{"id":"https://openalex.org/W7110109410","doi":"https://doi.org/10.1109/ias62731.2025.11274534","title":"Data-Driven Optimization of Ferrite Plates Placement for Underwater Wireless Power Transfer System using Random Forest","display_name":"Data-Driven Optimization of Ferrite Plates Placement for Underwater Wireless Power Transfer System using Random Forest","publication_year":2025,"publication_date":"2025-06-15","ids":{"openalex":"https://openalex.org/W7110109410","doi":"https://doi.org/10.1109/ias62731.2025.11274534"},"language":null,"primary_location":{"id":"doi:10.1109/ias62731.2025.11274534","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ias62731.2025.11274534","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE Industry Applications Society Annual Meeting (IAS)","raw_type":"proceedings-article"},"type":"conference-paper","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":null,"display_name":"Guan-Hao Su","orcid":null},"institutions":[{"id":"https://openalex.org/I153512688","display_name":"National Taiwan Ocean University","ror":"https://ror.org/03bvvnt49","country_code":"TW","type":"education","lineage":["https://openalex.org/I153512688"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Guan-Hao Su","raw_affiliation_strings":["National Taiwan Ocean University,Dept. of Electrical Engineering,Keelung,Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Taiwan Ocean University,Dept. of Electrical Engineering,Keelung,Taiwan","institution_ids":["https://openalex.org/I153512688"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yu-Shan Cheng","orcid":null},"institutions":[{"id":"https://openalex.org/I153512688","display_name":"National Taiwan Ocean University","ror":"https://ror.org/03bvvnt49","country_code":"TW","type":"education","lineage":["https://openalex.org/I153512688"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yu-Shan Cheng","raw_affiliation_strings":["National Taiwan Ocean University,Dept. of Electrical Engineering,Keelung,Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Taiwan Ocean University,Dept. of Electrical Engineering,Keelung,Taiwan","institution_ids":["https://openalex.org/I153512688"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Kun-Che Ho","orcid":null},"institutions":[{"id":"https://openalex.org/I40689657","display_name":"National Formosa University","ror":"https://ror.org/00q523p52","country_code":"TW","type":"education","lineage":["https://openalex.org/I40689657"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Kun-Che Ho","raw_affiliation_strings":["National Formosa University,Dept. of Automation Engineering,Yunlin,Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Formosa University,Dept. of Automation Engineering,Yunlin,Taiwan","institution_ids":["https://openalex.org/I40689657"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yu-Chen Su","orcid":null},"institutions":[{"id":"https://openalex.org/I25846049","display_name":"National Tsing Hua University","ror":"https://ror.org/00zdnkx70","country_code":"TW","type":"education","lineage":["https://openalex.org/I25846049"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yu-Chen Su","raw_affiliation_strings":["National Tsing Hua University,Dept. of Electrical Engineering,Hsinchu,Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Tsing Hua University,Dept. of Electrical Engineering,Hsinchu,Taiwan","institution_ids":["https://openalex.org/I25846049"]}]},{"author_position":"last","author":{"id":null,"display_name":"Yi-Hua Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I154864474","display_name":"National Taiwan University of Science and Technology","ror":"https://ror.org/00q09pe49","country_code":"TW","type":"education","lineage":["https://openalex.org/I154864474"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yi-Hua Liu","raw_affiliation_strings":["National Taiwan University of Science and Technology,Dept. of Electrical Engineering,Taipei,Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Taiwan University of Science and Technology,Dept. of Electrical Engineering,Taipei,Taiwan","institution_ids":["https://openalex.org/I154864474"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11192","display_name":"Underwater Vehicles and Communication Systems","score":0.5679000020027161,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11192","display_name":"Underwater Vehicles and Communication Systems","score":0.5679000020027161,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean Engineering"},"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/T11249","display_name":"Wireless Power Transfer Systems","score":0.3984000086784363,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"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/T11250","display_name":"Wave and Wind Energy Systems","score":0.0026000000070780516,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean 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/ferrite-core","display_name":"Ferrite core","score":0.7064999938011169},{"id":"https://openalex.org/keywords/underwater","display_name":"Underwater","score":0.6291999816894531},{"id":"https://openalex.org/keywords/ferrite","display_name":"Ferrite (magnet)","score":0.6277999877929688},{"id":"https://openalex.org/keywords/wireless-power-transfer","display_name":"Wireless power transfer","score":0.5906000137329102},{"id":"https://openalex.org/keywords/inductance","display_name":"Inductance","score":0.4819999933242798},{"id":"https://openalex.org/keywords/electromagnetic-coil","display_name":"Electromagnetic