{"id":"https://openalex.org/W7225296148","doi":"https://doi.org/10.1177/0309524x261505752","title":"Optimized MPPT and transient suppression for DFIG-WECS outer-loop speed regulation using hybrid ANN-backstepping","display_name":"Optimized MPPT and transient suppression for DFIG-WECS outer-loop speed regulation using hybrid ANN-backstepping","publication_year":2026,"publication_date":"2026-11-05","ids":{"openalex":"https://openalex.org/W7225296148","doi":"https://doi.org/10.1177/0309524x261505752"},"language":"en","primary_location":{"id":"doi:10.1177/0309524x261505752","doi":"https://doi.org/10.1177/0309524x261505752","is_oa":false,"landing_page_url":"https://doi.org/10.1177/0309524x261505752","pdf_url":null,"source":{"id":"https://openalex.org/S109751390","display_name":"Wind Engineering","issn_l":"0309-524X","issn":["0309-524X","2048-402X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-d","jufo-1","norway-1","poland-40","russia-white-list-3"],"host_organization":"https://openalex.org/P4310320017","host_organization_name":"SAGE Publishing","host_organization_lineage":["https://openalex.org/P4310320017"],"host_organization_lineage_names":["SAGE Publishing"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Wind Engineering","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"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":"https://openalex.org/A5116595556","display_name":"Abdelfatah El Ouadiki","orcid":"https://orcid.org/0009-0009-1974-6594","observed_orcids":["https://orcid.org/0009-0009-1974-6594"]},"institutions":[{"id":"https://openalex.org/I81605866","display_name":"Sidi Mohamed Ben Abdellah University","ror":"https://ror.org/04efg9a07","country_code":"MA","type":"education","lineage":["https://openalex.org/I81605866"]}],"countries":["MA"],"is_corresponding":true,"raw_author_name":"Abdelfatah El Ouadiki","raw_affiliation_strings":["Sidi Mohamed Ben Abdellah University"],"raw_orcid":"https://orcid.org/0009-0009-1974-6594","affiliations":[{"raw_affiliation_string":"Sidi Mohamed Ben Abdellah University","institution_ids":["https://openalex.org/I81605866"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007659522","display_name":"Mohammed Taoussi","orcid":"https://orcid.org/0000-0002-1307-0679","observed_orcids":["https://orcid.org/0000-0002-1307-0679"]},"institutions":[{"id":"https://openalex.org/I4210153608","display_name":"Universit\u00e9 Moulay Ismail de Meknes","ror":"https://ror.org/04cnscd67","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210153608"]},{"id":"https://openalex.org/I81605866","display_name":"Sidi Mohamed Ben Abdellah University","ror":"https://ror.org/04efg9a07","country_code":"MA","type":"education","lineage":["https://openalex.org/I81605866"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Mohammed Taoussi","raw_affiliation_strings":["Moulay Ismail University","Sidi Mohamed Ben Abdellah University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Moulay Ismail University","institution_ids":["https://openalex.org/I4210153608"]},{"raw_affiliation_string":"Sidi Mohamed Ben Abdellah University","institution_ids":["https://openalex.org/I81605866"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5116595555","display_name":"Mohammed Es-Salmi","orcid":"https://orcid.org/0009-0008-5128-3617","observed_orcids":["https://orcid.org/0009-0008-5128-3617"]},"institutions":[{"id":"https://openalex.org/I81605866","display_name":"Sidi Mohamed Ben Abdellah University","ror":"https://ror.org/04efg9a07","country_code":"MA","type":"education","lineage":["https://openalex.org/I81605866"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Mohammed Es-Salmi","raw_affiliation_strings":["Sidi Mohamed Ben Abdellah University"],"raw_orcid":"https://orcid.org/0009-0008-5128-3617","affiliations":[{"raw_affiliation_string":"Sidi