{"id":"https://openalex.org/W7159619457","doi":"https://doi.org/10.48550/arxiv.2604.28084","title":"Intelligent Self-tuning Active EMI Filtering for Electrified Automotive Power Systems Using Reinforcement Learning","display_name":"Intelligent Self-tuning Active EMI Filtering for Electrified Automotive Power Systems Using Reinforcement Learning","publication_year":2026,"publication_date":"2026-04-30","ids":{"openalex":"https://openalex.org/W7159619457","doi":"https://doi.org/10.48550/arxiv.2604.28084"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2604.28084","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.28084","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2604.28084","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5108985263","display_name":"Mahuizi Lu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lu, Mahuizi","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111986254","display_name":"Kelin Jia","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jia, Kelin","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134991776","display_name":"Rajib Goswami","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Goswami, Rajib","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5086866094","display_name":"Yukun Hu","orcid":"https://orcid.org/0000-0002-7480-4250"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hu, Yukun","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"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/T11444","display_name":"Electromagnetic Compatibility and Noise Suppression","score":0.9908999800682068,"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/T11444","display_name":"Electromagnetic Compatibility and Noise Suppression","score":0.9908999800682068,"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/T10573","display_name":"Power Quality and Harmonics","score":0.0008999999845400453,"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/T10768","display_name":"Electric Vehicles and Infrastructure","score":0.000699999975040555,"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/emi","display_name":"EMI","score":0.867900013923645},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.5938000082969666},{"id":"https://openalex.org/keywords/electromagnetic-interference","display_name":"Electromagnetic interference","score":0.5626000165939331},{"id":"https://openalex.org/keywords/automotive-industry","display_name":"Automotive industry","score":0.5562000274658203},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.47369998693466187},{"id":"https://openalex.org/keywords/conducted-electromagnetic-interference","display_name":"Conducted electromagnetic interference","score":0.43369999527931213},{"id":"https://openalex.org/keywords/electric-power-system","display_name":"Electric power system","score":0.3808000087738037},{"id":"https://openalex.org/keywords/electromagnetic-compatibility","display_name":"Electromagnetic compatibility","score":0.3522000014781952}],"concepts":[{"id":"https://openalex.org/C43461449","wikidata":"https://www.wikidata.org/wiki/Q2495531","display_name":"EMI","level":3,"score":0.867900013923645},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.5938000082969666},{"id":"https://openalex.org/C184892835","wikidata":"https://www.wikidata.org/wiki/Q1474513","display_name":"Electromagnetic interference","level":2,"score":0.5626000165939331},{"id":"https://openalex.org/C526921623","wikidata":"https://www.wikidata.org/wiki/Q190117","display_name":"Automotive industry","level":2,"score":0.5562000274658203},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.47909998893737793},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.47369998693466187},{"id":"https://openalex.org/C147584655","wikidata":"https://www.wikidata.org/wiki/Q1474513","display_name":"Conducted electromagnetic interference","level":4,"score":0.43369999527931213},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.4255000054836273},{"id":"https://openalex.org/C89227174","wikidata":"https://www.wikidata.org/wiki/Q2388981","display_name":"Electric power system","level":3,"score":0.3808000087738037},{"id":"https://openalex.org/C125470083","wikidata":"https://www.wikidata.org/wiki/Q747288","display_name":"Electromagnetic compatibility","level":2,"score":0.3522000014781952},{"id":"https://openalex.org/C177606310","wikidata":"https://www.wikidata.org/wiki/Q5674297","display_name":"Adaptability","level":2,"score":0.3490000069141388},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.33399999141693115},{"id":"https://openalex.org/C171146098","wikidata":"https://www.wikidata.org/wiki/Q124192","display_name":"Automotive