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China","award":["2018GZ0265"],"award-info":[{"award-number":["2018GZ0265"]}]},{"name":"Major Scientific and Technological Special Program of Sichuan Province, China","award":["QHDX-2018-07"],"award-info":[{"award-number":["QHDX-2018-07"]}]},{"name":"Major Scientific and Technological Special Program of Sichuan Province, China","award":["2018SZDZX0027"],"award-info":[{"award-number":["2018SZDZX0027"]}]},{"name":"Major Scientific and Technological Special Program of Sichuan Province, China","award":["2018SZ027"],"award-info":[{"award-number":["2018SZ027"]}]},{"name":"Major Scientific and Technological Special Program of Sichuan Province, China","award":["2019-YF09-00081-SN"],"award-info":[{"award-number":["2019-YF09-00081-SN"]}]},{"name":"Key Research and Development Program of Sichuan Province, China","award":["2019YFC1510700"],"award-info":[{"award-number":["2019YFC1510700"]}]},{"name":"Key Research and Development Program of Sichuan Province, China","award":["41701499"],"award-info":[{"award-number":["41701499"]}]},{"name":"Key Research and Development Program of Sichuan Province, China","award":["2018GZ0265"],"award-info":[{"award-number":["2018GZ0265"]}]},{"name":"Key Research and Development Program of Sichuan Province, China","award":["QHDX-2018-07"],"award-info":[{"award-number":["QHDX-2018-07"]}]},{"name":"Key Research and Development Program of Sichuan Province, China","award":["2018SZDZX0027"],"award-info":[{"award-number":["2018SZDZX0027"]}]},{"name":"Key Research and Development Program of Sichuan Province, China","award":["2018SZ027"],"award-info":[{"award-number":["2018SZ027"]}]},{"name":"Key Research and Development Program of Sichuan Province, China","award":["2019-YF09-00081-SN"],"award-info":[{"award-number":["2019-YF09-00081-SN"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Remote Sensing"],"abstract":"<jats:p>Flash flood is one of the extremely destructive natural disasters in the world. In recent years, extreme rainfall events caused by global climate change have increased, and flash flood disasters are becoming the main types of natural disasters in the world. Due to the characteristics of strong suddenness, complex disaster-causing factors, great difficulty in prediction and forecast, and the lack of historical data, it is difficult to effectively prevent and control flash flood disaster. The early identification technology of flash floods is not only the basis of flash flood disaster prediction and early warning, but also an effective means of flash flood prevention and control. The paper makes a meta-analysis and visual analysis of 475 documents collected by the Web of Science Document Platform in the past 31 years by comprehensively using Citespace, Vosviewer, Origin, etc. We systematically summarize the research progress and development trend of early identification technology of flash flood disasters from five key research subfields: (1) precipitation, (2) sediment, (3) sensitivity analysis, (4) risk assessment, (5) uncertainty analysis. In addition, we analyze and discuss the main problems encountered in the current research of several subfields and put forward some suggestions to provide references for the prevention and control of flash flood disasters.<\/jats:p>","DOI":"10.3390\/rs14143313","type":"journal-article","created":{"date-parts":[[2022,7,11]],"date-time":"2022-07-11T00:06:21Z","timestamp":1657497981000},"page":"3313","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":12,"title":["Meta-Analysis and Visualization of the Literature on Early Identification of Flash Floods"],"prefix":"10.3390","volume":"14","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-6809-0677","authenticated-orcid":false,"given":"Zhengli","family":"Yang","sequence":"first","affiliation":[{"name":"State Key Laboratory of Hydraulics and Mountain River Engineering, Sichuan University, Chengdu 610065, China"},{"name":"College of Hydraulic and Hydroelectric Engineering, Sichuan University, Chengdu 610065, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xinyue","family":"Yuan","sequence":"additional","affiliation":[{"name":"State Key Laboratory of Hydraulics and Mountain River Engineering, Sichuan University, Chengdu 610065, China"},{"name":"College of Hydraulic and Hydroelectric Engineering, Sichuan University, Chengdu 610065, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1741-9265","authenticated-orcid":false,"given":"Chao","family":"Liu","sequence":"additional","affiliation":[{"name":"State Key Laboratory of Hydraulics and Mountain River Engineering, Sichuan University, Chengdu 610065, China"},{"name":"College of Hydraulic and Hydroelectric Engineering, Sichuan University, Chengdu 610065, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ruihua","family":"Nie","sequence":"additional","affiliation":[{"name":"State Key Laboratory of Hydraulics and Mountain River Engineering, Sichuan University, Chengdu 610065, China"},{"name":"College of Hydraulic and Hydroelectric Engineering, Sichuan University, Chengdu 610065, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Tiegang","family":"Liu","sequence":"additional","affiliation":[{"name":"State Key Laboratory of Hydraulics and Mountain River Engineering, Sichuan University, Chengdu 610065, China"},{"name":"College of Hydraulic and Hydroelectric Engineering, Sichuan University, Chengdu 610065, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1342-6417","authenticated-orcid":false,"given":"Xiaoai","family":"Dai","sequence":"additional","affiliation":[{"name":"College of Earth Science, Chengdu University of Technology, Chengdu 610059, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Lei","family":"Ma","sequence":"additional","affiliation":[{"name":"School of Geography and Ocean Science, Nanjing University, Nanjing 210093, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Min","family":"Tang","sequence":"additional","affiliation":[{"name":"China Railway Eryuan Engineering Group Co., Ltd., Chengdu 610031, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yina","family":"Xu","sequence":"additional","affiliation":[{"name":"China Railway Eryuan Engineering Group Co., Ltd., Chengdu 610031, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3649-0983","authenticated-orcid":false,"given":"Heng","family":"Lu","sequence":"additional","affiliation":[{"name":"State Key Laboratory of Hydraulics and Mountain River Engineering, Sichuan University, Chengdu 610065, China"},{"name":"College of Hydraulic and Hydroelectric Engineering, Sichuan University, Chengdu 610065, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1968","published-online":{"date-parts":[[2022,7,9]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"613","DOI":"10.1007\/s00703-019-00709-1","article-title":"Synoptic flow patterns and large-scale characteristics of flash flood-producing rainstorms over northeast Bangladesh","volume":"132","author":"Das","year":"2020","journal-title":"Meteorol. 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