{"id":"https://openalex.org/W4285292502","doi":"https://doi.org/10.1109/access.2022.3188780","title":"A Dual Soft-Computing Based on Genetic Algorithm and Fuzzy Logic Defect Recognition for Gearbox and Motors: Attempts Toward Optimal Performance","display_name":"A Dual Soft-Computing Based on Genetic Algorithm and Fuzzy Logic Defect Recognition for Gearbox and Motors: Attempts Toward Optimal Performance","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4285292502","doi":"https://doi.org/10.1109/access.2022.3188780"},"language":"en","primary_location":{"id":"doi:10.1109/access.2022.3188780","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3188780","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/09817115.pdf","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://ieeexplore.ieee.org/ielx7/6287639/6514899/09817115.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5001478861","display_name":"Abeer M. Mahmoud","orcid":"https://orcid.org/0000-0002-0362-0059"},"institutions":[{"id":"https://openalex.org/I107720978","display_name":"Ain Shams University","ror":"https://ror.org/00cb9w016","country_code":"EG","type":"education","lineage":["https://openalex.org/I107720978"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Abeer M. Mahmoud","raw_affiliation_strings":["Computer Science Department, Faculty of Computer and Information Sciences, Ain Shams University, Cairo, Egypt"],"raw_orcid":"https://orcid.org/0000-0002-0362-0059","affiliations":[{"raw_affiliation_string":"Computer Science Department, Faculty of Computer and Information Sciences, Ain Shams University, Cairo, Egypt","institution_ids":["https://openalex.org/I107720978"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109578470","display_name":"Maha M. A. Lashin","orcid":null},"institutions":[{"id":"https://openalex.org/I106778892","display_name":"Princess Nourah bint Abdulrahman University","ror":"https://ror.org/05b0cyh02","country_code":"SA","type":"education","lineage":["https://openalex.org/I106778892"]},{"id":"https://openalex.org/I207547235","display_name":"Benha University","ror":"https://ror.org/03tn5ee41","country_code":"EG","type":"education","lineage":["https://openalex.org/I207547235"]}],"countries":["EG","SA"],"is_corresponding":false,"raw_author_name":"Maha M. A. Lashin","raw_affiliation_strings":["College of Engineering, Princess Nourah Bint Abdulrahman University, Riyadh, Saudi Arabia","Faculty of Engineering Shoubra, Banha University, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Engineering, Princess Nourah Bint Abdulrahman University, Riyadh, Saudi Arabia","institution_ids":["https://openalex.org/I106778892"]},{"raw_affiliation_string":"Faculty of Engineering Shoubra, Banha University, Egypt","institution_ids":["https://openalex.org/I207547235"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063985986","display_name":"Fadwa Alrowais","orcid":"https://orcid.org/0000-0002-8447-198X"},"institutions":[{"id":"https://openalex.org/I106778892","display_name":"Princess Nourah bint Abdulrahman University","ror":"https://ror.org/05b0cyh02","country_code":"SA","type":"education","lineage":["https://openalex.org/I106778892"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Fadwa Alrowais","raw_affiliation_strings":["Computer Sciences Department, College of Computer and Information Sciences, Princess Nourah Bint Abdulrahman University, Riyadh, Saudi Arabia","Princess Nourah bint Abdulrahman University, Riyadh, KSA"],"raw_orcid":"https://orcid.org/0000-0002-8447-198X","affiliations":[{"raw_affiliation_string":"Computer Sciences Department, College of Computer and Information Sciences, Princess Nourah Bint Abdulrahman University, Riyadh, Saudi Arabia","institution_ids":["https://openalex.org/I106778892"]},{"raw_affiliation_string":"Princess Nourah bint Abdulrahman University, Riyadh, KSA","institution_ids":["https://openalex.org/I106778892"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5057488732","display_name":"Hanen Karamti","orcid":"https://orcid.org/0000-0001-5162-2692"},"institutions":[{"id":"https://openalex.org/I106778892","display_name":"Princess Nourah bint Abdulrahman University","ror":"https://ror.org/05b0cyh02","country_code":"SA","type":"education","lineage":["https://openalex.org/I106778892"]},{"id":"https://openalex.org/I142899784","display_name":"University of Sfax","ror":"https://ror.org/04d4sd432","country_code":"TN","type":"education","lineage":["https://openalex.org/I142899784"]}],"countries":["SA","TN"],"is_corresponding":false,"raw_author_name":"Hanen Karamti","raw_affiliation_strings":["Computer Sciences Department, College of Computer