Mohamed Ben Abdellah University","institution_ids":["https://openalex.org/I81605866"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5116595556"],"corresponding_institution_ids":["https://openalex.org/I81605866"],"apc_list":{"value":4150,"currency":"USD","value_usd":4150},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10740","display_name":"Wind Turbine Control Systems","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T10740","display_name":"Wind Turbine Control Systems","score":1.0,"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/T10504","display_name":"Sensorless Control of Electric Motors","score":9.999999747378752e-05,"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/T10680","display_name":"Wind Energy Research and Development","score":0.0,"subfield":{"id":"https://openalex.org/subfields/2105","display_name":"Renewable Energy, Sustainability and the Environment"},"field":{"id":"https://openalex.org/fields/21","display_name":"Energy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/maximum-power-point-tracking","display_name":"maximum power point tracking","score":0.9789999723434448},{"id":"https://openalex.org/keywords/doubly-fed-induction-generator","display_name":"doubly fed induction generator","score":0.9940000176429749},{"id":"https://openalex.org/keywords/wind-energy-conversion-system","display_name":"wind energy conversion system","score":0.8790000081062317},{"id":"https://openalex.org/keywords/neural-network-control","display_name":"neural network control","score":0.7450000047683716},{"id":"https://openalex.org/keywords/backstepping-control","display_name":"backstepping control","score":0.9440000057220459},{"id":"https://openalex.org/keywords/transient-suppression","display_name":"transient suppression","score":0.7540000081062317},{"id":"https://openalex.org/keywords/lyapunov-stability","display_name":"Lyapunov stability","score":0.8220000267028809},{"id":"https://openalex.org/keywords/variable-speed-wind-turbine","display_name":"variable speed wind turbine","score":0.8619999885559082},{"id":"https://openalex.org/keywords/power-coefficient","display_name":"power coefficient","score":0.5},{"id":"https://openalex.org/keywords/chattering-reduction","display_name":"chattering reduction","score":0.5509999990463257}],"concepts":[{"id":"https://openalex.org/C47446073","wikidata":"https://www.wikidata.org/wiki/Q5165890","display_name":"Control theory (sociology)","level":3,"score":0.8601999878883362},{"id":"https://openalex.org/C72218879","wikidata":"https://www.wikidata.org/wiki/Q4839759","display_name":"Backstepping","level":4,"score":0.8593999743461609},{"id":"https://openalex.org/C2780323453","wikidata":"https://www.wikidata.org/wiki/Q7113957","display_name":"Overshoot (microwave communication)","level":2,"score":0.7226999998092651},{"id":"https://openalex.org/C36139824","wikidata":"https://www.wikidata.org/wiki/Q1052007","display_name":"Maximum power point tracking","level":4,"score":0.7092999815940857},{"id":"https://openalex.org/C14781684","wikidata":"https://www.wikidata.org/wiki/Q3983320","display_name":"Settling time","level":3,"score":0.6743000149726868},{"id":"https://openalex.org/C2780799671","wikidata":"https://www.wikidata.org/wiki/Q17087362","display_name":"Transient (computer programming)","level":2,"score":0.6273999810218811},{"id":"https://openalex.org/C158622935","wikidata":"https://www.wikidata.org/wiki/Q660848","display_name":"Nonlinear system","level":2,"score":0.5622000098228455},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5253999829292297},{"id":"https://openalex.org/C161067210","wikidata":"https://www.wikidata.org/wiki/Q1464943","display_name":"Wind speed","level":2,"score":0.5054000020027161},{"id":"https://openalex.org/C78600449","wikidata":"https://www.wikidata.org/wiki/Q43302","display_name":"Wind