{"id":"https://openalex.org/W4224326657","doi":"https://doi.org/10.1007/s40747-022-00733-6","title":"A wavelet convolutional capsule network with modified super resolution generative adversarial network for fault diagnosis and classification","display_name":"A wavelet convolutional capsule network with modified super resolution generative adversarial network for fault diagnosis and classification","publication_year":2022,"publication_date":"2022-04-25","ids":{"openalex":"https://openalex.org/W4224326657","doi":"https://doi.org/10.1007/s40747-022-00733-6"},"language":"en","primary_location":{"id":"doi:10.1007/s40747-022-00733-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-022-00733-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-022-00733-6.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex &amp; Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://link.springer.com/content/pdf/10.1007/s40747-022-00733-6.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5054767601","display_name":"Happy Nkanta Monday","orcid":"https://orcid.org/0000-0001-9277-2312"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Happy Nkanta Monday","raw_affiliation_strings":["School of Computer Science and Engineering, University of Electronic Science and Technology of China, Chengdu, 611731, Sichuan, China","School of Computer Science and Engineering, University of Electronic Science and Technology of China, Chengdu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, University of Electronic Science and Technology of China, Chengdu, 611731, Sichuan, China","institution_ids":["https://openalex.org/I150229711"]},{"raw_affiliation_string":"School of Computer Science and Engineering, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100692320","display_name":"Jianping Li","orcid":"https://orcid.org/0000-0003-2192-1450"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jianping Li","raw_affiliation_strings":["School of Computer Science and Engineering, University of Electronic Science and Technology of China, Chengdu, 611731, Sichuan, China","School of Computer Science and Engineering, University of Electronic Science and Technology of China, Chengdu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, University of Electronic Science and Technology of China, Chengdu, 611731, Sichuan, China","institution_ids":["https://openalex.org/I150229711"]},{"raw_affiliation_string":"School of Computer Science and Engineering, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052783037","display_name":"Grace Ugochi Nneji","orcid":"https://orcid.org/0000-0002-4700-9083"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Grace Ugochi Nneji","raw_affiliation_strings":["School of Information and Software Engineering, University of Electronic Science and Technology of China, Chengdu, 611731, Sichuan, China","School of Information and Software Engineering, University of Electronic Science and Technology of China, Chengdu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information and Software Engineering, University of Electronic Science and Technology of China, Chengdu, 611731, Sichuan, China","institution_ids":["https://openalex.org/I150229711"]},{"raw_affiliation_string":"School of Information and Software Engineering, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085785930","display_name":"Saifun Nahar","orcid":"https://orcid.org/0000-0002-7180-0430"},"institutions":[{"id":"https://openalex.org/I208333798","display_name":"University of Missouri\u2013St. Louis","ror":"https://ror.org/037cnag11","country_code":"US","type":"education","lineage":["https://openalex.org/I208333798"]},{"id":"https://openalex.org/I4210150881","display_name":"VA St. Louis Health Care System","ror":"https://ror.org/04qmkfe11","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1322918889","https://openalex.org/I2799886695","https://openalex.org/I4210150881","https://openalex.org/I4210165236"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Saifun Nahar","raw_affiliation_strings":["Department of Information System and Technology, University of Missouri St Louis, St. Louis, MO, 63121, USA","Department of Information System and Technology, University of Missouri St Louis, St. Louis, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information System and Technology, University of Missouri St Louis, St. Louis, MO, 63121, USA","institution_ids":["https://openalex.org/I208333798"]},{"raw_affiliation_string":"Department of Information System and Technology, University of Missouri St Louis, St. Louis, USA","institution_ids":["https://openalex.org/I208333798","https://openalex.org/I4210150881"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012779371","display_name":"Md Altab Hossin","orcid":"https://orcid.org/0000-0003-0730-2098"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Md Altab Hossin","raw_affiliation_strings":["School of Management and Economics, University of Electronic Science and Technology of China, Chengdu, 611731, Sichuan, China","School of Management and Economics, University of Electronic Science and Technology of China, Chengdu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Management and Economics, University of Electronic Science and Technology of China, Chengdu, 611731, Sichuan, China","institution_ids":["https://openalex.org/I150229711"]},{"raw_affiliation_string":"School of