and Information Sciences, Princess Nourah Bint Abdulrahman University, Riyadh, Saudi Arabia","MIRACL Laboratory, ISIMS, University of Sfax, B. P. 242, Sakiet Ezzit, Sfax, Tunisia"],"raw_orcid":"https://orcid.org/0000-0001-5162-2692","affiliations":[{"raw_affiliation_string":"Computer Sciences Department, College of Computer and Information Sciences, Princess Nourah Bint Abdulrahman University, Riyadh, Saudi Arabia","institution_ids":["https://openalex.org/I106778892"]},{"raw_affiliation_string":"MIRACL Laboratory, ISIMS, University of Sfax, B. P. 242, Sakiet Ezzit, Sfax, Tunisia","institution_ids":["https://openalex.org/I142899784"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":0.5864,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.64306258,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"10","issue":null,"first_page":"73956","last_page":"73968"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.9945999979972839,"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/T10876","display_name":"Fault Detection and Control Systems","score":0.9945999979972839,"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/T10820","display_name":"Fuzzy Logic and Control Systems","score":0.9894999861717224,"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":0.9832000136375427,"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/computer-science","display_name":"Computer science","score":0.7090559005737305},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.6915825605392456},{"id":"https://openalex.org/keywords/soft-computing","display_name":"Soft computing","score":0.6578486561775208},{"id":"https://openalex.org/keywords/dual","display_name":"Dual (grammatical number)","score":0.6123087406158447},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.5860933065414429},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4553660750389099},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.36714863777160645},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.25997716188430786}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7090559005737305},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.6915825605392456},{"id":"https://openalex.org/C140073362","wikidata":"https://www.wikidata.org/wiki/Q738759","display_name":"Soft computing","level":3,"score":0.6578486561775208},{"id":"https://openalex.org/C2780980858","wikidata":"https://www.wikidata.org/wiki/Q110022","display_name":"Dual (grammatical number)","level":2,"score":0.6123087406158447},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.5860933065414429},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4553660750389099},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.36714863777160645},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.25997716188430786},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C124952713","wikidata":"https://www.wikidata.org/wiki/Q8242","display_name":"Literature","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2022.3188780","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3188780","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/09817115.pdf","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:ffcecf0e43354d468356844909d327aa","is_oa":false,"landing_page_url":"https://doaj.org/article/ffcecf0e43354d468356844909d327aa","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 10, Pp 73956-73968 (2022)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2022.3188780","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3188780","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/09817115.pdf","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":[],"awards":[{"id":"https://openalex.org/G4774329101","display_name":null,"funder_award_id":"41-PRFA-P-42","funder_id":"https://openalex.org/F4320322484","funder_display_name":"Princess Nourah Bint Abdulrahman University"},{"id":"https://openalex.org/G6048980776","display_name":null,"funder_award_id":"41-PRFA-P-38","funder_id":"https://openalex.org/F4320322484","funder_display_name":"Princess Nourah Bint Abdulrahman University"}],"funders":[{"id":"https://openalex.org/F4320322484","display_name":"Princess Nourah Bint Abdulrahman University","ror":"https://ror.org/05b0cyh02"},{"id":"https://openalex.org/F4320337220","display_name":"Deanship of Scientific Research, Princess Nourah Bint Abdulrahman