power","level":2,"score":0.5001999735832214},{"id":"https://openalex.org/C203479927","wikidata":"https://www.wikidata.org/wiki/Q5165939","display_name":"Controller (irrigation)","level":2,"score":0.49799999594688416},{"id":"https://openalex.org/C116615679","wikidata":"https://www.wikidata.org/wiki/Q6795908","display_name":"Maximum power principle","level":3,"score":0.4375},{"id":"https://openalex.org/C85761212","wikidata":"https://www.wikidata.org/wiki/Q1974593","display_name":"Transient response","level":2,"score":0.40709999203681946},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.39989998936653137},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.3946000039577484},{"id":"https://openalex.org/C2780992000","wikidata":"https://www.wikidata.org/wiki/Q17016113","display_name":"Generator (circuit theory)","level":3,"score":0.38929998874664307},{"id":"https://openalex.org/C34146451","wikidata":"https://www.wikidata.org/wiki/Q5048094","display_name":"Cascade","level":2,"score":0.3887999951839447},{"id":"https://openalex.org/C98716924","wikidata":"https://www.wikidata.org/wiki/Q752750","display_name":"Induction generator","level":3,"score":0.33410000801086426},{"id":"https://openalex.org/C85617194","wikidata":"https://www.wikidata.org/wiki/Q2072794","display_name":"Particle swarm optimization","level":2,"score":0.3276999890804291},{"id":"https://openalex.org/C131584629","wikidata":"https://www.wikidata.org/wiki/Q4308705","display_name":"Coupling (piping)","level":2,"score":0.325300008058548},{"id":"https://openalex.org/C45641319","wikidata":"https://www.wikidata.org/wiki/Q550768","display_name":"Electronic speed control","level":2,"score":0.30869999527931213},{"id":"https://openalex.org/C91581856","wikidata":"https://www.wikidata.org/wiki/Q2707001","display_name":"Nonlinear control","level":3,"score":0.3077000081539154},{"id":"https://openalex.org/C22762622","wikidata":"https://www.wikidata.org/wiki/Q628904","display_name":"Operating point","level":2,"score":0.3018999993801117},{"id":"https://openalex.org/C183356978","wikidata":"https://www.wikidata.org/wiki/Q1779213","display_name":"Tracking error","level":3,"score":0.2953000068664551},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.2906999886035919},{"id":"https://openalex.org/C133731056","wikidata":"https://www.wikidata.org/wiki/Q4917288","display_name":"Control engineering","level":1,"score":0.28540000319480896},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2799000144004822},{"id":"https://openalex.org/C182365436","wikidata":"https://www.wikidata.org/wiki/Q50701","display_name":"Variable (mathematics)","level":2,"score":0.2784000039100647},{"id":"https://openalex.org/C2775936607","wikidata":"https://www.wikidata.org/wiki/Q466845","display_name":"Tracking (education)","level":2,"score":0.2669000029563904},{"id":"https://openalex.org/C28719098","wikidata":"https://www.wikidata.org/wiki/Q44946","display_name":"Point (geometry)","level":2,"score":0.25029999017715454}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1177/0309524x261505752","doi":"https://doi.org/10.1177/0309524x261505752","is_oa":false,"landing_page_url":"https://doi.org/10.1177/0309524x261505752","pdf_url":null,"source":{"id":"https://openalex.org/S109751390","display_name":"Wind Engineering","issn_l":"0309-524X","issn":["0309-524X","2048-402X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-d","jufo-1","norway-1","poland-40","russia-white-list-3"],"host_organization":"https://openalex.org/P4310320017","host_organization_name":"SAGE Publishing","host_organization_lineage":["https://openalex.org/P4310320017"],"host_organization_lineage_names":["SAGE