{"id":"https://openalex.org/W4291653445","doi":"https://doi.org/10.1109/access.2022.3198994","title":"Printed Circuit Board Quality Detection Method Integrating Lightweight Network and Dual Attention Mechanism","display_name":"Printed Circuit Board Quality Detection Method Integrating Lightweight Network and Dual Attention Mechanism","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4291653445","doi":"https://doi.org/10.1109/access.2022.3198994"},"language":"en","primary_location":{"id":"doi:10.1109/access.2022.3198994","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3198994","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","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.2022.3198994","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101601128","display_name":"Ligang Wu","orcid":"https://orcid.org/0000-0003-2242-5547"},"institutions":[{"id":"https://openalex.org/I43313876","display_name":"Dalian Maritime University","ror":"https://ror.org/002b7nr53","country_code":"CN","type":"education","lineage":["https://openalex.org/I43313876"]},{"id":"https://openalex.org/I5422934","display_name":"Shanxi Datong University","ror":"https://ror.org/03s8xc553","country_code":"CN","type":"education","lineage":["https://openalex.org/I5422934"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Ligang Wu","raw_affiliation_strings":["College of Mechanical and Electrical Engineering, Shanxi Datong University, Datong, China","School of Information Science and Technology, Dalian Maritime University, Dalian, China"],"affiliations":[{"raw_affiliation_string":"College of Mechanical and Electrical Engineering, Shanxi Datong University, Datong, China","institution_ids":["https://openalex.org/I5422934"]},{"raw_affiliation_string":"School of Information Science and Technology, Dalian Maritime University, Dalian, China","institution_ids":["https://openalex.org/I43313876"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064258761","display_name":"Liang Zhang","orcid":"https://orcid.org/0000-0002-2267-3375"},"institutions":[{"id":"https://openalex.org/I5422934","display_name":"Shanxi Datong University","ror":"https://ror.org/03s8xc553","country_code":"CN","type":"education","lineage":["https://openalex.org/I5422934"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liang Zhang","raw_affiliation_strings":["College of Coal Engineering, Shanxi Datong University, Datong, China"],"affiliations":[{"raw_affiliation_string":"College of Coal Engineering, Shanxi Datong University, Datong, China","institution_ids":["https://openalex.org/I5422934"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5067112477","display_name":"Qian Zhou","orcid":"https://orcid.org/0000-0001-7890-0664"},"institutions":[{"id":"https://openalex.org/I5422934","display_name":"Shanxi Datong University","ror":"https://ror.org/03s8xc553","country_code":"CN","type":"education","lineage":["https://openalex.org/I5422934"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qian Zhou","raw_affiliation_strings":["College of Business, Shanxi Datong University, Datong, China"],"affiliations":[{"raw_affiliation_string":"College of Business, Shanxi Datong University, Datong, China","institution_ids":["https://openalex.org/I5422934"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5101601128"],"corresponding_institution_ids":["https://openalex.org/I43313876","https://openalex.org/I5422934"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":6.5076,"has_fulltext":false,"cited_by_count":54,"citation_normalized_percentile":{"value":0.96923939,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"10","issue":null,"first_page":"87617","last_page":"87629"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9997000098228455,"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"}},"topics":[{"id":"https://openalex.org/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9997000098228455,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9965000152587891,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13918","display_name":"Advanced Data and IoT Technologies","score":0.9800999760627747,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7082192301750183},{"id":"https://openalex.org/keywords/flops","display_name":"FLOPS","score":0.7035064697265625},{"id":"https://openalex.org/keywords/bottleneck","display_name":"Bottleneck","score":0.6013352274894714},{"id":"https://openalex.org/keywords/printed-circuit-board","display_name":"Printed