{"id":"https://openalex.org/W4382204594","doi":"https://doi.org/10.1109/saci58269.2023.10158570","title":"The Most Important Hydro-Environmental Drivers Affecting Gully Erosion Occurrence Through Wrapper Methods","display_name":"The Most Important Hydro-Environmental Drivers Affecting Gully Erosion Occurrence Through Wrapper Methods","publication_year":2023,"publication_date":"2023-05-23","ids":{"openalex":"https://openalex.org/W4382204594","doi":"https://doi.org/10.1109/saci58269.2023.10158570"},"language":"en","primary_location":{"id":"doi:10.1109/saci58269.2023.10158570","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/saci58269.2023.10158570","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 17th International Symposium on Applied Computational Intelligence and Informatics (SACI)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5083772809","display_name":"Bahram Choubin","orcid":"https://orcid.org/0000-0001-6350-7157"},"institutions":[{"id":"https://openalex.org/I4210088633","display_name":"Soil Conservation and Watershed Management Research","ror":"https://ror.org/0066jc902","country_code":"IR","type":"facility","lineage":["https://openalex.org/I4210088633"]},{"id":"https://openalex.org/I4210141426","display_name":"Agricultural Research & Education Organization","ror":"https://ror.org/032hv6w38","country_code":"IR","type":"nonprofit","lineage":["https://openalex.org/I4210141426"]}],"countries":["IR"],"is_corresponding":true,"raw_author_name":"Bahram Choubin","raw_affiliation_strings":["AREEO,West Azarbaijan Agricultural and Natural Resources Research and Education Center,Soil Conservation and Watershed Management Research Department,rmia,Iran","Soil Conservation and Watershed Management Research Department, West Azarbaijan Agricultural and Natural Resources Research and Education Center, AREEO, rmia, Iran"],"affiliations":[{"raw_affiliation_string":"AREEO,West Azarbaijan Agricultural and Natural Resources Research and Education Center,Soil Conservation and Watershed Management Research Department,rmia,Iran","institution_ids":["https://openalex.org/I4210088633"]},{"raw_affiliation_string":"Soil Conservation and Watershed Management Research Department, West Azarbaijan Agricultural and Natural Resources Research and Education Center, AREEO, rmia, Iran","institution_ids":["https://openalex.org/I4210088633","https://openalex.org/I4210141426"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039567207","display_name":"Omid Rahmati","orcid":"https://orcid.org/0000-0001-5672-8525"},"institutions":[{"id":"https://openalex.org/I4210141426","display_name":"Agricultural Research & Education Organization","ror":"https://ror.org/032hv6w38","country_code":"IR","type":"nonprofit","lineage":["https://openalex.org/I4210141426"]},{"id":"https://openalex.org/I4210088633","display_name":"Soil Conservation and Watershed Management Research","ror":"https://ror.org/0066jc902","country_code":"IR","type":"facility","lineage":["https://openalex.org/I4210088633"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Omid Rahmati","raw_affiliation_strings":["AREEO,Kurdistan Agricultural and Natural Resources Research and Education Center,Soil Conservation and Watershed Management Research Department,Sanandaj,Iran","Soil Conservation and Watershed Management Research Department, Kurdistan Agricultural and Natural Resources Research and Education Center, AREEO, Sanandaj, Iran"],"affiliations":[{"raw_affiliation_string":"AREEO,Kurdistan Agricultural and Natural Resources Research and Education Center,Soil Conservation and Watershed Management Research Department,Sanandaj,Iran","institution_ids":["https://openalex.org/I4210088633"]},{"raw_affiliation_string":"Soil Conservation and Watershed Management Research Department, Kurdistan Agricultural and Natural Resources Research and Education Center, AREEO, Sanandaj, Iran","institution_ids":["https://openalex.org/I4210088633","https://openalex.org/I4210141426"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047561079","display_name":"Scott A. Soleimanpour","orcid":"https://orcid.org/0000-0001-6777-4498"},"institutions":[{"id":"https://openalex.org/I4210088633","display_name":"Soil Conservation and Watershed Management Research","ror":"https://ror.org/0066jc902","country_code":"IR","type":"facility","lineage":["https://openalex.org/I4210088633"]},{"id":"https://openalex.org/I4210141426","display_name":"Agricultural Research & Education Organization","ror":"https://ror.org/032hv6w38","country_code":"IR","type":"nonprofit","lineage":["https://openalex.org/I4210141426"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Seyed Masoud Soleimanpour","raw_affiliation_strings":["AREEO,Fars Agricultural and Natural Resources Research and Education Center,Soil Conservation and Watershed Management Research Department,Shiraz,Iran","Soil Conservation and Watershed Management Research Department, Fars Agricultural and Natural Resources Research and Education Center, AREEO, Shiraz, Iran"],"affiliations":[{"raw_affiliation_string":"AREEO,Fars Agricultural and Natural Resources Research and Education Center,Soil Conservation and Watershed Management Research Department,Shiraz,Iran","institution_ids":["https://openalex.org/I4210088633"]},{"raw_affiliation_string":"Soil Conservation and Watershed Management Research Department, Fars Agricultural and Natural Resources Research and Education