{"id":"https://openalex.org/W4403021918","doi":"https://doi.org/10.1109/access.2024.3471795","title":"High-Precision Debris Flow Scale Prediction Model Based on CIHHO Algorithm Combined With Multilayer Perceptron Neural Network","display_name":"High-Precision Debris Flow Scale Prediction Model Based on CIHHO Algorithm Combined With Multilayer Perceptron Neural Network","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4403021918","doi":"https://doi.org/10.1109/access.2024.3471795"},"language":"en","primary_location":{"id":"doi:10.1109/access.2024.3471795","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3471795","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2024.3471795","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5028006089","display_name":"Yue Qiang","orcid":"https://orcid.org/0000-0002-8505-8564"},"institutions":[{"id":"https://openalex.org/I50180762","display_name":"Chongqing Three Gorges University","ror":"https://ror.org/05rs3pv16","country_code":"CN","type":"education","lineage":["https://openalex.org/I50180762"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yue Qiang","raw_affiliation_strings":["Civil Engineering College, Chongqing Three Gorges University, Wanzhou, Chongqing, China"],"raw_orcid":"https://orcid.org/0000-0002-8505-8564","affiliations":[{"raw_affiliation_string":"Civil Engineering College, Chongqing Three Gorges University, Wanzhou, Chongqing, China","institution_ids":["https://openalex.org/I50180762"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100294361","display_name":"Xinlong Xu","orcid":null},"institutions":[{"id":"https://openalex.org/I50180762","display_name":"Chongqing Three Gorges University","ror":"https://ror.org/05rs3pv16","country_code":"CN","type":"education","lineage":["https://openalex.org/I50180762"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinlong Xu","raw_affiliation_strings":["Civil Engineering College, Chongqing Three Gorges University, Wanzhou, Chongqing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Civil Engineering College, Chongqing Three Gorges University, Wanzhou, Chongqing, China","institution_ids":["https://openalex.org/I50180762"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100361116","display_name":"Li Li","orcid":"https://orcid.org/0000-0002-1925-3169"},"institutions":[{"id":"https://openalex.org/I50180762","display_name":"Chongqing Three Gorges University","ror":"https://ror.org/05rs3pv16","country_code":"CN","type":"education","lineage":["https://openalex.org/I50180762"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Li Li","raw_affiliation_strings":["Civil Engineering College, Chongqing Three Gorges University, Wanzhou, Chongqing, China"],"raw_orcid":"https://orcid.org/0000-0002-1925-3169","affiliations":[{"raw_affiliation_string":"Civil Engineering College, Chongqing Three Gorges University, Wanzhou, Chongqing, China","institution_ids":["https://openalex.org/I50180762"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102621019","display_name":"Siyu Liang","orcid":null},"institutions":[{"id":"https://openalex.org/I50180762","display_name":"Chongqing Three Gorges University","ror":"https://ror.org/05rs3pv16","country_code":"CN","type":"education","lineage":["https://openalex.org/I50180762"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Siyu Liang","raw_affiliation_strings":["Civil Engineering College, Chongqing Three Gorges University, Wanzhou, Chongqing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Civil Engineering College, Chongqing Three Gorges University, Wanzhou, Chongqing, China","institution_ids":["https://openalex.org/I50180762"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039213137","display_name":"Xi Wang","orcid":"https://orcid.org/0000-0002-0566-5357"},"institutions":[{"id":"https://openalex.org/I50180762","display_name":"Chongqing Three Gorges University","ror":"https://ror.org/05rs3pv16","country_code":"CN","type":"education","lineage":["https://openalex.org/I50180762"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xi Wang","raw_affiliation_strings":["Civil Engineering College, Chongqing Three Gorges University, Wanzhou, Chongqing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Civil Engineering College, Chongqing Three Gorges University, Wanzhou, Chongqing, China","institution_ids":["https://openalex.org/I50180762"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Cheng Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I50180762","display_name":"Chongqing