{"id":"https://openalex.org/W7162401248","doi":"https://doi.org/10.1016/j.softx.2026.102730","title":"Smart Factory: A real-time predictive maintenance platform based on microservices architecture and deep learning","display_name":"Smart Factory: A real-time predictive maintenance platform based on microservices architecture and deep learning","publication_year":2026,"publication_date":"2026-05-26","ids":{"openalex":"https://openalex.org/W7162401248","doi":"https://doi.org/10.1016/j.softx.2026.102730"},"language":"en","primary_location":{"id":"doi:10.1016/j.softx.2026.102730","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.softx.2026.102730","pdf_url":null,"source":{"id":"https://openalex.org/S2506067282","display_name":"SoftwareX","issn_l":"2352-7110","issn":["2352-7110"],"is_oa":true,"is_in_doaj":true,"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","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SoftwareX","raw_type":"journal-article"},"type":"software-paper","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1016/j.softx.2026.102730","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5025925565","display_name":"Hiba Tabbaa","orcid":"https://orcid.org/0000-0003-4992-8216"},"institutions":[{"id":"https://openalex.org/I4210121440","display_name":"Moroccan Foundation for Advanced Science, Innovation and Research","ror":"https://ror.org/02gjqpv16","country_code":"MA","type":"nonprofit","lineage":["https://openalex.org/I4210121440"]}],"countries":["MA"],"is_corresponding":true,"raw_author_name":"Hiba Tabbaa","raw_affiliation_strings":["LAMIGEP Laboratory, Moroccan School of Engineering Sciences, Marrakech, Morocco"],"raw_orcid":"https://orcid.org/0000-0003-4992-8216","affiliations":[{"raw_affiliation_string":"LAMIGEP Laboratory, Moroccan School of Engineering Sciences, Marrakech, Morocco","institution_ids":["https://openalex.org/I4210121440"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052497767","display_name":"Oumayma Ouedrhiri","orcid":"https://orcid.org/0000-0003-4433-9930"},"institutions":[{"id":"https://openalex.org/I4210121440","display_name":"Moroccan Foundation for Advanced Science, Innovation and Research","ror":"https://ror.org/02gjqpv16","country_code":"MA","type":"nonprofit","lineage":["https://openalex.org/I4210121440"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Oumayma Ouedrhiri","raw_affiliation_strings":["LAMIGEP Laboratory, Moroccan School of Engineering Sciences, Marrakech, Morocco"],"raw_orcid":"https://orcid.org/0000-0003-4433-9930","affiliations":[{"raw_affiliation_string":"LAMIGEP Laboratory, Moroccan School of Engineering Sciences, Marrakech, Morocco","institution_ids":["https://openalex.org/I4210121440"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5123353067","display_name":"Mohammed Kazaz","orcid":null},"institutions":[{"id":"https://openalex.org/I4210121440","display_name":"Moroccan Foundation for Advanced Science, Innovation and Research","ror":"https://ror.org/02gjqpv16","country_code":"MA","type":"nonprofit","lineage":["https://openalex.org/I4210121440"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Mohammed Kazaz","raw_affiliation_strings":["Department of Computer and Network Engineering, IIR, Moroccan School of Engineering Sciences, Marrakech, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer and Network Engineering, IIR, Moroccan School of Engineering Sciences, Marrakech, Morocco","institution_ids":["https://openalex.org/I4210121440"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137009695","display_name":"Youssef Zaia","orcid":null},"institutions":[{"id":"https://openalex.org/I4210121440","display_name":"Moroccan Foundation for Advanced Science, Innovation and Research","ror":"https://ror.org/02gjqpv16","country_code":"MA","type":"nonprofit","lineage":["https://openalex.org/I4210121440"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Youssef Zaia","raw_affiliation_strings":["Department of Computer and Network Engineering, IIR, Moroccan School of Engineering Sciences, Marrakech, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer and Network Engineering, IIR, Moroccan School of Engineering Sciences, Marrakech, Morocco","institution_ids":["https://openalex.org/I4210121440"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5106083861","display_name":"Mohamed Baba","orcid":null},"institutions":[{"id":"https://openalex.org/I4210121440","display_name":"Moroccan Foundation for Advanced Science, Innovation and Research","ror":"https://ror.org/02gjqpv16","country_code":"MA","type":"nonprofit","lineage":["https://openalex.org/I4210121440"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Mohamed Baba","raw_affiliation_strings":["Department of Computer and Network Engineering, IIR, Moroccan School of Engineering Sciences, Marrakech, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer and Network Engineering, IIR, Moroccan School of Engineering Sciences, Marrakech, Morocco","institution_ids":["https://openalex.org/I4210121440"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137054648","display_name":"Driss