Publishing"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Wind Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7","score":0.9853000044822693},{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.5378999710083008}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":43,"referenced_works":["https://openalex.org/W2154873009","https://openalex.org/W2335192294","https://openalex.org/W2499117785","https://openalex.org/W2765182445","https://openalex.org/W2973114736","https://openalex.org/W2982307036","https://openalex.org/W3088706780","https://openalex.org/W3092041111","https://openalex.org/W3114472866","https://openalex.org/W3121375565","https://openalex.org/W3122796774","https://openalex.org/W3191504480","https://openalex.org/W4200551830","https://openalex.org/W4210340469","https://openalex.org/W4224608770","https://openalex.org/W4226408193","https://openalex.org/W4280536079","https://openalex.org/W4292025811","https://openalex.org/W4296368828","https://openalex.org/W4303645038","https://openalex.org/W4310276595","https://openalex.org/W4319231517","https://openalex.org/W4381491176","https://openalex.org/W4385976046","https://openalex.org/W4387868847","https://openalex.org/W4388962559","https://openalex.org/W4389206249","https://openalex.org/W4400927112","https://openalex.org/W4401119269","https://openalex.org/W4401315976","https://openalex.org/W4401478000","https://openalex.org/W4403113666","https://openalex.org/W4408359127","https://openalex.org/W4410359260","https://openalex.org/W4411847563","https://openalex.org/W4412472541","https://openalex.org/W4417488797","https://openalex.org/W7127125265","https://openalex.org/W7130584676","https://openalex.org/W7154507294","https://openalex.org/W7154898577","https://openalex.org/W7154993609","https://openalex.org/W7167690671"],"related_works":["https://openalex.org/W4396911115","https://openalex.org/W1964010528","https://openalex.org/W1990351392","https://openalex.org/W4401331014","https://openalex.org/W7128950079","https://openalex.org/W3033607078","https://openalex.org/W4226213265","https://openalex.org/W7124830968","https://openalex.org/W4406235859","https://openalex.org/W2212942687"],"abstract_inverted_index":{"This":[0],"paper":[1],"focuses":[2],"on":[3],"maximizing":[4],"energy":[5],"harvesting":[6],"in":[7,52],"variable-speed":[8],"wind":[9,107,136],"turbines":[10],"by":[11],"improving":[12],"maximum":[13],"power":[14,125],"point":[15],"tracking":[16,133],"(MPPT).":[17],"A":[18],"hybrid":[19],"control":[20,31],"strategy":[21],"combining":[22],"an":[23],"artificial":[24],"neural":[25],"network":[26],"(ANN)":[27],"with":[28,62],"nonlinear":[29,56],"backstepping":[30,65],"(BS)":[32],"is":[33],"proposed":[34],"for":[35],"the":[36,54,60,75,97,124],"outer-loop":[37],"speed":[38],"regulation":[39],"of":[40,59,82,88,94],"a":[41,63,79,85,91,104,111],"1.5":[42],"MW":[43],"doubly":[44],"fed":[45],"induction":[46],"generator":[47],"(DFIG).":[48],"The":[49],"novelty":[50],"lies":[51],"coupling":[53],"fast":[55],"mapping":[57],"capability":[58],"ANN":[61,101],"Lyapunov-based":[64],"corrective":[66],"mechanism":[67],"to":[68,120,128],"improve":[69],"transient":[70],"tracking.":[71],"Simulations":[72],"show":[73],"that":[74],"ANN\u2013BS":[76],"controller":[77],"achieves":[78,110],"settling":[80,115],"time":[81],"1.2":[83],"ms,":[84],"speed-tracking":[86],"error":[87],"0.08%,":[89],"and":[90,99,122],"dynamic":[92],"overshoot":[93],"1.09%,":[95],"outperforming":[96],"PI":[98],"standalone":[100],"controllers.":[102],"Under":[103],"measured":[105],"stochastic":[106],"profile,":[108],"it":[109],"0.70":[112],"ms":[113],"startup":[114],"time,":[116],"reduces":[117],"error-chattering":[118],"intensity":[119],"0.324,":[121],"maintains":[123],"coefficient":[126],"close":[127],"0.48,":[129],"confirming":[130],"accurate":[131],"MPPT":[132],"under":[134],"variable":[135],"conditions.":[137]},"counts_by_year":[],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2026-11-06T00:00:00"}