Three Gorges University","ror":"https://ror.org/05rs3pv16","country_code":"CN","type":"education","lineage":["https://openalex.org/I50180762"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Cheng Chen","raw_affiliation_strings":["Civil Engineering College, Chongqing Three Gorges University, Wanzhou, Chongqing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Civil Engineering College, Chongqing Three Gorges University, Wanzhou, Chongqing, China","institution_ids":["https://openalex.org/I50180762"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101105846","display_name":"Xinyi Tan","orcid":null},"institutions":[{"id":"https://openalex.org/I50180762","display_name":"Chongqing Three Gorges University","ror":"https://ror.org/05rs3pv16","country_code":"CN","type":"education","lineage":["https://openalex.org/I50180762"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinyi Tan","raw_affiliation_strings":["Civil Engineering College, Chongqing Three Gorges University, Wanzhou, Chongqing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Civil Engineering College, Chongqing Three Gorges University, Wanzhou, Chongqing, China","institution_ids":["https://openalex.org/I50180762"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I50180762"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":0.5651,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.76103288,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"12","issue":null,"first_page":"144710","last_page":"144724"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10535","display_name":"Landslides and related hazards","score":0.8787000179290771,"subfield":{"id":"https://openalex.org/subfields/2308","display_name":"Management, Monitoring, Policy and Law"},"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/T10535","display_name":"Landslides and related hazards","score":0.8787000179290771,"subfield":{"id":"https://openalex.org/subfields/2308","display_name":"Management, Monitoring, Policy and Law"},"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/T14392","display_name":"Geoscience and Mining Technology","score":0.7919999957084656,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T14510","display_name":"Medical Imaging and Analysis","score":0.7415000200271606,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7171908617019653},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6602312326431274},{"id":"https://openalex.org/keywords/debris-flow","display_name":"Debris flow","score":0.6187534332275391},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.5741203427314758},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5668377876281738},{"id":"https://openalex.org/keywords/flow","display_name":"Flow (mathematics)","score":0.4168662130832672},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3946734070777893},{"id":"https://openalex.org/keywords/debris","display_name":"Debris","score":0.27374425530433655},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.10921710729598999},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.08956736326217651}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7171908617019653},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6602312326431274},{"id":"https://openalex.org/C2776643431","wikidata":"https://www.wikidata.org/wiki/Q1817963","display_name":"Debris flow","level":3,"score":0.6187534332275391},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.5741203427314758},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5668377876281738},{"id":"https://openalex.org/C38349280","wikidata":"https://www.wikidata.org/wiki/Q1434290","display_name":"Flow (mathematics)","level":2,"score":0.4168662130832672},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3946734070777893},{"id":"https://openalex.org/C2776023875","wikidata":"https://www.wikidata.org/wiki/Q637703","display_name":"Debris","level":2,"score":0.27374425530433655},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.10921710729598999},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.08956736326217651},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2024.3471795","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3471795","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:6914c28e171d43649689c4c8e5d58629","is_oa":true,"landing_page_url":"https://doaj.org/article/6914c28e171d43649689c4c8e5d58629","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":"IEEE