Management and Economics, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078556978","display_name":"Jehoiada Jackson","orcid":"https://orcid.org/0000-0002-7946-0557"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jehoiada Jackson","raw_affiliation_strings":["School of Information and Software Engineering, University of Electronic Science and Technology of China, Chengdu, 611731, Sichuan, China","School of Information and Software Engineering, University of Electronic Science and Technology of China, Chengdu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information and Software Engineering, University of Electronic Science and Technology of China, Chengdu, 611731, Sichuan, China","institution_ids":["https://openalex.org/I150229711"]},{"raw_affiliation_string":"School of Information and Software Engineering, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5084605567","display_name":"Ariyo Oluwasanmi","orcid":"https://orcid.org/0000-0001-9853-9554"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Ariyo Oluwasanmi","raw_affiliation_strings":["School of Information and Software Engineering, University of Electronic Science and Technology of China, Chengdu, 611731, Sichuan, China","School of Information and Software Engineering, University of Electronic Science and Technology of China, Chengdu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information and Software Engineering, University of Electronic Science and Technology of China, Chengdu, 611731, Sichuan, China","institution_ids":["https://openalex.org/I150229711"]},{"raw_affiliation_string":"School of Information and Software Engineering, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5012779371","https://openalex.org/A5052783037","https://openalex.org/A5054767601","https://openalex.org/A5078556978","https://openalex.org/A5084605567","https://openalex.org/A5085785930","https://openalex.org/A5100692320"],"corresponding_institution_ids":["https://openalex.org/I150229711","https://openalex.org/I208333798","https://openalex.org/I4210150881"],"apc_list":{"value":1320,"currency":"GBP","value_usd":1619},"apc_paid":{"value":1320,"currency":"GBP","value_usd":1619},"fwci":2.4275,"has_fulltext":true,"cited_by_count":23,"citation_normalized_percentile":{"value":0.88455646,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"8","issue":"6","first_page":"4831","last_page":"4847"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9965000152587891,"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"}},"topics":[{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9965000152587891,"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"}},{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.982699990272522,"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"}},{"id":"https://openalex.org/T14117","display_name":"Integrated Circuits and Semiconductor Failure Analysis","score":0.9708999991416931,"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":0.7037399411201477},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6981887817382812},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.620081901550293},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.597367525100708},{"id":"https://openalex.org/keywords/wavelet","display_name":"Wavelet","score":0.554965615272522},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.5413759350776672},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5313407182693481},{"id":"https://openalex.org/keywords/pooling","display_name":"Pooling","score":0.5086794495582581},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.48029229044914246},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4703666865825653},{"id":"https://openalex.org/keywords/wavelet-transform","display_name":"Wavelet transform","score":0.4631490111351013},{"id":"https://openalex.org/keywords/feature-learning","display_name":"Feature learning","score":0.4169406294822693},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3988693952560425}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7037399411201477},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6981887817382812},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.620081901550293},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.597367525100708},{"id":"https://openalex.org/C47432892","wikidata":"https://www.wikidata.org/wiki/Q831390","display_name":"Wavelet","level":2,"score":0.554965615272522},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.5413759350776672},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5313407182693481},{"id":"https://openalex.org/C70437156","wikidata":"https://www.wikidata.org/wiki/Q7228652","display_name":"Pooling","level":2,"score":0.5086794495582581},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.48029229044914246},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4703666865825653},{"id":"https://openalex.org/C196216189","wikidata":"https://www.wikidata.org/wiki/Q2867","display_name":"Wavelet transform","level":3,"score":0.4631490111351013},{"id":"https://openalex.org/C59404180","wikidata":"https://www.wikidata.org/wiki/Q17013334","display_name":"Feature learning","level":2,"score":0.4169406294822693},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3988693952560425},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"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/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s40747-022-00733-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-022-00733-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-022-00733-6.