University","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4285292502.pdf","grobid_xml":"https://content.openalex.org/works/W4285292502.grobid-xml"},"referenced_works_count":50,"referenced_works":["https://openalex.org/W895272228","https://openalex.org/W1045481615","https://openalex.org/W1508875897","https://openalex.org/W1889820893","https://openalex.org/W1967352108","https://openalex.org/W1975389663","https://openalex.org/W1975921140","https://openalex.org/W1979539910","https://openalex.org/W1987164599","https://openalex.org/W1990171195","https://openalex.org/W2003746385","https://openalex.org/W2005934359","https://openalex.org/W2007200746","https://openalex.org/W2025436903","https://openalex.org/W2040584032","https://openalex.org/W2047322953","https://openalex.org/W2053304060","https://openalex.org/W2057577134","https://openalex.org/W2062706881","https://openalex.org/W2068572298","https://openalex.org/W2072378835","https://openalex.org/W2090753062","https://openalex.org/W2101976214","https://openalex.org/W2134502076","https://openalex.org/W2136787066","https://openalex.org/W2137963983","https://openalex.org/W2144936899","https://openalex.org/W2162549501","https://openalex.org/W2165993471","https://openalex.org/W2168544396","https://openalex.org/W2169307694","https://openalex.org/W2183711748","https://openalex.org/W2195847863","https://openalex.org/W2268758527","https://openalex.org/W2401383790","https://openalex.org/W2407057790","https://openalex.org/W2523408358","https://openalex.org/W2599638598","https://openalex.org/W2620691296","https://openalex.org/W2810463702","https://openalex.org/W2811452306","https://openalex.org/W3094254175","https://openalex.org/W3095475769","https://openalex.org/W4232348976","https://openalex.org/W4240658626","https://openalex.org/W4244851117","https://openalex.org/W4245885949","https://openalex.org/W4300874363","https://openalex.org/W4407168657","https://openalex.org/W6684532303"],"related_works":["https://openalex.org/W4377700919","https://openalex.org/W2095509376","https://openalex.org/W2051487156","https://openalex.org/W2533491448","https://openalex.org/W4213425153","https://openalex.org/W2987481998","https://openalex.org/W2073681303","https://openalex.org/W2378190508","https://openalex.org/W1536111040","https://openalex.org/W4210286260"],"abstract_inverted_index":{"Motor":[0],"and":[1,16,39,53,78,100,116,139,142,147,170,175,188,195,204,212],"gearbox":[2,77],"are":[3],"considered":[4],"the":[5,41,47,56,87,101,124,154,180,210,216],"main":[6],"components":[7,43],"in":[8,134,193],"various":[9],"machines":[10,21],"related":[11],"to":[12,33],"its":[13,59],"supplying":[14],"power":[15],"transmitting":[17],"motion":[18],"role.":[19],"Operating":[20],"acquire":[22],"vibration":[23,34,60],"signal":[24],"that":[25],"ere":[26],"continuously":[27],"monitoring":[28],"by":[29],"sensors":[30],"placing":[31],"close":[32],"source.":[35],"This":[36,71],"for":[37,76,150,166,172,200],"processing":[38],"identify":[40],"mechine’":[42],"stetus.":[44],"Breekdown":[45],"of":[46,58,111,118,136,152,215],"rotating":[48],"machine":[49],"causes":[50],"significant":[51],"losses":[52],"costs,":[54],"so":[55],"analysis":[57],"signals":[61],"proved":[62],"literately":[63],"avoiding":[64],"these":[65],"drawbacks":[66],"with":[67,143],"effective":[68],"faults":[69,80,169],"diagnosis.":[70],"paper":[72],"proposing":[73],"two":[74],"models":[75,113],"motor":[79,173],"identification":[81],"as":[82],"an":[83],"attempt":[84],"towards":[85],"finding":[86],"optimal":[88,213],"performance:":[89],"The":[90,108],"first":[91],"developed":[92],"model":[93,99],"is":[94,103,157],"a":[95],"fuzzy":[96,155],"logic":[97,145,156],"based":[98,106,218],"other":[102],"genetic":[104,186,217],"algorithm":[105,187],"model.":[107,219],"intended":[109],"output":[110],"both":[112,201],"reduce":[114],"time":[115,138],"cost":[117],"maintenance.":[119],"It":[120],"also":[121],"indirectly":[122],"increases":[123],"mechine":[125],"component’s":[126],"life.":[127],"t":[128],",ydditioneddyhe":[129],"computational":[130],"results":[131],"showed":[132],"that,":[133],"terms":[135],"execution":[137],"accuracy":[140,164],"effectiveness;":[141],"Fuzzy":[144],"meaningful":[146],"powerful":[148],"representation":[149],"measurement":[151],"uncertainties;":[153],"reliable,":[158],"however":[159],"it":[160],"presented":[161],"lower":[162,176],"classification":[163,197],"(96%":[165],"gear":[167,202],"box":[168,203],"93%":[171],"faults)":[174],"generalization":[177],"schema.":[178],"Yet,":[179],"second":[181],"proposed":[182],"strategy":[183],"which":[184],"combines":[185],"SVM":[189],"recorded":[190],"high":[191],"performances":[192],"optimization":[194],"higher":[196],"capabilities":[198],"(97%":[199],"motors":[205],"faults).":[206],"These":[207],"factors":[208],"illustrate":[209],"effectiveness":[211],"performance":[214]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}