{"id":"https://openalex.org/W4322772337","doi":"https://doi.org/10.1142/s021812662350247x","title":"A Self-Improved Optimizer-Based CNN for Wind Turbine Fault Detection","display_name":"A Self-Improved Optimizer-Based CNN for Wind Turbine Fault Detection","publication_year":2023,"publication_date":"2023-03-02","ids":{"openalex":"https://openalex.org/W4322772337","doi":"https://doi.org/10.1142/s021812662350247x"},"language":"en","primary_location":{"id":"doi:10.1142/s021812662350247x","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s021812662350247x","pdf_url":null,"source":{"id":"https://openalex.org/S167602672","display_name":"Journal of Circuits Systems and Computers","issn_l":"0218-1266","issn":["0218-1266","1793-6454"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Circuits, Systems and Computers","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"T. Ahilan","orcid":"https://orcid.org/0000-0001-5422-7911"},"institutions":[{"id":"https://openalex.org/I4210101093","display_name":"St. Joseph's Institute of Technology","ror":"https://ror.org/012npkr10","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210101093"]},{"id":"https://openalex.org/I4387154592","display_name":"St. Joseph\u2019s College of Engineering","ror":"https://ror.org/01g3pby21","country_code":null,"type":"education","lineage":["https://openalex.org/I4387154592"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"T. Ahilan","raw_affiliation_strings":["St. Joseph College of Engineering, Near Toll Plaza, Sriperumbudur, Chennai, Tamil Nadu, India"],"raw_orcid":"https://orcid.org/0000-0001-5422-7911","affiliations":[{"raw_affiliation_string":"St. Joseph College of Engineering, Near Toll Plaza, Sriperumbudur, Chennai, Tamil Nadu, India","institution_ids":["https://openalex.org/I4210101093","https://openalex.org/I4387154592"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060880292","display_name":"Andriya Narasimhulu","orcid":"https://orcid.org/0000-0002-9740-0638"},"institutions":[{"id":"https://openalex.org/I36090812","display_name":"Netaji Subhas University of Technology","ror":"https://ror.org/01fczmh85","country_code":"IN","type":"education","lineage":["https://openalex.org/I36090812"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Andriya Narasimhulu","raw_affiliation_strings":["Department of Mechanical Engineering, Netaji Subhas University of Technology, Dwarka Sector-3, Dwarka, Delhi, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, Netaji Subhas University of Technology, Dwarka Sector-3, Dwarka, Delhi, India","institution_ids":["https://openalex.org/I36090812"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5030555243","display_name":"D. V. S. S. S. V. Prasad","orcid":null},"institutions":[{"id":"https://openalex.org/I4210145126","display_name":"Aditya Birla (India)","ror":"https://ror.org/03pztks36","country_code":"IN","type":"company","lineage":["https://openalex.org/I4210145126"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"D. V. S. S. S. V. Prasad","raw_affiliation_strings":["Department of Mechanical Engineering, Aditya College of Engineering, Surampalem, Andhra Pradesh, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, Aditya College of Engineering, Surampalem, Andhra Pradesh, India","institution_ids":["https://openalex.org/I4210145126"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4210101093","https://openalex.org/I4387154592"],"apc_list":null,"apc_paid":null,"fwci":1.0483,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.75606049,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"32","issue":"14","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9997000098228455,"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":0.9997000098228455,"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/T11052","display_name":"Energy Load and Power Forecasting","score":0.9923999905586243,"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"}},{"id":"https://openalex.org/T13429","display_name":"Electricity Theft Detection Techniques","score":0.9757999777793884,"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/scada","display_name":"SCADA","score":0.8635194897651672},{"id":"https://openalex.org/keywords/turbine","display_name":"Turbine","score":0.814388632774353},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.6179294586181641},{"id":"https://openalex.org/keywords/wind-power","display_name":"Wind power","score":0.5830718874931335},{"id":"https://openalex.org/keywords/fault-detection-and-isolation","display_name":"Fault detection and isolation","score":0.5483775734901428},{"id":"https://openalex.org/keywords/mean-squared-error","display_name":"Mean squared error","score":0.47517648339271545},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4432932734489441},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.436848908662796},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.4328456521034241},{"id":"https://openalex.org/keywords/control-theory","display_name":"Control theory (sociology)","score":0.39884746074676514},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.3526272773742676},{"id":"https://openalex.org/keywords/actuator","display_name":"Actuator","score":0.22602900862693787},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.16128486394882202},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.1538015604019165},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1129010021686554},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.10820421576499939}],"concepts":[{"id":"https://openalex.org/C113863187","wikidata":"https://www.wikidata.org/wiki/Q17498","display_name":"SCADA","level":2,"score":0.8635194897651672},{"id":"https://openalex.org/C2778449969","wikidata":"https://www.wikidata.org/wiki/Q130760","display_name":"Turbine","level":2,"score":0.814388632774353},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.6179294586181641},{"id":"https://openalex.org/C78600449","wikidata":"https://www.wikidata.org/wiki/Q43302","display_name":"Wind