{"id":"https://openalex.org/W4412747961","doi":"https://doi.org/10.1109/tce.2025.3594094","title":"Advancing Industrial Battery Defect Analysis via Multi-Domain Feature Integration and Optimized Neural Pruning for Edge System","display_name":"Advancing Industrial Battery Defect Analysis via Multi-Domain Feature Integration and Optimized Neural Pruning for Edge System","publication_year":2025,"publication_date":"2025-07-30","ids":{"openalex":"https://openalex.org/W4412747961","doi":"https://doi.org/10.1109/tce.2025.3594094"},"language":"en","primary_location":{"id":"doi:10.1109/tce.2025.3594094","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tce.2025.3594094","pdf_url":null,"source":{"id":"https://openalex.org/S126824455","display_name":"IEEE Transactions on Consumer Electronics","issn_l":"0098-3063","issn":["0098-3063","1558-4127"],"is_oa":false,"is_in_doaj":false,"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 Transactions on Consumer Electronics","raw_type":"journal-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/A5051672849","display_name":"Shuai Yan","orcid":"https://orcid.org/0000-0003-1446-1185"},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuai Yan","raw_affiliation_strings":["School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China","institution_ids":["https://openalex.org/I36399199"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108736002","display_name":"Wang Zhang","orcid":"https://orcid.org/0000-0001-9029-1320"},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wang Zhang","raw_affiliation_strings":["School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China","institution_ids":["https://openalex.org/I36399199"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077833037","display_name":"Shiyu Peng","orcid":"https://orcid.org/0009-0009-1856-8108"},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shiyu Peng","raw_affiliation_strings":["School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China","institution_ids":["https://openalex.org/I36399199"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003709886","display_name":"Junzhu Mao","orcid":"https://orcid.org/0009-0005-0831-9272"},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junzhu Mao","raw_affiliation_strings":["School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China"],"raw_orcid":"https://orcid.org/0009-0005-0831-9272","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China","institution_ids":["https://openalex.org/I36399199"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075177714","display_name":"Tao Chen","orcid":"https://orcid.org/0000-0001-8239-1698"},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tao Chen","raw_affiliation_strings":["School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0001-8239-1698","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China","institution_ids":["https://openalex.org/I36399199"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5027545344","display_name":"Yazhou Yao","orcid":"https://orcid.org/0000-0002-0337-9410"},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yazhou Yao","raw_affiliation_strings":["School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0002-0337-9410","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China","institution_ids":["https://openalex.org/I36399199"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I36399199"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.16329818,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"71","issue":"3","first_page":"8880","last_page":"8891"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10663","display_name":"Advanced Battery Technologies Research","score":0.9807000160217285,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive 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/T10663","display_name":"Advanced Battery Technologies Research","score":0.9807000160217285,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive 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/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9312999844551086,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/T10876","display_name":"Fault Detection and Control Systems","score":0.9052000045776367,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/pruning","display_name":"Pruning","score":0.6293367147445679},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6091001033782959},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6021260023117065},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5426554679870605},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5387408137321472},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.51255202293396},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.4951137602329254},{"id":"https://openalex.org/keywords/battery","display_name":"Battery (electricity)","score":0.46311676502227783},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4495026171207428},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.11611008644104004}],"concepts":[{"id":"https://openalex.org/C108010975","wikidata":"https://www.wikidata.org/wiki/Q500094","display_name":"Pruning","level":2,"score":0.6293367147445679},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6091001033782959},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6021260023117065},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5426554679870605},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5387408137321472},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.51255202293396},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.4951137602329254},{"id":"https://openalex.org/C555008776","wikidata":"https://www.wikidata.org/wiki/Q267298","display_name":"Battery (electricity)","level":3,"score":0.46311676502227783},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4495026171207428},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11611008644104004},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"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/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tce.2025.3594094","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tce.2025.3594094","pdf_url":null,"source":{"id":"https://openalex.org/S126824455","display_name":"IEEE