{"id":"https://openalex.org/W7149419831","doi":"https://doi.org/10.1016/j.cosrev.2026.100976","title":"Quantum machine learning for industry 5.0: Fundamental, applications and research challenges","display_name":"Quantum machine learning for industry 5.0: Fundamental, applications and research challenges","publication_year":2026,"publication_date":"2026-04-04","ids":{"openalex":"https://openalex.org/W7149419831","doi":"https://doi.org/10.1016/j.cosrev.2026.100976"},"language":"en","primary_location":{"id":"doi:10.1016/j.cosrev.2026.100976","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.cosrev.2026.100976","pdf_url":null,"source":{"id":"https://openalex.org/S73121659","display_name":"Computer Science Review","issn_l":"1574-0137","issn":["1574-0137","1876-7745"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Science Review","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1016/j.cosrev.2026.100976","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5132946449","display_name":"Zulqarnain Ahmed","orcid":null},"institutions":[{"id":"https://openalex.org/I3129903175","display_name":"Sri Sri University","ror":"https://ror.org/03qpz0718","country_code":"IN","type":"education","lineage":["https://openalex.org/I3129903175"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Zulqarnain Ahmed","raw_affiliation_strings":["Edge Intelligence and Distributed Systems Lab, IIIT Sri City, Chittoor, Andhra Pradesh, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Edge Intelligence and Distributed Systems Lab, IIIT Sri City, Chittoor, Andhra Pradesh, India","institution_ids":["https://openalex.org/I3129903175"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5132960944","display_name":"J H Hemanth Kakarla","orcid":null},"institutions":[{"id":"https://openalex.org/I4210143053","display_name":"Office of Legacy Management","ror":"https://ror.org/03jf3w726","country_code":"US","type":"government","lineage":["https://openalex.org/I1330989302","https://openalex.org/I4210143053"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"J H Hemanth Kakarla","raw_affiliation_strings":["FinThrive, Inc., 7950 Legacy Drive, Suite 900, Plano, TX 75024, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"FinThrive, Inc., 7950 Legacy Drive, Suite 900, Plano, TX 75024, USA","institution_ids":["https://openalex.org/I4210143053"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050483199","display_name":"Abhishek Hazra","orcid":"https://orcid.org/0000-0003-0796-6265"},"institutions":[{"id":"https://openalex.org/I196486160","display_name":"National Institute of Technology Agartala","ror":"https://ror.org/03swyrn62","country_code":"IN","type":"education","lineage":["https://openalex.org/I196486160"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Abhishek Hazra","raw_affiliation_strings":["Department of Computer Science & Engineering, National Institute of Technology, Agartala, Tripura, India"],"raw_orcid":"https://orcid.org/0000-0003-0796-6265","affiliations":[{"raw_affiliation_string":"Department of Computer Science & Engineering, National Institute of Technology, Agartala, Tripura, India","institution_ids":["https://openalex.org/I196486160"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5132953705","display_name":"Mohan Gurusamy","orcid":null},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Mohan Gurusamy","raw_affiliation_strings":["Department of Electrical and Computer Engineering, National University of Singapore, Singapore, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, National University of Singapore, Singapore, Singapore","institution_ids":["https://openalex.org/I165932596"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5050483199"],"corresponding_institution_ids":["https://openalex.org/I196486160"],"apc_list":{"value":3300,"currency":"USD","value_usd":3300},"apc_paid":{"value":3300,"currency":"USD","value_usd":3300},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.77399304,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"61","issue":null,"first_page":"100976","last_page":"100976"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10682","display_name":"Quantum Computing Algorithms and Architecture","score":0.43050000071525574,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10682","display_name":"Quantum Computing Algorithms and Architecture","score":0.43050000071525574,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10101","display_name":"Cloud Computing and Resource Management","score":0.023499999195337296,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T11948","display_name":"Machine Learning in Materials Science","score":0.020400000736117363,"subfield":{"id":"https://openalex.org/subfields/2505","display_name":"Materials Chemistry"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/quantum","display_name":"Quantum","score":0.3723999857902527},{"id":"https://openalex.org/keywords/machine-translation","display_name":"Machine translation","score":0.22779999673366547},{"id":"https://openalex.org/keywords/computational-learning-theory","display_name":"Computational learning