Alichane","orcid":null},"institutions":[{"id":"https://openalex.org/I4210121440","display_name":"Moroccan Foundation for Advanced Science, Innovation and Research","ror":"https://ror.org/02gjqpv16","country_code":"MA","type":"nonprofit","lineage":["https://openalex.org/I4210121440"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Driss Alichane","raw_affiliation_strings":["Department of Computer and Network Engineering, IIR, Moroccan School of Engineering Sciences, Marrakech, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer and Network Engineering, IIR, Moroccan School of Engineering Sciences, Marrakech, Morocco","institution_ids":["https://openalex.org/I4210121440"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045271872","display_name":"Mohamed Lachgar","orcid":"https://orcid.org/0000-0002-6155-3309"},"institutions":[{"id":"https://openalex.org/I119856527","display_name":"Cadi Ayyad University","ror":"https://ror.org/04xf6nm78","country_code":"MA","type":"education","lineage":["https://openalex.org/I119856527"]},{"id":"https://openalex.org/I4210109889","display_name":"\u00c9cole Normale Sup\u00e9rieure - Marrakech","ror":"https://ror.org/01w1jmq84","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210109889"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Mohamed Lachgar","raw_affiliation_strings":["Cadi Ayyad University, Higher Normal School (ENS), Computer Science Department, L2IS Laboratory, Marrakech, Morocco"],"raw_orcid":"https://orcid.org/0000-0002-6155-3309","affiliations":[{"raw_affiliation_string":"Cadi Ayyad University, Higher Normal School (ENS), Computer Science Department, L2IS Laboratory, Marrakech, Morocco","institution_ids":["https://openalex.org/I119856527","https://openalex.org/I4210109889"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5025925565"],"corresponding_institution_ids":["https://openalex.org/I4210121440"],"apc_list":{"value":760,"currency":"USD","value_usd":760},"apc_paid":{"value":760,"currency":"USD","value_usd":760},"fwci":null,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"34","issue":null,"first_page":"102730","last_page":"102730"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12127","display_name":"Software System Performance and Reliability","score":0.4196000099182129,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T12127","display_name":"Software System Performance and Reliability","score":0.4196000099182129,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.2896000146865845,"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/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.11500000208616257,"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/microservices","display_name":"Microservices","score":0.8770999908447266},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.5996999740600586},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.583299994468689},{"id":"https://openalex.org/keywords/pipeline","display_name":"Pipeline (software)","score":0.5091000199317932},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4796000123023987},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.47369998693466187},{"id":"https://openalex.org/keywords/anomaly","display_name":"Anomaly (physics)","score":0.4083000123500824},{"id":"https://openalex.org/keywords/root-cause-analysis","display_name":"Root cause analysis","score":0.3921000063419342},{"id":"https://openalex.org/keywords/predictive-maintenance","display_name":"Predictive maintenance","score":0.3853999972343445}],"concepts":[{"id":"https://openalex.org/C2778505942","wikidata":"https://www.wikidata.org/wiki/Q18344624","display_name":"Microservices","level":3,"score":0.8770999908447266},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7314000129699707},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.5996999740600586},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.583299994468689},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.5091000199317932},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4796000123023987},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.47369998693466187},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45190000534057617},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.426800012588501},{"id":"https://openalex.org/C12997251","wikidata":"https://www.wikidata.org/wiki/Q567560","display_name":"Anomaly (physics)","level":2,"score":0.4083000123500824},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.39800000190734863},{"id":"https://openalex.org/C130963320","wikidata":"https://www.wikidata.org/wiki/Q1401207","display_name":"Root cause analysis","level":2,"score":0.3921000063419342},{"id":"https://openalex.org/C70452415","wikidata":"https://www.wikidata.org/wiki/Q3182448","display_name":"Predictive maintenance","level":2,"score":0.3853999972343445},{"id":"https://openalex.org/C35869016","wikidata":"https://www.wikidata.org/wiki/Q846636","display_name":"Software