Zi Zhan, Yaqiang Wei, Tian-Chyi Jim Yeh, Yiran Chen, Yuling Chen, Yu Li, Jiao Zhang, Yi Wen, Hui Li
{"title":"地下水管理的小数据洞察","authors":"Zi Zhan, Yaqiang Wei, Tian-Chyi Jim Yeh, Yiran Chen, Yuling Chen, Yu Li, Jiao Zhang, Yi Wen, Hui Li","doi":"10.1021/acs.est.5c01025","DOIUrl":null,"url":null,"abstract":"Figure 1. Small data generation, enhancement methods, and data analysis within groundwater systems are essential for improving remediation outcomes at contaminated sites. Constrained by high sampling costs and logistical challenges, limited monitoring data collected from boreholes can be leveraged for in-depth analysis at a site with contaminated groundwater. Optimized methods for maximizing the utility of small data not only enhance the evaluation of subsequent remediation efforts but also support the development of efficient, high-precision, and cost-effective remediation strategies. Z.Z. and Y.W. led the conceptualization, writing, and figure drafting. Y.C., Y.C., and J.Z. assisted with writing and figures. H.L. and Y.W. conceived the ideas and designed the framework. T.-C.J.Y. and Y.L. helped to improve the writing of the paper. All authors approved the final form for publication. Dr. Yaqiang Wei is currently an Associate Professor at Shanghai University. He completed his postdoctoral research at Shanghai Jiao Tong University and obtained his Ph.D. from the University of Chinese Academy of Sciences in 2017, with a joint training program at the University of Arizona, United States. His primary research focus is on the migration, transformation, and fate of contaminants in soil and groundwater. He has led several research projects, including a project of key fund and a Youth Fund from the National Natural Science Foundation, and two subprojects under the National Key Research and Development Program for Soil Pollution Causes and Control Technologies. He also serves as a young editorial board member for journals such as <i>Eco-Environment & Health</i> and <i>Agriculture Communications</i>. This work was supported by the National Natural Science Foundation of China (42477004, 42330706, and 42125706). This article references 46 other publications. This article has not yet been cited by other publications.","PeriodicalId":36,"journal":{"name":"环境科学与技术","volume":"2 1","pages":""},"PeriodicalIF":11.3000,"publicationDate":"2025-02-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Small Data Insights for Groundwater Management\",\"authors\":\"Zi Zhan, Yaqiang Wei, Tian-Chyi Jim Yeh, Yiran Chen, Yuling Chen, Yu Li, Jiao Zhang, Yi Wen, Hui Li\",\"doi\":\"10.1021/acs.est.5c01025\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Figure 1. Small data generation, enhancement methods, and data analysis within groundwater systems are essential for improving remediation outcomes at contaminated sites. Constrained by high sampling costs and logistical challenges, limited monitoring data collected from boreholes can be leveraged for in-depth analysis at a site with contaminated groundwater. Optimized methods for maximizing the utility of small data not only enhance the evaluation of subsequent remediation efforts but also support the development of efficient, high-precision, and cost-effective remediation strategies. Z.Z. and Y.W. led the conceptualization, writing, and figure drafting. Y.C., Y.C., and J.Z. assisted with writing and figures. H.L. and Y.W. conceived the ideas and designed the framework. T.-C.J.Y. and Y.L. helped to improve the writing of the paper. All authors approved the final form for publication. Dr. Yaqiang Wei is currently an Associate Professor at Shanghai University. He completed his postdoctoral research at Shanghai Jiao Tong University and obtained his Ph.D. from the University of Chinese Academy of Sciences in 2017, with a joint training program at the University of Arizona, United States. His primary research focus is on the migration, transformation, and fate of contaminants in soil and groundwater. He has led several research projects, including a project of key fund and a Youth Fund from the National Natural Science Foundation, and two subprojects under the National Key Research and Development Program for Soil Pollution Causes and Control Technologies. He also serves as a young editorial board member for journals such as <i>Eco-Environment & Health</i> and <i>Agriculture Communications</i>. This work was supported by the National Natural Science Foundation of China (42477004, 42330706, and 42125706). This article references 46 other publications. This article has not yet been cited by other publications.\",\"PeriodicalId\":36,\"journal\":{\"name\":\"环境科学与技术\",\"volume\":\"2 1\",\"pages\":\"\"},\"PeriodicalIF\":11.3000,\"publicationDate\":\"2025-02-12\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"环境科学与技术\",\"FirstCategoryId\":\"1\",\"ListUrlMain\":\"https://doi.org/10.1021/acs.est.5c01025\",\"RegionNum\":1,\"RegionCategory\":\"环境科学与生态学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"ENGINEERING, ENVIRONMENTAL\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"环境科学与技术","FirstCategoryId":"1","ListUrlMain":"https://doi.org/10.1021/acs.est.5c01025","RegionNum":1,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ENGINEERING, ENVIRONMENTAL","Score":null,"Total":0}
Figure 1. Small data generation, enhancement methods, and data analysis within groundwater systems are essential for improving remediation outcomes at contaminated sites. Constrained by high sampling costs and logistical challenges, limited monitoring data collected from boreholes can be leveraged for in-depth analysis at a site with contaminated groundwater. Optimized methods for maximizing the utility of small data not only enhance the evaluation of subsequent remediation efforts but also support the development of efficient, high-precision, and cost-effective remediation strategies. Z.Z. and Y.W. led the conceptualization, writing, and figure drafting. Y.C., Y.C., and J.Z. assisted with writing and figures. H.L. and Y.W. conceived the ideas and designed the framework. T.-C.J.Y. and Y.L. helped to improve the writing of the paper. All authors approved the final form for publication. Dr. Yaqiang Wei is currently an Associate Professor at Shanghai University. He completed his postdoctoral research at Shanghai Jiao Tong University and obtained his Ph.D. from the University of Chinese Academy of Sciences in 2017, with a joint training program at the University of Arizona, United States. His primary research focus is on the migration, transformation, and fate of contaminants in soil and groundwater. He has led several research projects, including a project of key fund and a Youth Fund from the National Natural Science Foundation, and two subprojects under the National Key Research and Development Program for Soil Pollution Causes and Control Technologies. He also serves as a young editorial board member for journals such as Eco-Environment & Health and Agriculture Communications. This work was supported by the National Natural Science Foundation of China (42477004, 42330706, and 42125706). This article references 46 other publications. This article has not yet been cited by other publications.
期刊介绍:
Environmental Science & Technology (ES&T) is a co-sponsored academic and technical magazine by the Hubei Provincial Environmental Protection Bureau and the Hubei Provincial Academy of Environmental Sciences.
Environmental Science & Technology (ES&T) holds the status of Chinese core journals, scientific papers source journals of China, Chinese Science Citation Database source journals, and Chinese Academic Journal Comprehensive Evaluation Database source journals. This publication focuses on the academic field of environmental protection, featuring articles related to environmental protection and technical advancements.