{"id":"https://openalex.org/W4388899744","doi":"https://doi.org/10.3390/rs15235456","title":"Monitoring the Area Change in the Three Gorges Reservoir Riparian Zone Based on Genetic Algorithm Optimized Machine Learning Algorithms and Sentinel-1 Data","display_name":"Monitoring the Area Change in the Three Gorges Reservoir Riparian Zone Based on Genetic Algorithm Optimized Machine Learning Algorithms and Sentinel-1 Data","publication_year":2023,"publication_date":"2023-11-22","ids":{"openalex":"https://openalex.org/W4388899744","doi":"https://doi.org/10.3390/rs15235456"},"language":"en","primary_location":{"id":"doi:10.3390/rs15235456","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15235456","pdf_url":"https://www.mdpi.com/2072-4292/15/23/5456/pdf?version=1700662200","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2072-4292/15/23/5456/pdf?version=1700662200","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5104201357","display_name":"Baisheng Xu","orcid":null},"institutions":[{"id":"https://openalex.org/I142108993","display_name":"Southwest University","ror":"https://ror.org/01kj4z117","country_code":"CN","type":"education","lineage":["https://openalex.org/I142108993"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Baisheng Xu","raw_affiliation_strings":["College of Computer and Information Science, Southwest University, Chongqing 400716, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer and Information Science, Southwest University, Chongqing 400716, China","institution_ids":["https://openalex.org/I142108993"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Wei Wu","orcid":null},"institutions":[{"id":"https://openalex.org/I142108993","display_name":"Southwest University","ror":"https://ror.org/01kj4z117","country_code":"CN","type":"education","lineage":["https://openalex.org/I142108993"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Wei Wu","raw_affiliation_strings":["College of Computer and Information Science, Southwest University, Chongqing 400716, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer and Information Science, Southwest University, Chongqing 400716, China","institution_ids":["https://openalex.org/I142108993"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012200600","display_name":"Haohui Ye","orcid":null},"institutions":[{"id":"https://openalex.org/I142108993","display_name":"Southwest University","ror":"https://ror.org/01kj4z117","country_code":"CN","type":"education","lineage":["https://openalex.org/I142108993"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haohui Ye","raw_affiliation_strings":["College of Resources and Environment, Southwest University, Chongqing 400716, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Resources and Environment, Southwest University, Chongqing 400716, China","institution_ids":["https://openalex.org/I142108993"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100724565","display_name":"Xinrong Li","orcid":"https://orcid.org/0000-0002-7954-243X"},"institutions":[{"id":"https://openalex.org/I142108993","display_name":"Southwest University","ror":"https://ror.org/01kj4z117","country_code":"CN","type":"education","lineage":["https://openalex.org/I142108993"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinrong Li","raw_affiliation_strings":["College of Resources and Environment, Southwest University, Chongqing 400716, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Resources and Environment, Southwest University, Chongqing 400716, China","institution_ids":["https://openalex.org/I142108993"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100408239","display_name":"Hongbin Liu","orcid":"https://orcid.org/0000-0002-3892-1636"},"institutions":[{"id":"https://openalex.org/I142108993","display_name":"Southwest University","ror":"https://ror.org/01kj4z117","country_code":"CN","type":"education","lineage":["https://openalex.org/I142108993"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongbin Liu","raw_affiliation_strings":["College of Resources and Environment, Southwest University, Chongqing 400716, China"],"raw_orcid":"https://orcid.org/0000-0002-3892-1636","affiliations":[{"raw_affiliation_string":"College of Resources and Environment, Southwest University, Chongqing 400716, China","institution_ids":["https://openalex.org/I142108993"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I142108993"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":0.1521,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.52315451,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"15","issue":"23","first_page":"5456","last_page":"5456"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10930","display_name":"Flood Risk Assessment and Management","score":0.9980999827384949,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10930","display_name":"Flood Risk Assessment and Management","score":0.9980999827384949,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10889","display_name":"Soil erosion and sediment transport","score":0.9958999752998352,"subfield":{"id":"https://openalex.org/subfields/1111","display_name":"Soil Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11164","display_name":"Remote Sensing and LiDAR Applications","score":0.9954000115394592,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/riparian-zone","display_name":"Riparian zone","score":0.78956139087677},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.6178038120269775},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.556719183921814},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.4891524612903595},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3690994381904602},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.3435443043708801},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.25092068314552307},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.20841249823570251},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.1228632926940918}],"concepts":[{"id":"https://openalex.org/C11731853","wikidata":"https://www.wikidata.org/wiki/Q13360049","display_name":"Riparian