architecture","level":3,"score":0.3779999911785126},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.36959999799728394},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.3652999997138977},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.35190001130104065},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.3231000006198883},{"id":"https://openalex.org/C2780148112","wikidata":"https://www.wikidata.org/wiki/Q1432581","display_name":"Proxy (statistics)","level":2,"score":0.3140999972820282},{"id":"https://openalex.org/C83209312","wikidata":"https://www.wikidata.org/wiki/Q1053367","display_name":"Predictive analytics","level":2,"score":0.3125},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.2937000095844269},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.29109999537467957},{"id":"https://openalex.org/C101814296","wikidata":"https://www.wikidata.org/wiki/Q5439685","display_name":"Feature model","level":3,"score":0.2888999879360199},{"id":"https://openalex.org/C136389625","wikidata":"https://www.wikidata.org/wiki/Q334384","display_name":"Supervised learning","level":3,"score":0.2858000099658966},{"id":"https://openalex.org/C84945661","wikidata":"https://www.wikidata.org/wiki/Q7366567","display_name":"Root cause","level":2,"score":0.2856999933719635},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.2833000123500824},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.27880001068115234},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.27630001306533813},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.26600000262260437},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.2531999945640564},{"id":"https://openalex.org/C167085575","wikidata":"https://www.wikidata.org/wiki/Q6803654","display_name":"Mean squared prediction error","level":2,"score":0.250900000333786}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.softx.2026.102730","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.softx.2026.102730","pdf_url":null,"source":{"id":"https://openalex.org/S2506067282","display_name":"SoftwareX","issn_l":"2352-7110","issn":["2352-7110"],"is_oa":true,"is_in_doaj":true,"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","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SoftwareX","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1016/j.softx.2026.102730","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.softx.2026.102730","pdf_url":null,"source":{"id":"https://openalex.org/S2506067282","display_name":"SoftwareX","issn_l":"2352-7110","issn":["2352-7110"],"is_oa":true,"is_in_doaj":true,"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","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SoftwareX","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.5549777150154114,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":6,"referenced_works":["https://openalex.org/W1999393241","https://openalex.org/W2055873761","https://openalex.org/W2132870739","https://openalex.org/W4376607939","https://openalex.org/W4407026482","https://openalex.org/W4413843054"],"related_works":[],"abstract_inverted_index":{"Industrial":[0],"equipment":[1],"failures":[2],"lead":[3],"to":[4],"production":[5],"losses":[6],"and":[7,30,44,47,66,122,127,138,148],"safety":[8],"risks.":[9],"This":[10],"paper":[11],"presents":[12],"Smart":[13],"Factory,":[14],"a":[15,34,70,87,109],"real-time":[16,145],"predictive":[17,146],"maintenance":[18,147],"platform":[19,142],"that":[20,103],"integrates":[21],"IIoT":[22],"ingestion,":[23],"signal":[24],"processing,":[25],"feature":[26],"extraction,":[27],"anomaly":[28,80,82,97],"analysis,":[29],"RUL":[31,106],"prediction":[32],"within":[33],"scalable":[35],"microservices":[36,39],"architecture.":[37],"Seven":[38],"communicate":[40],"through":[41],"Apache":[42],"Kafka,":[43],"LSTM,":[45],"GRU,":[46],"TCN":[48],"models":[49],"are":[50],"trained":[51],"on":[52,100],"the":[53,61,90,104],"NASA":[54,75],"C-MAPSS":[55,76],"dataset.":[56],"The":[57,130,140],"main":[58],"contribution":[59],"is":[60,84],"software":[62],"integration":[63],"of":[64,89,113,120],"prognostic":[65],"diagnostic":[67],"functions":[68],"in":[69],"unified":[71],"industrial":[72],"platform.":[73],"Because":[74],"has":[77],"no":[78],"explicit":[79],"labels,":[81],"analysis":[83],"treated":[85],"as":[86],"validation":[88],"pipeline":[91],"using":[92],"proxy":[93],"labels":[94],"derived":[95],"from":[96],"scores.":[98],"Experiments":[99],"FD001":[101],"show":[102],"ensemble":[105],"model":[107],"achieves":[108,134],"mean":[110],"absolute":[111],"error":[112,118],"approximately":[114],"12":[115],"cycles,":[116],"with":[117],"reductions":[119],"25.7%":[121],"35.0%":[123],"over":[124],"representative":[125],"LSTM-":[126],"CNN-based":[128],"baselines.":[129],"supervised":[131],"anomaly-classification":[132],"stage":[133],"F1-scores":[135],"between":[136],"0.97":[137],"0.98.":[139],"proposed":[141],"supports":[143],"end-to-end":[144],"maintenance-oriented":[149],"decision":[150],"support.":[151]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-08-12T21:12:35.861297","created_date":"2026-05-27T00:00:00"}