Center, AREEO, Shiraz, Iran","institution_ids":["https://openalex.org/I4210088633","https://openalex.org/I4210141426"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007901876","display_name":"Samad Shadfar","orcid":null},"institutions":[{"id":"https://openalex.org/I4210141426","display_name":"Agricultural Research & Education Organization","ror":"https://ror.org/032hv6w38","country_code":"IR","type":"nonprofit","lineage":["https://openalex.org/I4210141426"]},{"id":"https://openalex.org/I4210088633","display_name":"Soil Conservation and Watershed Management Research","ror":"https://ror.org/0066jc902","country_code":"IR","type":"facility","lineage":["https://openalex.org/I4210088633"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Samad Shadfar","raw_affiliation_strings":["Soil Conservation and Watershed Management Research Institute (SCWMRI),Agricultural Research, Education and Extension Organization (AREEO),Tehran,Iran","Agricultural Research, Education and Extension Organization (AREEO), Soil Conservation and Watershed Management Research Institute (SCWMRI), Tehran, Iran"],"affiliations":[{"raw_affiliation_string":"Soil Conservation and Watershed Management Research Institute (SCWMRI),Agricultural Research, Education and Extension Organization (AREEO),Tehran,Iran","institution_ids":["https://openalex.org/I4210088633"]},{"raw_affiliation_string":"Agricultural Research, Education and Extension Organization (AREEO), Soil Conservation and Watershed Management Research Institute (SCWMRI), Tehran, Iran","institution_ids":["https://openalex.org/I4210088633","https://openalex.org/I4210141426"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5092276483","display_name":"Ahmad Najafi Igdir","orcid":null},"institutions":[{"id":"https://openalex.org/I4210088633","display_name":"Soil Conservation and Watershed Management Research","ror":"https://ror.org/0066jc902","country_code":"IR","type":"facility","lineage":["https://openalex.org/I4210088633"]},{"id":"https://openalex.org/I4210141426","display_name":"Agricultural Research & Education Organization","ror":"https://ror.org/032hv6w38","country_code":"IR","type":"nonprofit","lineage":["https://openalex.org/I4210141426"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Ahmad Najafi Igdir","raw_affiliation_strings":["AREEO,West Azarbaijan Agricultural and Natural Resources Research and Education Center,Soil Conservation and Watershed Management Research Department,rmia,Iran","Soil Conservation and Watershed Management Research Department, West Azarbaijan Agricultural and Natural Resources Research and Education Center, AREEO, rmia, Iran"],"affiliations":[{"raw_affiliation_string":"AREEO,West Azarbaijan Agricultural and Natural Resources Research and Education Center,Soil Conservation and Watershed Management Research Department,rmia,Iran","institution_ids":["https://openalex.org/I4210088633"]},{"raw_affiliation_string":"Soil Conservation and Watershed Management Research Department, West Azarbaijan Agricultural and Natural Resources Research and Education Center, AREEO, rmia, Iran","institution_ids":["https://openalex.org/I4210088633","https://openalex.org/I4210141426"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5083772809"],"corresponding_institution_ids":["https://openalex.org/I4210088633","https://openalex.org/I4210141426"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.08771705,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"525","last_page":"528"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10889","display_name":"Soil erosion and sediment transport","score":0.9994000196456909,"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"}},"topics":[{"id":"https://openalex.org/T10889","display_name":"Soil erosion and sediment transport","score":0.9994000196456909,"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/T12543","display_name":"Groundwater and Watershed Analysis","score":0.9916999936103821,"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"}},{"id":"https://openalex.org/T10330","display_name":"Hydrology and Watershed Management Studies","score":0.9696000218391418,"subfield":{"id":"https://openalex.org/subfields/2312","display_name":"Water Science and Technology"},"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/watershed","display_name":"Watershed","score":0.7620968818664551},{"id":"https://openalex.org/keywords/gully-erosion","display_name":"Gully erosion","score":0.6274544596672058},{"id":"https://openalex.org/keywords/erosion","display_name":"Erosion","score":0.5550645589828491},{"id":"https://openalex.org/keywords/land-use","display_name":"Land use","score":0.5248008966445923},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.49927425384521484},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.48507633805274963},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.4657400846481323},{"id":"https://openalex.org/keywords/elevation","display_name":"Elevation (ballistics)","score":0.45506948232650757},{"id":"https://openalex.org/keywords/hydrology","display_name":"Hydrology (agriculture)","score":0.4520915448665619},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.4445129632949829},{"id":"https://openalex.org/keywords/drainage-density","display_name":"Drainage density","score":0.43961578607559204},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4196653962135315},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.2296527922153473},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.16342246532440186},{"id":"https://openalex.org/keywords/civil-engineering","display_name":"Civil