power","level":2,"score":0.5830718874931335},{"id":"https://openalex.org/C152745839","wikidata":"https://www.wikidata.org/wiki/Q5438153","display_name":"Fault detection and isolation","level":3,"score":0.5483775734901428},{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.47517648339271545},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4432932734489441},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.436848908662796},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.4328456521034241},{"id":"https://openalex.org/C47446073","wikidata":"https://www.wikidata.org/wiki/Q5165890","display_name":"Control theory (sociology)","level":3,"score":0.39884746074676514},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3526272773742676},{"id":"https://openalex.org/C172707124","wikidata":"https://www.wikidata.org/wiki/Q423488","display_name":"Actuator","level":2,"score":0.22602900862693787},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.16128486394882202},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.1538015604019165},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1129010021686554},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.10820421576499939},{"id":"https://openalex.org/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1142/s021812662350247x","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s021812662350247x","pdf_url":null,"source":{"id":"https://openalex.org/S167602672","display_name":"Journal of Circuits Systems and Computers","issn_l":"0218-1266","issn":["0218-1266","1793-6454"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Circuits, Systems and Computers","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.8299999833106995,"id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W2047468395","https://openalex.org/W2061276788","https://openalex.org/W2487067615","https://openalex.org/W2625482541","https://openalex.org/W2808496542","https://openalex.org/W2904047963","https://openalex.org/W2944436518","https://openalex.org/W2966462229","https://openalex.org/W3002493224","https://openalex.org/W3004451154","https://openalex.org/W3009303282","https://openalex.org/W3014974411","https://openalex.org/W3041811889","https://openalex.org/W3092417622","https://openalex.org/W3128775465","https://openalex.org/W3130785129","https://openalex.org/W3134844760","https://openalex.org/W3146685335","https://openalex.org/W3155552745","https://openalex.org/W3157039972","https://openalex.org/W3171336700","https://openalex.org/W3176464105","https://openalex.org/W4233702315"],"related_works":["https://openalex.org/W3214712242","https://openalex.org/W3204461065","https://openalex.org/W1965417009","https://openalex.org/W2085232331","https://openalex.org/W2018320994","https://openalex.org/W2738547440","https://openalex.org/W2460685830","https://openalex.org/W2742210008","https://openalex.org/W2925195937","https://openalex.org/W2741863531"],"abstract_inverted_index":{"In":[0,218],"comparison":[1],"to":[2,30,62,90,108,209],"other":[3],"alternative":[4],"energy":[5,22],"sources,":[6],"wind":[7,36,58,80,98,119,128,152],"power":[8],"is":[9,28,83,121,167,187,230,234],"more":[10,158],"affordable":[11],"and":[12,41,72,202,232,238,247],"environmentally":[13],"friendly,":[14],"making":[15],"it":[16,233],"one":[17],"of":[18,34,46,57,79,127,173,181,191,214,226],"the":[19,25,32,39,43,51,63,84,92,97,109,114,118,125,170,192,211,215,220,227,242],"most":[20,85],"significant":[21],"sources":[23],"in":[24,38,65,113],"world.":[26],"It":[27],"vital":[29],"monitor":[31],"condition":[33],"each":[35],"turbine":[37,81,99,120,129,153],"farm":[40],"recognize":[42],"various":[44],"states":[45],"alert":[47],"since":[48],"difficulties":[49],"with":[50],"operation":[52],"as":[53,55,176,178],"well":[54,177],"maintenance":[56],"farms":[59],"considerably":[60],"contribute":[61],"rise":[64],"their":[66],"overall":[67,212],"expenses.":[68],"The":[69,183],"Supervisory":[70],"Control":[71],"Data":[73],"Acquisition":[74],"(SCADA)":[75],"data-based":[76],"continuous":[77],"observation":[78],"conditions":[82],"widely":[86],"used":[87,168],"existing":[88,243],"strategy":[89],"detect":[91],"fault":[93,130,140,154],"early":[94],"by":[95],"preventing":[96],"from":[100],"reaching":[101],"a":[102,161,203],"shutdown":[103],"stage.":[104],"Several":[105],"parameters":[106,136,175],"irrelevant":[107],"faults":[110],"are":[111,137,206],"saved":[112],"SCADA":[115,134,174],"system":[116],"while":[117],"operating.":[122],"To":[123],"increase":[124],"efficacy":[126],"diagnostics,":[131],"optimally":[132],"selected":[133],"data":[135],"required":[138],"for":[139,169],"prediction.":[141],"Hence,":[142],"this":[143],"paper":[144],"introduces":[145],"an":[146,188,199],"optimized":[147],"Convolutional":[148],"Neural":[149],"Network":[150],"(CNN)-based":[151],"identification":[155],"method.":[156],"For":[157],"precise":[159],"detection,":[160],"Self-Improved":[162],"Slime":[163,194],"Mould":[164,195],"Algorithm":[165,196],"(SI-SMA)":[166],"optimal":[171],"selection":[172],"weight":[179],"optimization":[180],"CNN.":[182],"proposed":[184],"SI-SMA":[185],"method":[186],"enhanced":[189],"form":[190],"standard":[193],"(SMA).":[197],"Eventually,":[198],"error":[200,224],"analysis":[201,205],"stability":[204],"carried":[207],"out":[208],"check":[210],"effectiveness":[213],"suggested":[216],"approach.":[217],"particular,":[219],"root":[221],"mean":[222],"square":[223],"(RMSE)":[225],"implemented":[228],"algorithm":[229],"lower,":[231],"0.69%,":[235],"1.58%,":[236],"0.81%":[237],"1.71%":[239],"better":[240],"than":[241],"FF,":[244],"GWO,":[245],"WOA":[246],"SMA":[248],"models.":[249]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":4}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}