theory","score":0.2240999937057495}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7937999963760376},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.42010000348091125},{"id":"https://openalex.org/C84114770","wikidata":"https://www.wikidata.org/wiki/Q46344","display_name":"Quantum","level":2,"score":0.3723999857902527},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.35409998893737793},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.2800000011920929},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.2734000086784363},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.24379999935626984},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.2433999925851822},{"id":"https://openalex.org/C203005215","wikidata":"https://www.wikidata.org/wiki/Q79798","display_name":"Machine translation","level":2,"score":0.22779999673366547},{"id":"https://openalex.org/C50292564","wikidata":"https://www.wikidata.org/wiki/Q2462783","display_name":"Computational learning theory","level":3,"score":0.2240999937057495}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.cosrev.2026.100976","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.cosrev.2026.100976","pdf_url":null,"source":{"id":"https://openalex.org/S73121659","display_name":"Computer Science Review","issn_l":"1574-0137","issn":["1574-0137","1876-7745"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Science Review","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1016/j.cosrev.2026.100976","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.cosrev.2026.100976","pdf_url":null,"source":{"id":"https://openalex.org/S73121659","display_name":"Computer Science Review","issn_l":"1574-0137","issn":["1574-0137","1876-7745"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Science Review","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.4306144118309021,"display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W1988369744","https://openalex.org/W2117941808","https://openalex.org/W2273682834","https://openalex.org/W2419175238","https://openalex.org/W2559394418","https://openalex.org/W2755255888","https://openalex.org/W2760965790","https://openalex.org/W2781738013","https://openalex.org/W2790388700","https://openalex.org/W2794444783","https://openalex.org/W2798434869","https://openalex.org/W2798967590","https://openalex.org/W2896712926","https://openalex.org/W2926552232","https://openalex.org/W2947214952","https://openalex.org/W2982169647","https://openalex.org/W3095384983","https://openalex.org/W3110729149","https://openalex.org/W3133688247","https://openalex.org/W3191116886","https://openalex.org/W4213212652","https://openalex.org/W4383956488","https://openalex.org/W4387789909","https://openalex.org/W4390939826","https://openalex.org/W4391243055","https://openalex.org/W4392543840","https://openalex.org/W4392979608","https://openalex.org/W4393033141","https://openalex.org/W4396881130","https://openalex.org/W4402086997","https://openalex.org/W4402534290","https://openalex.org/W4404708705","https://openalex.org/W4408791114","https://openalex.org/W4409341676","https://openalex.org/W4410136528"],"related_works":[],"abstract_inverted_index":{"Industry":[0,37,92,150,173],"5.0":[1,38],"is":[2,78,123,138],"a":[3,130],"paradigm":[4],"shift":[5],"where":[6],"human-centric":[7,135],"innovation,":[8],"sustainability,":[9],"and":[10,28,44,63,83,103,129,156],"ethics":[11],"are":[12,112],"the":[13,21,36,89,144],"foundation":[14],"of":[15,23,30,91,147],"technology":[16],"development.":[17],"This":[18],"study":[19],"examines":[20],"ability":[22],"Quantum":[24,74,105],"Machine":[25],"Learning":[26],"(QML)":[27],"Internet":[29],"Things":[31],"(IoT)":[32],"integration":[33],"to":[34,86,163,168],"drive":[35],"revolution":[39],"through":[40],"energy":[41,55],"efficiency,":[42],"openness,":[43],"secure":[45],"data":[46],"management.":[47],"The":[48],"innovations":[49,171],"comprise":[50],"green":[51],"quantum":[52,57,64,117],"computing":[53],"for":[54,59,66,109,132],"savings,":[56],"explainability":[58],"enhancing":[60],"ethical":[61,84,121,145],"decision-making,":[62],"blockchain":[65],"building":[67],"trust":[68],"in":[69,126,149,166],"industrial":[70,136],"networks.":[71],"A":[72],"five-layer":[73],"IoT":[75],"(QIoT)":[76],"architecture":[77],"proposed,":[79],"incorporating":[80],"adaptive":[81],"feedback":[82],"governance,":[85],"align":[87,169],"with":[88,172],"principles":[90],"5.0.":[93],"Practical":[94],"applications":[95],"like":[96],"optimizing":[97],"sustainable":[98],"supply":[99],"chains,":[100],"disaster":[101],"resilience,":[102],"enabling":[104],"Digital":[106],"Twins":[107],"(QDTs)":[108],"smart":[110],"manufacturing":[111],"described.":[113],"Scaling":[114],"up":[115],"nascent":[116],"technologies":[118],"while":[119],"ensuring":[120],"integrity":[122],"also":[124],"explored":[125],"this":[127,141],"article,":[128],"roadmap":[131],"developing":[133],"sustainable,":[134],"systems":[137],"presented.":[139],"Furthermore,":[140],"article":[142],"addresses":[143],"aspects":[146],"QML":[148,170],"5.0,":[151],"namely,":[152],"guaranteeing":[153],"fairness,":[154],"transparency,":[155],"responsible":[157],"AI":[158],"use.":[159],"These":[160],"challenges":[161],"need":[162],"be":[164],"surmounted":[165],"order":[167],"5.0\u2019s":[174],"people-first":[175],"values.":[176]},"counts_by_year":[],"updated_date":"2026-04-06T05:59:17.497350","created_date":"2026-04-05T00:00:00"}