zone","level":3,"score":0.78956139087677},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.6178038120269775},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.556719183921814},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.4891524612903595},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3690994381904602},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.3435443043708801},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.25092068314552307},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.20841249823570251},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.1228632926940918},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C185933670","wikidata":"https://www.wikidata.org/wiki/Q52105","display_name":"Habitat","level":2,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/rs15235456","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15235456","pdf_url":"https://www.mdpi.com/2072-4292/15/23/5456/pdf?version=1700662200","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:326da8abcbc3455ab0d591ab08129362","is_oa":true,"landing_page_url":"https://doaj.org/article/326da8abcbc3455ab0d591ab08129362","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing, Vol 15, Iss 23, p 5456 (2023)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2072-4292/15/23/5456/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/rs15235456","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/rs15235456","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15235456","pdf_url":"https://www.mdpi.com/2072-4292/15/23/5456/pdf?version=1700662200","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.5400000214576721,"id":"https://metadata.un.org/sdg/15","display_name":"Life in Land"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4388899744.pdf"},"referenced_works_count":63,"referenced_works":["https://openalex.org/W1564372824","https://openalex.org/W1584308190","https://openalex.org/W1992225739","https://openalex.org/W2005619117","https://openalex.org/W2036524212","https://openalex.org/W2036745212","https://openalex.org/W2038490935","https://openalex.org/W2086749887","https://openalex.org/W2101337062","https://openalex.org/W2125124513","https://openalex.org/W2261059368","https://openalex.org/W2289583191","https://openalex.org/W2295598076","https://openalex.org/W2460132139","https://openalex.org/W2485111498","https://openalex.org/W2532170443","https://openalex.org/W2536028139","https://openalex.org/W2602690536","https://openalex.org/W2732401928","https://openalex.org/W2734945550","https://openalex.org/W2756063524","https://openalex.org/W2763309260","https://openalex.org/W2782064752","https://openalex.org/W2797665550","https://openalex.org/W2797928606","https://openalex.org/W2809317444","https://openalex.org/W2887176733","https://openalex.org/W2911964244","https://openalex.org/W2921776107","https://openalex.org/W2945240923","https://openalex.org/W2951792693","https://openalex.org/W2956159545","https://openalex.org/W2989899565","https://openalex.org/W2990859939","https://openalex.org/W2994306952","https://openalex.org/W2997968425","https://openalex.org/W3013120195","https://openalex.org/W3027596373","https://openalex.org/W3030945918","https://openalex.org/W3042141803","https://openalex.org/W3043213779","https://openalex.org/W3048648692","https://openalex.org/W3080628220","https://openalex.org/W3088162569","https://openalex.org/W3090939278","https://openalex.org/W3094044927","https://openalex.org/W3094704314","https://openalex.org/W3095360421","https://openalex.org/W3099802519","https://openalex.org/W3103370507","https://openalex.org/W3121247259","https://openalex.org/W3129850285","https://openalex.org/W3153842403","https://openalex.org/W3197491224","https://openalex.org/W3205934925","https://openalex.org/W4220744737","https://openalex.org/W4229007711","https://openalex.org/W4239510810","https://openalex.org/W4246226690","https://openalex.org/W4285501121","https://openalex.org/W4323022533","https://openalex.org/W6771744290","https://openalex.org/W6850596729"],"related_works":["https://openalex.org/W2359626323","https://openalex.org/W2381541566","https://openalex.org/W2028580055","https://openalex.org/W2074553018","https://openalex.org/W6443672","https://openalex.org/W2617860542","https://openalex.org/W2360934293","https://openalex.org/W597809881","https://openalex.org/W2789269890","https://openalex.org/W2353232194"],"abstract_inverted_index":{"Riparian":[0],"zones":[1,169,238],"play":[2],"a":[3,13,134,183,207,227],"critical":[4],"role":[5],"in":[6,16,62,66,85,150,158,206,235,259],"ecosystems.":[7],"Accurately":[8],"extracting":[9],"the":[10,36,39,57,63,67,71,111,117,121,147,151,155,164,167,171,177,198,216,232,245,252,256,260],"area":[11,60,75,148,157,165,204,233],"of":[12,38,59,70,76,80,110,127,131,137,166,187,248,255],"riparian":[14,64,152,168,185,208,237,257],"zone":[15,65,153,186,209,258],"open":[17],"water":[18],"is":[19,197],"challenging":[20],"due":[21],"to":[22,34,99,145,215,225,240],"human":[23],"activities":[24],"and":[25,46,87,133,176,218,239,251],"climate":[26],"change.":[27],"This":[28],"study":[29,156,192],"used":[30,144],"Sentinel-1":[31,212],"satellite":[32],"data":[33,213],"investigate":[35],"capabilities":[37],"support":[40],"vector":[41],"machine,":[42],"extreme":[43],"gradient":[44],"boosting,":[45],"random":[47],"forest":[48],"methods,":[49],"which":[50,95],"were":[51,83,90,96,106],"optimized":[52],"by":[53],"genetic":[54],"algorithms":[55],"for":[56,92,202,230,244],"detection":[58],"changes":[61,149,205],"heart":[68],"region":[69],"Three":[72,261],"Gorges":[73,262],"Reservoir":[74],"China.":[77],"A":[78],"total":[79],"29":[81],"images":[82],"collected":[84],"2020,":[86],"three":[88],"models":[89],"created":[91],"each":[93],"image,":[94],"then":[97,143],"transferred":[98],"other":[100],"phases.":[101],"The":[102,113,139,221],"models\u2019":[103],"performance":[104,123],"metrics":[105],"validated":[107],"using":[108,211],"all":[109],"images.":[112],"results":[114],"indicated":[115],"that":[116,163,194],"SVM":[118,196],"method":[119,201],"achieved":[120],"best":[122],"with":[124,182],"an":[125,129,195],"accuracy":[126],"0.945,":[128],"F1_Score":[130],"0.950,":[132],"kappa":[135],"coefficient":[136],"0.889.":[138],"optimal":[140],"model":[141],"was":[142,161,170],"monitor":[146],"over":[154],"2020.":[159],"It":[160],"calculated":[162],"smallest":[172],"on":[173,179],"26":[174],"December":[175],"largest":[178],"17":[180],"June,":[181],"maximum":[184],"31.97":[188],"km2.":[189],"Overall,":[190],"this":[191],"demonstrates":[193],"most":[199],"stable":[200],"detecting":[203,231],"when":[210],"compared":[214],"RF":[217],"XGB":[219],"methods.":[220],"findings":[222],"are":[223],"anticipated":[224],"provide":[226,241],"feasible":[228],"plan":[229],"dynamics":[234],"open-water":[236],"valuable":[242],"information":[243],"rational":[246],"utilization":[247],"land":[249],"resources":[250],"ecological":[253],"safety":[254],"Reservoir.":[263]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