engineering","score":0.13243824243545532},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.1282983124256134},{"id":"https://openalex.org/keywords/geotechnical-engineering","display_name":"Geotechnical engineering","score":0.11907327175140381},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.11600291728973389},{"id":"https://openalex.org/keywords/geomorphology","display_name":"Geomorphology","score":0.10798394680023193}],"concepts":[{"id":"https://openalex.org/C150547873","wikidata":"https://www.wikidata.org/wiki/Q947851","display_name":"Watershed","level":2,"score":0.7620968818664551},{"id":"https://openalex.org/C2992428861","wikidata":"https://www.wikidata.org/wiki/Q1361400","display_name":"Gully erosion","level":3,"score":0.6274544596672058},{"id":"https://openalex.org/C123157820","wikidata":"https://www.wikidata.org/wiki/Q80026","display_name":"Erosion","level":2,"score":0.5550645589828491},{"id":"https://openalex.org/C4792198","wikidata":"https://www.wikidata.org/wiki/Q1165944","display_name":"Land use","level":2,"score":0.5248008966445923},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.49927425384521484},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.48507633805274963},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.4657400846481323},{"id":"https://openalex.org/C37054046","wikidata":"https://www.wikidata.org/wiki/Q641888","display_name":"Elevation (ballistics)","level":2,"score":0.45506948232650757},{"id":"https://openalex.org/C76886044","wikidata":"https://www.wikidata.org/wiki/Q2883300","display_name":"Hydrology (agriculture)","level":2,"score":0.4520915448665619},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.4445129632949829},{"id":"https://openalex.org/C2779989982","wikidata":"https://www.wikidata.org/wiki/Q5305552","display_name":"Drainage density","level":3,"score":0.43961578607559204},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4196653962135315},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.2296527922153473},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.16342246532440186},{"id":"https://openalex.org/C147176958","wikidata":"https://www.wikidata.org/wiki/Q77590","display_name":"Civil engineering","level":1,"score":0.13243824243545532},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.1282983124256134},{"id":"https://openalex.org/C187320778","wikidata":"https://www.wikidata.org/wiki/Q1349130","display_name":"Geotechnical engineering","level":1,"score":0.11907327175140381},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.11600291728973389},{"id":"https://openalex.org/C114793014","wikidata":"https://www.wikidata.org/wiki/Q52109","display_name":"Geomorphology","level":1,"score":0.10798394680023193},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/saci58269.2023.10158570","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/saci58269.2023.10158570","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 17th International Symposium on Applied Computational Intelligence and Informatics (SACI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7900000214576721,"display_name":"Life in Land","id":"https://metadata.un.org/sdg/15"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W1964130720","https://openalex.org/W2080968155","https://openalex.org/W2167101736","https://openalex.org/W2753918639","https://openalex.org/W2806889219","https://openalex.org/W2920548804","https://openalex.org/W3010444683","https://openalex.org/W3012359043","https://openalex.org/W3023488024","https://openalex.org/W3047180133","https://openalex.org/W3080660105","https://openalex.org/W3205782293","https://openalex.org/W4212816989"],"related_works":["https://openalex.org/W2124636739","https://openalex.org/W900403680","https://openalex.org/W2100488057","https://openalex.org/W2274431610","https://openalex.org/W2045045146","https://openalex.org/W3123642943","https://openalex.org/W2738109469","https://openalex.org/W2035089512","https://openalex.org/W1994864359","https://openalex.org/W4366829796"],"abstract_inverted_index":{"This":[0],"study":[1],"aimed":[2],"to":[3,51,82,97],"draw":[4],"connections":[5],"between":[6],"gully":[7,102],"erosion":[8],"occurrences":[9],"and":[10,44,85],"hydro-environmental":[11],"factors":[12],"in":[13],"watershed":[14,95],"areas":[15],"that":[16],"illustrate":[17],"relationships.":[18],"For":[19],"this":[20,90],"aim,":[21],"feature":[22,54],"elimination":[23],"methods":[24,34],"help":[25],"diagnose":[26],"the":[27,58,66,69,71],"most":[28,72],"key":[29],"drivers.":[30],"So,":[31],"three":[32],"Wrapper":[33],"of":[35,68,89],"Sequential":[36,40],"Forward":[37],"Selection":[38,42,47],"(SFS),":[39],"Backward":[41],"(SBS),":[43],"Exhaustive":[45],"Feature":[46],"(EFS)":[48],"were":[49,76],"taken":[50],"account":[52],"for":[53,94],"extraction,":[55],"by":[56],"considering":[57],"Random":[59],"Forest":[60],"model":[61],"as":[62],"an":[63],"estimator.":[64],"Considering":[65],"results":[67],"models,":[70],"important":[73],"identified":[74],"variables":[75],"aspect,":[77],"drainage":[78],"density,":[79],"elevation,":[80],"distance":[81],"road,":[83],"landuse,":[84],"slope.":[86],"The":[87],"outcomes":[88],"research":[91],"procure":[92],"insights":[93],"managers":[96],"know":[98],"how":[99],"should":[100],"face":[101],"erosion.":[103]},"counts_by_year":[],"updated_date":"2025-12-21T23:12:01.093139","created_date":"2025-10-10T00:00:00"}