Access, Vol 12, Pp 144710-144724 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2024.3471795","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3471795","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","score":0.5799999833106995,"display_name":"Climate action"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":33,"referenced_works":["https://openalex.org/W377775955","https://openalex.org/W1003766845","https://openalex.org/W1659842140","https://openalex.org/W1983631475","https://openalex.org/W1990981226","https://openalex.org/W1998022691","https://openalex.org/W2020924270","https://openalex.org/W2032660778","https://openalex.org/W2044973463","https://openalex.org/W2049601606","https://openalex.org/W2072955302","https://openalex.org/W2087127169","https://openalex.org/W2152195021","https://openalex.org/W2155640378","https://openalex.org/W2287278712","https://openalex.org/W2366983705","https://openalex.org/W2768405195","https://openalex.org/W2896585377","https://openalex.org/W2900323357","https://openalex.org/W2919979744","https://openalex.org/W3008773008","https://openalex.org/W3012290146","https://openalex.org/W3039356875","https://openalex.org/W3048684152","https://openalex.org/W3087676330","https://openalex.org/W3148296132","https://openalex.org/W3172418286","https://openalex.org/W3189383580","https://openalex.org/W3211101196","https://openalex.org/W4366983521","https://openalex.org/W4392013675","https://openalex.org/W4394687453","https://openalex.org/W6634609459"],"related_works":["https://openalex.org/W2051487156","https://openalex.org/W2354636864","https://openalex.org/W2380440238","https://openalex.org/W2370104537","https://openalex.org/W2756037381","https://openalex.org/W2073681303","https://openalex.org/W2972100690","https://openalex.org/W2361728737","https://openalex.org/W2214190654","https://openalex.org/W4246966434"],"abstract_inverted_index":{"This":[0],"study":[1],"focuses":[2],"on":[3,63],"improving":[4],"the":[5,12,50,86,89,94,102,120,128,141,146,152,163,170,178,186,197,200,217,228],"precision":[6],"and":[7,39,44,70,93,114,144,157,204,230,235],"global":[8,159],"search":[9,160],"capabilities":[10],"of":[11,88,154,169,199,202,219,232],"Harris":[13,30,103,130,164,180],"Hawk":[14,31,104,131,165,181],"Optimization":[15,32,111,182],"algorithm":[16,183],"when":[17],"dealing":[18],"with":[19,119,185],"debris":[20,53,65,90,171,206,220,233],"flow":[21,54,91,172,221],"disasters.":[22],"The":[23,58,124,167,208],"enhanced":[24,129,179,194],"algorithm,":[25,133],"called":[26],"Cubic":[27],"map":[28,138],"Improved":[29],"(CIHHO),":[33],"incorporates":[34],"a":[35,78,98,136,213,224],"BP":[36,80,121,187],"neural":[37,81,122,188],"network":[38,82,189],"integrates":[40,135],"Grey":[41],"relational":[42],"analysis":[43,47],"Spearman":[45],"correlation":[46],"to":[48,73,139,216],"address":[49],"factors":[51],"influencing":[52],"disasters":[55],"effectively.":[56],"Additionally,":[57],"CIHHO-BP":[59,95],"model":[60,83,96,99,175,211],"was":[61,71],"tested":[62],"92":[64],"flows":[66,234],"in":[67,84,162,196],"Beichuan":[68],"County":[69],"found":[72],"be":[74],"more":[75],"accurate":[76],"than":[77],"standalone":[79],"predicting":[85],"size":[87],"scale,":[92,222],"outperformed":[97],"that":[100,127],"combined":[101,184,209],"Algorithm":[105,108,112,117],"(HHO),":[106],"Genetic":[107],"(GA),":[109],"Coyote":[110],"(COA),":[113],"Particle":[115],"Swarm":[116],"(PSO)":[118],"network.":[123],"research":[125],"demonstrates":[126],"optimization":[132,156],"which":[134],"cubic":[137],"optimize":[140],"initial":[142],"population":[143],"updates":[145],"iterative":[147],"formula":[148],"E,":[149],"effectively":[150],"resolves":[151],"issue":[153],"local":[155],"inadequate":[158],"capability":[161],"algorithm.":[166],"R2":[168],"scale":[173,201],"prediction":[174,198,210,218],"optimized":[176],"by":[177],"has":[190],"reached":[191],"0.974,":[192],"demonstrating":[193],"stability":[195],"small":[203],"medium-sized":[205],"flows.":[207],"offers":[212],"novel":[214],"approach":[215],"providing":[223],"valuable":[225],"reference":[226],"for":[227],"prevention":[229],"control":[231],"machine":[236],"learning":[237],"algorithms.":[238]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2025-12-27T23:08:20.325037","created_date":"2025-10-10T00:00:00"}