circuit board","score":0.5536919236183167},{"id":"https://openalex.org/keywords/dual","display_name":"Dual (grammatical number)","score":0.5457288026809692},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.48063674569129944},{"id":"https://openalex.org/keywords/block","display_name":"Block (permutation group theory)","score":0.4489084780216217},{"id":"https://openalex.org/keywords/point","display_name":"Point (geometry)","score":0.44055482745170593},{"id":"https://openalex.org/keywords/fault-detection-and-isolation","display_name":"Fault detection and isolation","score":0.4212428033351898},{"id":"https://openalex.org/keywords/computer-engineering","display_name":"Computer engineering","score":0.38183504343032837},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.33031994104385376},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.32392561435699463},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.32187390327453613},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.20364007353782654},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.16751384735107422}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7082192301750183},{"id":"https://openalex.org/C3826847","wikidata":"https://www.wikidata.org/wiki/Q188768","display_name":"FLOPS","level":2,"score":0.7035064697265625},{"id":"https://openalex.org/C2780513914","wikidata":"https://www.wikidata.org/wiki/Q18210350","display_name":"Bottleneck","level":2,"score":0.6013352274894714},{"id":"https://openalex.org/C120793396","wikidata":"https://www.wikidata.org/wiki/Q173350","display_name":"Printed circuit board","level":2,"score":0.5536919236183167},{"id":"https://openalex.org/C2780980858","wikidata":"https://www.wikidata.org/wiki/Q110022","display_name":"Dual (grammatical number)","level":2,"score":0.5457288026809692},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.48063674569129944},{"id":"https://openalex.org/C2777210771","wikidata":"https://www.wikidata.org/wiki/Q4927124","display_name":"Block (permutation group theory)","level":2,"score":0.4489084780216217},{"id":"https://openalex.org/C28719098","wikidata":"https://www.wikidata.org/wiki/Q44946","display_name":"Point (geometry)","level":2,"score":0.44055482745170593},{"id":"https://openalex.org/C152745839","wikidata":"https://www.wikidata.org/wiki/Q5438153","display_name":"Fault detection and isolation","level":3,"score":0.4212428033351898},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.38183504343032837},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.33031994104385376},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.32392561435699463},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.32187390327453613},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.20364007353782654},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.16751384735107422},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"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/C124952713","wikidata":"https://www.wikidata.org/wiki/Q8242","display_name":"Literature","level":1,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C172707124","wikidata":"https://www.wikidata.org/wiki/Q423488","display_name":"Actuator","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2022.3198994","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3198994","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:f754e4218c1c403b951cfc4130c3f867","is_oa":true,"landing_page_url":"https://doaj.org/article/f754e4218c1c403b951cfc4130c3f867","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 10, Pp 87617-87629 (2022)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2022.3198994","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3198994","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.46000000834465027,"id":"https://metadata.un.org/sdg/9"}],"awards":[{"id":"https://openalex.org/G1226262719","display_name":null,"funder_award_id":"2020YGZX014","funder_id":"https://openalex.org/F4320322535","funder_display_name":"Shanxi Datong University"},{"id":"https://openalex.org/G12786655","display_name":null,"funder_award_id":"2021YGZX27","funder_id":"https://openalex.org/F4320322535","funder_display_name":"Shanxi