, there is a paucity of scientific focus at the practical level needed to improve the tools and practices required for regulatory program implementation to achieve better mitigation outcomes, contributing to an implementation gap. By describing key challenges and specific solutions, we share lessons from a 15-year interagency effort to develop and implement an integrated, function, and watershed-based stream compensatory mitigation program in Oregon. We highlight the importance of an intentional process of engagement and change management and identify outstanding science and policy needs to improve stream compensatory mitigation programs and field-scale outcomes.</p>","PeriodicalId":17234,"journal":{"name":"Journal of The American Water Resources Association","volume":"60 6","pages":"1120-1143"},"PeriodicalIF":2.6,"publicationDate":"2024-09-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142762494","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Data-driven artificial intelligence-based streamflow forecasting, a review of methods, applications, and tools 基于数据驱动的人工智能的流量预测,方法、应用和工具的回顾
IF 2.6 4区 环境科学与生态学
Journal of The American Water Resources Association Pub Date : 2024-09-01 DOI: 10.1111/1752-1688.13229
Heerbod Jahanbani, Khandakar Ahmed, Bruce Gu
{"title":"Data-driven artificial intelligence-based streamflow forecasting, a review of methods, applications, and tools","authors":"Heerbod Jahanbani,&nbsp;Khandakar Ahmed,&nbsp;Bruce Gu","doi":"10.1111/1752-1688.13229","DOIUrl":"https://doi.org/10.1111/1752-1688.13229","url":null,"abstract":"<p>Data-driven artificial intelligence (DDAI) prediction has gained much attention, especially in recent years, because of its power and flexibility compared to traditional approaches. In hydrology, streamflow forecasting is one of the areas that took advantage of utilizing DDAI-based forecasting, given the weakness of the old approaches (e.g., physical-based approaches). Since many different techniques and tools have been used for streamflow forecasting, there is a new way to explore them. This manuscript reviews the recent (2011–2023) applications of DDAI in streamflow prediction. It provides a background of DDAI-based techniques, including machine learning algorithms and methods for pre-processing the data and optimizing or enhancing the machine learning approaches. We also explore the applications of DDAI techniques in streamflow forecasting. Finally, the most common tools for utilizing DDAI techniques in streamflow forecasting are presented.</p>","PeriodicalId":17234,"journal":{"name":"Journal of The American Water Resources Association","volume":"60 6","pages":"1095-1119"},"PeriodicalIF":2.6,"publicationDate":"2024-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1111/1752-1688.13229","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142762198","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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