coil","score":0.44449999928474426},{"id":"https://openalex.org/keywords/matlab","display_name":"MATLAB","score":0.4268999993801117}],"concepts":[{"id":"https://openalex.org/C190024692","wikidata":"https://www.wikidata.org/wiki/Q5254252","display_name":"Ferrite core","level":3,"score":0.7064999938011169},{"id":"https://openalex.org/C98083399","wikidata":"https://www.wikidata.org/wiki/Q3246517","display_name":"Underwater","level":2,"score":0.6291999816894531},{"id":"https://openalex.org/C37210646","wikidata":"https://www.wikidata.org/wiki/Q5105088","display_name":"Ferrite (magnet)","level":2,"score":0.6277999877929688},{"id":"https://openalex.org/C2779423816","wikidata":"https://www.wikidata.org/wiki/Q6856398","display_name":"Wireless power transfer","level":3,"score":0.5906000137329102},{"id":"https://openalex.org/C29210110","wikidata":"https://www.wikidata.org/wiki/Q177897","display_name":"Inductance","level":3,"score":0.4819999933242798},{"id":"https://openalex.org/C30403606","wikidata":"https://www.wikidata.org/wiki/Q2981904","display_name":"Electromagnetic coil","level":2,"score":0.44449999928474426},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.43560001254081726},{"id":"https://openalex.org/C2780365114","wikidata":"https://www.wikidata.org/wiki/Q169478","display_name":"MATLAB","level":2,"score":0.4268999993801117},{"id":"https://openalex.org/C2987722363","wikidata":"https://www.wikidata.org/wiki/Q192704","display_name":"Transfer efficiency","level":2,"score":0.41440001130104065},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.37049999833106995},{"id":"https://openalex.org/C67186554","wikidata":"https://www.wikidata.org/wiki/Q17103352","display_name":"Maximum power transfer theorem","level":3,"score":0.3400000035762787},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.3276999890804291},{"id":"https://openalex.org/C171146098","wikidata":"https://www.wikidata.org/wiki/Q124192","display_name":"Automotive engineering","level":1,"score":0.3127000033855438},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.3084000051021576},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.30309998989105225},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.2955000102519989},{"id":"https://openalex.org/C2742236","wikidata":"https://www.wikidata.org/wiki/Q924713","display_name":"Efficient energy use","level":2,"score":0.27790001034736633},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.27720001339912415},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.27709999680519104},{"id":"https://openalex.org/C118993495","wikidata":"https://www.wikidata.org/wiki/Q5042828","display_name":"Electrical efficiency","level":3,"score":0.27140000462532043},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.26809999346733093},{"id":"https://openalex.org/C24890656","wikidata":"https://www.wikidata.org/wiki/Q82811","display_name":"Acoustics","level":1,"score":0.2606000006198883},{"id":"https://openalex.org/C174091901","wikidata":"https://www.wikidata.org/wiki/Q2670986","display_name":"Groundwater recharge","level":4,"score":0.25459998846054077},{"id":"https://openalex.org/C199104240","wikidata":"https://www.wikidata.org/wiki/Q118291","display_name":"Marine engineering","level":1,"score":0.25130000710487366}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ias62731.2025.11274534","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ias62731.2025.11274534","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE Industry Applications Society Annual Meeting (IAS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6881816983222961,"id":"https://metadata.un.org/sdg/14","display_name":"Life below water"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":4,"referenced_works":["https://openalex.org/W2744195907","https://openalex.org/W3015267919","https://openalex.org/W4388878424","https://openalex.org/W4399801121"],"related_works":[],"abstract_inverted_index":{"This":[0],"study":[1],"aims":[2],"to":[3,19,42,54,122,137],"enhance":[4],"the":[5,49,55,88,97,123,130,138],"efficiency":[6,120],"of":[7,51],"underwater":[8],"wireless":[9],"power":[10],"transfer":[11],"(WPT)":[12],"stations,":[13],"enabling":[14],"Autonomous":[15],"Underwater":[16],"Vehicles":[17],"(AUVs)":[18],"recharge":[20],"efficiently":[21],"while":[22],"reducing":[23,129],"reliance":[24],"on":[25],"surface":[26],"supply":[27],"stations.":[28],"To":[29],"achieve":[30],"this":[31],"goal,":[32],"COMSOL":[33,66],"Multiphysics<sup":[34],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[35],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">\u00ae</sup>":[36],"will":[37],"be":[38,76],"integrated":[39],"with":[40,96,140],"MATLAB":[41],"establish":[43],"an":[44],"evaluation":[45],"platform":[46],"for":[47,84],"analyzing":[48],"contribution":[50],"ferrite":[52,61,93,106,126,142],"plates":[53],"magnetic":[56],"field.":[57],"The":[58,104],"coil":[59],"and":[60,79,102,128],"plate":[62,94,107],"models":[63],"constructed":[64],"in":[65,111,119],"Multiphysics\u00ae":[67],"are":[68,100],"imported":[69],"into":[70],"MATLAB,":[71],"where":[72],"parameter":[73],"adjustments":[74],"can":[75],"flexibly":[77],"applied":[78,110],"mutual":[80],"inductance":[81],"is":[82,109],"extracted":[83],"further":[85],"evaluation.":[86],"Using":[87],"Random":[89],"Forest":[90],"(RF)":[91],"algorithm,":[92],"positions":[95],"highest":[98],"contributions":[99],"identified":[101],"retained.":[103],"optimized":[105],"placement":[108],"a":[112,116],"WPT":[113],"system,":[114],"achieving":[115],"4.4%":[117],"improvement":[118],"compared":[121,136],"design":[124,139],"without":[125],"plates,":[127],"total":[131],"weight":[132],"by":[133],"nearly":[134],"33%":[135],"fully-covered":[141],"plates.":[143]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-12-08T00:00:00"}