Datong University"}],"funders":[{"id":"https://openalex.org/F4320322535","display_name":"Shanxi Datong University","ror":"https://ror.org/03s8xc553"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W2109255472","https://openalex.org/W2193145675","https://openalex.org/W2570343428","https://openalex.org/W2884585870","https://openalex.org/W2913997398","https://openalex.org/W2944303778","https://openalex.org/W2963037989","https://openalex.org/W2963420686","https://openalex.org/W2985824988","https://openalex.org/W3034713821","https://openalex.org/W3035414587","https://openalex.org/W3042011474","https://openalex.org/W3106250896","https://openalex.org/W3126247872","https://openalex.org/W3137884833","https://openalex.org/W3171165618","https://openalex.org/W3191724223","https://openalex.org/W3193024002","https://openalex.org/W3209110251","https://openalex.org/W3209247633","https://openalex.org/W3214406712","https://openalex.org/W3215467915","https://openalex.org/W4210452846"],"related_works":["https://openalex.org/W2595172197","https://openalex.org/W2084856301","https://openalex.org/W2127970246","https://openalex.org/W2885125400","https://openalex.org/W1989889224","https://openalex.org/W4382618745","https://openalex.org/W1973775000","https://openalex.org/W2748922771","https://openalex.org/W4224939635","https://openalex.org/W4292794827"],"abstract_inverted_index":{"Printed":[0],"circuit":[1,44,59,241],"boards":[2],"are":[3,93,132],"versatile":[4],"and":[5,16,35,40,54,72,90,108,126,146,168,172,175,190],"highly":[6],"printed,":[7],"which":[8],"can":[9,229,234],"be":[10],"widely":[11],"used":[12,94],"in":[13,49],"various":[14],"fields,":[15],"also":[17,228],"provide":[18],"new":[19],"opportunities":[20],"for":[21],"the":[22,38,52,84,97,100,104,114,117,136,139,143,151,158,164,177,183,191,199,220,236],"development":[23],"of":[24,42,51,57,86,99,106,113,121,138,166,206,239],"electronic":[25],"information":[26],"equipment.":[27],"However,":[28],"it":[29,215,233],"is":[30,76,81,186,194,213,223],"difficult":[31],"to":[32,95,134],"detect":[33],"defects":[34,53],"faults":[36],"during":[37],"production":[39],"use":[41],"printed":[43,58,240],"boards.":[45],"In":[46],"this":[47],"paper,":[48],"view":[50],"fault":[55],"detection":[56,64,144,148,184,204,237],"boards,":[60],"a":[61,202],"deep":[62],"learning":[63],"method":[65],"GSC":[66,79,161],"YOLOv5":[67,80,162],"that":[68,155],"integrates":[69],"light-weight":[70],"network":[71],"dual":[73,118],"attention":[74,119],"mechanism":[75,120],"proposed.":[77],"First,":[78],"improved":[82,195],"on":[83],"basis":[85],"YOLOv5.":[87],"Ghost":[88,91],"Conv":[89],"Bottleneck":[92],"realize":[96],"lightweight":[98,226],"algorithm":[101,222],"structure,":[102],"reduce":[103],"number":[105],"parameters":[107,167],"floating":[109],"point":[110],"arithmetic":[111],"(Flops)":[112],"model.":[115],"Second,":[116],"Squeeze-and-Excitation":[122],"Module":[123,130],"(SE":[124],"Module)":[125],"Convolutional":[127],"Block":[128],"Attention":[129],"(CBAM)":[131],"introduced":[133],"optimize":[135],"performance":[137,205],"algorithm,":[140,160],"while":[141],"improves":[142,216],"precision":[145,185],"real-time":[147],"efficiency.":[149],"Last,":[150],"experimental":[152],"results":[153],"show":[154],"compared":[156],"with":[157],"original":[159],"reduces":[163],"amount":[165],"Flops":[169],"by":[170,180,188,196,217],"50.38%":[171],"55.52%,":[173],"respectively,":[174],"compresses":[176],"model":[178],"volume":[179],"50.26%.":[181],"Furthermore,":[182],"increased":[187],"2.41%":[189],"recall":[192],"rate":[193],"1.06%.":[197],"At":[198],"same":[200],"time,":[201],"real-times":[203],"<inline-formula":[207],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[208],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">":[209],"<tex-math":[210],"notation=\"LaTeX\">$89.4~FPS$":[211],"</tex-math></inline-formula>":[212],"achieved,":[214],"65.18%.":[218],"Therefore,":[219],"proposed":[221],"not":[224],"only":[225],"but":[227],"achieve":[230],"better":[231],"performance,":[232],"satisfy":[235],"requirements":[238],"board.":[242]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":18},{"year":2024,"cited_by_count":17},{"year":2023,"cited_by_count":13}],"updated_date":"2026-04-03T22:45:19.894376","created_date":"2025-10-10T00:00:00"}
