中国农业大学学报2026，Vol.31Issue(2)：129-140,12.DOI:10.11841/j.issn.1007-4333.2026.02.11
基于CiteSpace的径流量遥感反演研究现状与进展分析
Research status and progress analysis of runoff inversion retrieval based on CiteSpace
摘要
Abstract
To analyze the development trends,cooperation relationships and research status of remote sensing inversion of runoff at home and abroad.this study is based on the databases of CNKI and WOS,the keywords"remote sensing runoff""runoff retrieval""remote sensing data","runoff"and"runoff inversion","remote sensing"and"river discharge"were searched and screend,respectively.A total of 1 726 literatures in the field of runoff remote sensing inversion from 2000 to 2023 were obtained.The CiteSpace software was used to analyze the literature in terms of six aspects:publication time,institution,country,author,periodicals and keywords.The results showed that:1)Since 2000,the number of domestic and foreign literature has shown a trend of slow growth followed by high growth.The abrupt change in the number of Chinese literature publications occurred in 2015,and the abrupt change in the number of English literature publications occurred in 2012.2)The United States,China and France ranked the top three in terms of the number of publications in this field,of which the Chinese Academy of Sciences and the California Institute of Technology as the main publishing institutions.The authors of the study,Bjerklie D M and Smith L C,are the most highly cited authors.Remote Sensing of Environment and Journal of Hydrology journals are highly cited journals.3)Keywords clustering can be categorized into six directions,and the number of publications has increased since 2000,of which direction 5(training deep learning models for inverting runoff volume based on long time series data)has seen the most significant increase in publications,and since 2019,the number of publications has far exceeded other directions,becoming a research hotspot in the field of runoff remote sensing inversion.4)The development of research hotspots in CNKI database can be divided into two stages.The first phase(2000-2015)is the traditional hydrological modelling period,which focuses on the hydrological modelling of the traditional physical mechanism,and the second phase(2016-2023)is the period of rapid development of technological convergence,which introduces the more advanced mathematical and physical models in the international field for inversion.The development of research hotspots in the WOS is also divided into two phases,the first phase(2000-2012)is the multi-model exploration period,mainly trying to multivariate model inversion of runoff,and the second phase is the(2013-2023)fusion development period,mainly focusing on out the research on the fusion of mathematical and physical models and multi-methods,and from the point of view of the first appearance of the research content,the English literature tends to be earlier than the Chinese literature.Future research should focus on the fusion of multi-source data,model improvement and optimization,adaptation of basin characteristics inversion methods,and investigation of impact mechanisms.关键词
径流量反演/径流量/CiteSpace/卫星遥感/知识图谱/数字孪生流域Key words
runoff inversion/runoff/CiteSpace/satellite remote sensing/knowledge graph/digital twin watershed分类
建筑与水利引用本文复制引用
关昊哲,冶运涛,顾晶晶,周政,曹引,蒋云钟..基于CiteSpace的径流量遥感反演研究现状与进展分析[J].中国农业大学学报,2026,31(2):129-140,12.基金项目
国家重点研发计划(2023YFC3209302-03) （2023YFC3209302-03）
国家自然科学基金项目(52279031,52309040) （52279031,52309040）
北京市自然科学基金项目(JQ21029) （JQ21029）