engineering","level":1,"score":0.32179999351501465},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.3174000084400177},{"id":"https://openalex.org/C106189395","wikidata":"https://www.wikidata.org/wiki/Q176789","display_name":"Markov decision process","level":3,"score":0.30979999899864197},{"id":"https://openalex.org/C133731056","wikidata":"https://www.wikidata.org/wiki/Q4917288","display_name":"Control engineering","level":1,"score":0.29739999771118164},{"id":"https://openalex.org/C2778422915","wikidata":"https://www.wikidata.org/wiki/Q10302051","display_name":"Converters","level":3,"score":0.28360000252723694},{"id":"https://openalex.org/C2776582896","wikidata":"https://www.wikidata.org/wiki/Q5368536","display_name":"State of charge","level":4,"score":0.26460000872612},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.2623000144958496},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.25360000133514404},{"id":"https://openalex.org/C178911571","wikidata":"https://www.wikidata.org/wiki/Q593143","display_name":"Power electronics","level":3,"score":0.25119999051094055}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2604.28084","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.28084","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2604.28084","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.28084","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},"sustainable_development_goals":[{"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7","score":0.6761467456817627}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"The":[0,90,147],"rapid":[1],"electrification":[2],"and":[3,17,25,43,59,67,119,123,143,187,198,209,215],"intelligence":[4],"of":[5,19,174],"modern":[6],"transportation":[7,217],"systems":[8,84,212],"place":[9],"stringent":[10],"demands":[11],"on":[12,86,194],"the":[13,203],"electromagnetic":[14,28],"compatibility,":[15],"reliability,":[16],"adaptability":[18],"automotive":[20,82,159],"power":[21,35,83],"electronics.":[22],"In":[23],"electric":[24,160],"autonomous":[26],"vehicles,":[27],"interference":[29,114],"(EMI)":[30],"generated":[31],"by":[32],"high-frequency":[33],"switching":[34],"converters":[36],"can":[37],"compromise":[38],"safety-critical":[39],"functions,":[40],"in-vehicle":[41],"communications,":[42],"system":[44],"efficiency":[45,142],"under":[46,121],"dynamic":[47],"operating":[48],"conditions.":[49],"Conventional":[50],"passive":[51,188,196],"EMI":[52,77,91,155,171,201],"filters,":[53],"while":[54,135],"robust,":[55],"are":[56],"often":[57],"oversized":[58,195],"lack":[60],"adaptability,":[61],"leading":[62],"to":[63,105,112],"increased":[64],"weight,":[65],"volume,":[66],"energy":[68],"losses.":[69],"This":[70],"paper":[71],"proposes":[72],"an":[73,102,158],"intelligent":[74,214],"self-tuning":[75],"active":[76],"filtering":[78,189],"approach":[79],"for":[80,131,213],"electrified":[81],"based":[85],"reinforcement":[87],"learning":[88,141],"(RL).":[89],"mitigation":[92],"problem":[93],"is":[94,129,150],"formulated":[95],"as":[96],"a":[97,126,136,164,178],"Markov":[98],"decision":[99],"process,":[100],"enabling":[101,199],"RL":[103],"agent":[104],"continuously":[106],"adapt":[107],"filter":[108],"parameters":[109],"in":[110],"response":[111],"time-varying":[113],"characteristics.":[115],"To":[116],"improve":[117],"robustness":[118],"generalisation":[120],"complex":[122],"non-stationary":[124],"conditions,":[125],"variational":[127],"autoencoder":[128],"employed":[130],"compact":[132],"state":[133],"representation,":[134],"noise-based":[137],"exploration":[138],"mechanism":[139],"enhances":[140],"prevents":[144],"suboptimal":[145],"convergence.":[146],"proposed":[148,204],"method":[149],"evaluated":[151],"using":[152],"experimentally":[153],"measured":[154],"spectra":[156],"from":[157],"drive":[161],"unit":[162],"within":[163],"MATLAB/Simulink":[165],"co-simulation":[166],"framework.":[167],"Results":[168],"demonstrate":[169],"consistent":[170],"attenuation":[172],"improvements":[173],"25-30":[175],"dB":[176],"across":[177],"wide":[179],"frequency":[180],"range":[181],"compared":[182],"with":[183],"conventional":[184],"control":[185],"strategies":[186],"solutions.":[190],"By":[191],"reducing":[192],"reliance":[193],"components":[197],"adaptive":[200],"suppression,":[202],"framework":[205],"supports":[206],"lightweight,":[207],"energy-efficient,":[208],"reliable":[210],"power-electronic":[211],"green":[216],"applications.":[218]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2026-05-02T00:00:00"}