Transactions on Consumer Electronics","issn_l":"0098-3063","issn":["0098-3063","1558-4127"],"is_oa":false,"is_in_doaj":false,"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 Transactions on Consumer Electronics","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7300000190734863,"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy"}],"awards":[{"id":"https://openalex.org/G1482089936","display_name":null,"funder_award_id":"BK20240080","funder_id":"https://openalex.org/F4320322769","funder_display_name":"Natural Science Foundation of Jiangsu Province"},{"id":"https://openalex.org/G5800900978","display_name":null,"funder_award_id":"62472222","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322769","display_name":"Natural Science Foundation of Jiangsu Province","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":51,"referenced_works":["https://openalex.org/W639708223","https://openalex.org/W1571678771","https://openalex.org/W1588043677","https://openalex.org/W2029139231","https://openalex.org/W2031236760","https://openalex.org/W2032697573","https://openalex.org/W2033570251","https://openalex.org/W2039735192","https://openalex.org/W2064089480","https://openalex.org/W2093599914","https://openalex.org/W2167101736","https://openalex.org/W2194775991","https://openalex.org/W2491179239","https://openalex.org/W2557728737","https://openalex.org/W2744245146","https://openalex.org/W2794109627","https://openalex.org/W2895572611","https://openalex.org/W2897772777","https://openalex.org/W2964241181","https://openalex.org/W2985778816","https://openalex.org/W3071112808","https://openalex.org/W3100813167","https://openalex.org/W3126281026","https://openalex.org/W3136544067","https://openalex.org/W3140854437","https://openalex.org/W3161052148","https://openalex.org/W3169044395","https://openalex.org/W3169512402","https://openalex.org/W3176031707","https://openalex.org/W3212386989","https://openalex.org/W4210741732","https://openalex.org/W4213019189","https://openalex.org/W4220678948","https://openalex.org/W4226117432","https://openalex.org/W4249722514","https://openalex.org/W4312610635","https://openalex.org/W4313216265","https://openalex.org/W4313535388","https://openalex.org/W4318250058","https://openalex.org/W4368617604","https://openalex.org/W4386075524","https://openalex.org/W4386730279","https://openalex.org/W4387429817","https://openalex.org/W4390022039","https://openalex.org/W4390606699","https://openalex.org/W4392904763","https://openalex.org/W4392905450","https://openalex.org/W4393149869","https://openalex.org/W4399992735","https://openalex.org/W4402306051","https://openalex.org/W4404564366"],"related_works":["https://openalex.org/W2373300491","https://openalex.org/W2395294869","https://openalex.org/W2378744544","https://openalex.org/W2594301978","https://openalex.org/W2379704676","https://openalex.org/W1998810860","https://openalex.org/W4206442282","https://openalex.org/W2384505857","https://openalex.org/W2355171581","https://openalex.org/W4229439743"],"abstract_inverted_index":{"Automated":[0],"battery":[1,59,74,77,202],"defect":[2,60,203],"detection":[3,204],"is":[4,68,219],"essential":[5],"for":[6,50,70,132,210],"ensuring":[7],"quality":[8],"and":[9,19,31,72,85,107,140,155,206],"safety":[10],"in":[11,99,120,213],"consumer":[12,214],"electronics":[13,215],"manufacturing,":[14],"enabling":[15],"enhanced":[16],"edge-level":[17],"decision-making":[18,212],"operational":[20],"efficiency.":[21],"However,":[22],"existing":[23],"methods":[24,143],"struggle":[25],"to":[26,144,164],"achieve":[27],"both":[28],"high":[29],"accuracy":[30,186],"real-time":[32,153],"performance":[33],"required":[34],"by":[35],"edge-based":[36],"industrial":[37],"scenarios.":[38],"This":[39],"paper":[40],"introduces":[41],"a":[42,63,90,127,184,191],"lightweight,":[43],"multi-domain":[44],"feature":[45,92,105],"integration":[46],"approach":[47],"designed":[48],"specifically":[49],"edge":[51,134,176],"deployment,":[52],"significantly":[53],"enhancing":[54],"the":[55,100,112,172],"practical":[56],"applicability":[57],"of":[58,187,195],"classification.":[61],"Firstly,":[62],"bilateral":[64],"scanning":[65],"projection":[66],"module":[67,94],"developed":[69],"precise":[71],"rapid":[73,192],"localization,":[75],"segmenting":[76],"images":[78],"efficiently":[79],"into":[80],"inner":[81,83],"circle,":[82],"ring,":[84],"outer":[86],"ring":[87],"regions.":[88],"Subsequently,":[89],"spatial-statistical":[91],"fusion":[93],"effectively":[95],"captures":[96],"structural":[97],"defects":[98],"spatial":[101],"domain.":[102],"To":[103,150],"streamline":[104],"extraction":[106],"ensure":[108],"consistent":[109],"classification":[110,185],"accuracy,":[111],"annular":[113],"regions":[114],"undergo":[115],"polar":[116],"coordinate":[117],"transformation,":[118],"resulting":[119],"simplified":[121],"geometric":[122],"representation.":[123],"Additionally,":[124],"we":[125,159],"propose":[126],"frequency-enhanced":[128],"optimization":[129],"strategy":[130],"tailored":[131],"lightweight":[133,180],"networks,":[135],"utilizing":[136],"Fast":[137],"Fourier":[138],"Transform":[139],"frequency":[141],"filtering":[142],"accurately":[145],"identify":[146],"complex":[147],"texture":[148],"defects.":[149],"further":[151],"meet":[152],"requirements":[154],"minimize":[156],"computational":[157],"overhead,":[158],"apply":[160],"Taylor":[161],"pruning":[162],"techniques":[163],"optimize":[165],"network":[166],"performance,":[167],"facilitating":[168],"efficient":[169],"deployment":[170],"using":[171],"OpenVINO":[173],"framework":[174,182],"on":[175],"devices.":[177],"The":[178],"proposed":[179],"AI":[181],"achieves":[183],"98.8%":[188],"while":[189],"maintaining":[190],"inference":[193],"speed":[194],"20ms":[196],"per":[197],"image,":[198],"substantially":[199],"outperforming":[200],"current":[201],"approaches":[205],"demonstrating":[207],"significant":[208],"potential":[209],"edge-enhanced":[211],"manufacturing.":[216],"Our":[217],"code":[218],"available":[220],"at":[221],"https://github.com/NUST-Machine-Intelligence-Laboratory/MDFI.":[222]},"counts_by_year":[],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-10T00:00:00"}