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex &amp; Intelligent Systems","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s40747-022-00733-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-022-00733-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-022-00733-6.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex &amp; Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.44999998807907104,"id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4224326657.pdf","grobid_xml":"https://content.openalex.org/works/W4224326657.grobid-xml"},"referenced_works_count":44,"referenced_works":["https://openalex.org/W22861983","https://openalex.org/W1597576211","https://openalex.org/W1797293159","https://openalex.org/W1937731213","https://openalex.org/W1963812579","https://openalex.org/W1967352108","https://openalex.org/W1968987968","https://openalex.org/W1986614398","https://openalex.org/W1998092191","https://openalex.org/W2007584825","https://openalex.org/W2044647977","https://openalex.org/W2058514560","https://openalex.org/W2063922127","https://openalex.org/W2072857564","https://openalex.org/W2076063813","https://openalex.org/W2095307887","https://openalex.org/W2115403315","https://openalex.org/W2132858010","https://openalex.org/W2163523563","https://openalex.org/W2163922914","https://openalex.org/W2165698076","https://openalex.org/W2184192902","https://openalex.org/W2219903032","https://openalex.org/W2258884143","https://openalex.org/W2317595875","https://openalex.org/W2324044936","https://openalex.org/W2331128040","https://openalex.org/W2395579298","https://openalex.org/W2470039937","https://openalex.org/W2480364715","https://openalex.org/W2507573093","https://openalex.org/W2522389818","https://openalex.org/W2556013418","https://openalex.org/W2765226309","https://openalex.org/W2770501762","https://openalex.org/W2771734292","https://openalex.org/W2810292802","https://openalex.org/W2891158090","https://openalex.org/W2898381489","https://openalex.org/W2919115771","https://openalex.org/W2920611841","https://openalex.org/W2963470893","https://openalex.org/W3001992107","https://openalex.org/W6748053814"],"related_works":["https://openalex.org/W2953234277","https://openalex.org/W2626256601","https://openalex.org/W2900413183","https://openalex.org/W4390975304","https://openalex.org/W147410782","https://openalex.org/W3022252430","https://openalex.org/W3103989898","https://openalex.org/W4287804464","https://openalex.org/W2077021924","https://openalex.org/W4309346246"],"abstract_inverted_index":{"Abstract":[0],"The":[1,203],"study":[2],"of":[3,15,21,61,81,95,106,159,176,184,217],"fault":[4,23,130,210],"diagnosis":[5,24,131,181,215],"and":[6,40,57,108,132,148,163,182],"classification":[7,183],"has":[8,41,49],"gained":[9],"tremendous":[10],"attention":[11],"in":[12,43,53],"various":[13],"aspects":[14],"modern":[16],"industry.":[17],"However,":[18,66],"the":[19,67,91,104,157,160,165,170,180,192,198],"performance":[20,52],"traditional":[22,221],"technique":[25,154],"solely":[26],"depends":[27],"on":[28,32,191],"handcrafted":[29],"features":[30,173],"based":[31],"expert":[33],"knowledge":[34],"which":[35,99],"is":[36,73,90,100],"difficult":[37],"to":[38,79,139,144,155],"pre-design":[39],"failed":[42],"several":[44],"applications.":[45],"Deep":[46],"learning":[47,58,223],"(DL)":[48],"achieved":[50],"remarkable":[51],"hierarchical":[54],"feature":[55,60,86],"extraction":[56],"distinctive":[59],"dataset":[62,196],"from":[63,197],"related":[64],"distribution.":[65],"challenge":[68],"associated":[69],"with":[70,120],"DL":[71],"models":[72,224],"that":[74,207],"max-pooling":[75],"operation":[76],"usually":[77],"leads":[78],"loss":[80,175],"spatial":[82,177],"details":[83,178],"during":[84],"high-level":[85,172],"extraction.":[87],"Another":[88],"concern":[89],"low":[92],"quality":[93,158],"characteristics":[94],"2D":[96,145],"time-frequency":[97,146,161],"image":[98],"mostly":[101],"caused":[102],"by":[103],"presence":[105],"noise":[107],"poor":[109],"resolution.":[110],"This":[111],"paper":[112],"proposes":[113],"a":[114],"modified":[115,121],"wavelet":[116,137],"convolutional":[117,166],"capsule":[118,167],"network":[119,127,168],"enhanced":[122],"super":[123,150],"resolution":[124,151],"generative":[125,152],"adversarial":[126,153],"plus":[128],"for":[129,179],"classification.":[133],"It":[134],"uses":[135],"continuous":[136],"transform":[138],"convert":[140],"raw":[141],"data":[142],"signals":[143],"images":[147,162],"applies":[149],"enhance":[156],"finally,":[164],"learns":[169],"extracted":[171],"without":[174],"faults.":[185],"We":[186],"validated":[187],"our":[188,208],"proposed":[189,209],"model":[190,212],"famous":[193],"motor":[194],"bearing":[195],"Case":[199],"Western":[200],"Reserve":[201],"University.":[202],"experimental":[204],"results":[205],"show":[206],"diagnostic":[211],"obtains":[213],"higher":[214],"accuracy":[216],"99.84%":[218],"outweighing":[219],"most":[220],"deep":[222],"including":[225],"state-of-the-art":[226],"methods.":[227]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":4}],"updated_date":"2026-06-19T15:47:20.252518","created_date":"2025-10-10T00:00:00"}
