{"id":"https://openalex.org/W4296886464","doi":"https://doi.org/10.1109/inista55318.2022.9894160","title":"A Machine Learning Proposal for Condition Monitoring of Vehicle Suspension","display_name":"A Machine Learning Proposal for Condition Monitoring of Vehicle Suspension","publication_year":2022,"publication_date":"2022-08-08","ids":{"openalex":"https://openalex.org/W4296886464","doi":"https://doi.org/10.1109/inista55318.2022.9894160"},"language":"en","primary_location":{"id":"doi:10.1109/inista55318.2022.9894160","is_oa":false,"landing_page_url":"https://doi.org/10.1109/inista55318.2022.9894160","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 International Conference on INnovations in Intelligent SysTems and Applications (INISTA)","raw_type":"proceedings-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":"https://openalex.org/A5080863505","display_name":"Alexandra B\u0103icoianu","orcid":"https://orcid.org/0000-0002-1264-3404"},"institutions":[{"id":"https://openalex.org/I3123573182","display_name":"Transylvania University of Bra\u0219ov","ror":"https://ror.org/01cg9ws23","country_code":"RO","type":"education","lineage":["https://openalex.org/I3123573182"]}],"countries":["RO"],"is_corresponding":true,"raw_author_name":"Alexandra Baicoianu","raw_affiliation_strings":["Transilvania University of Braşov,Department of Mathematics and Informatics,Braşov,Romania"],"affiliations":[{"raw_affiliation_string":"Transilvania University of Braşov,Department of Mathematics and Informatics,Braşov,Romania","institution_ids":["https://openalex.org/I3123573182"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039185580","display_name":"Patric Stanoiu","orcid":null},"institutions":[{"id":"https://openalex.org/I3123573182","display_name":"Transylvania University of Bra\u0219ov","ror":"https://ror.org/01cg9ws23","country_code":"RO","type":"education","lineage":["https://openalex.org/I3123573182"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Patric Stanoiu","raw_affiliation_strings":["Transilvania University of Braşov,Faculty of Mathematics and Informatics,Braşov,Romania"],"affiliations":[{"raw_affiliation_string":"Transilvania University of Braşov,Faculty of Mathematics and Informatics,Braşov,Romania","institution_ids":["https://openalex.org/I3123573182"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004726724","display_name":"Marian N. Velea","orcid":"https://orcid.org/0000-0002-5248-6589"},"institutions":[{"id":"https://openalex.org/I3123573182","display_name":"Transylvania University of Bra\u0219ov","ror":"https://ror.org/01cg9ws23","country_code":"RO","type":"education","lineage":["https://openalex.org/I3123573182"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Marian Velea","raw_affiliation_strings":["Transilvania University of Braşov,Mechanical Engineering Department,Braşov,Romania"],"affiliations":[{"raw_affiliation_string":"Transilvania University of Braşov,Mechanical Engineering Department,Braşov,Romania","institution_ids":["https://openalex.org/I3123573182"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5060165356","display_name":"C\u0103lin Husar","orcid":"https://orcid.org/0009-0008-5789-7361"},"institutions":[{"id":"https://openalex.org/I4210095246","display_name":"Siemens (Romania)","ror":"https://ror.org/00sexkk33","country_code":"RO","type":"company","lineage":["https://openalex.org/I1325886976","https://openalex.org/I4210095246"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Calin Husar","raw_affiliation_strings":["Siemens Industry Software,Braşov,Romania"],"affiliations":[{"raw_affiliation_string":"Siemens Industry Software,Braşov,Romania","institution_ids":["https://openalex.org/I4210095246"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5080863505"],"corresponding_institution_ids":["https://openalex.org/I3123573182"],"apc_list":null,"apc_paid":null,"fwci":0.3874,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.5698604,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10805","display_name":"Vehicle Dynamics and Control Systems","score":0.9975000023841858,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive 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/T10805","display_name":"Vehicle Dynamics and Control Systems","score":0.9975000023841858,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive 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/T14304","display_name":"Transport Systems and Technology","score":0.993399977684021,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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/T11099","display_name":"Autonomous Vehicle Technology and Safety","score":0.9900000095367432,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive 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/suspension","display_name":"Suspension (topology)","score":0.682377815246582},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5813188552856445},{"id":"https://openalex.org/keywords/automotive-engineering","display_name":"Automotive engineering","score":0.4414401948451996},{"id":"https://openalex.org/keywords/vehicle-safety","display_name":"Vehicle safety","score":0.41260552406311035},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.2469114363193512},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.06425473093986511}],"concepts":[{"id":"https://openalex.org/C105341887","wikidata":"https://www.wikidata.org/wiki/Q1307987","display_name":"Suspension (topology)","level":3,"score":0.682377815246582},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5813188552856445},{"id":"https://openalex.org/C171146098","wikidata":"https://www.wikidata.org/wiki/Q124192","display_name":"Automotive engineering","level":1,"score":0.4414401948451996},{"id":"https://openalex.org/C2986542766","wikidata":"https://www.wikidata.org/wiki/Q2090494","display_name":"Vehicle safety","level":2,"score":0.41260552406311035},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2469114363193512},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.06425473093986511},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C5961521","wikidata":"https://www.wikidata.org/wiki/Q746083","display_name":"Homotopy","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/inista55318.2022.9894160","is_oa":false,"landing_page_url":"https://doi.org/10.1109/inista55318.2022.9894160","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 International Conference on INnovations in Intelligent SysTems and Applications (INISTA)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.6399999856948853}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W2122410182","https://openalex.org/W2166105172","https://openalex.org/W3112922810","https://openalex.org/W3118912624","https://openalex.org/W3159465421","https://openalex.org/W3204420721","https://openalex.org/W4229930130","https://openalex.org/W4234547280","https://openalex.org/W6678087030","https://openalex.org/W6788477879"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W4402327032","https://openalex.org/W563278945"],"abstract_inverted_index":{"Current":[0],"trends":[1],"involve":[2],"machine":[3,25,74,82],"learning":[4,26,75,83],"techniques,":[5],"Artificial":[6],"Intelligence,":[7],"etc.":[8],"in":[9,29,62,72],"most":[10],"Industry4.0":[11],"specific":[12],"research":[13],"directions.":[14],"In":[15],"the":[16,34,63,79,105,110,126,147,150,153],"automotive":[17],"industry,":[18],"but":[19],"not":[20],"only,":[21],"methods":[22],"and":[23,40,77,123,158],"new":[24,38,80],"algorithms":[27],"appear":[28],"order":[30],"to":[31,49,88,128,134,141],"mainly":[32],"shorten":[33],"development":[35],"time":[36],"of":[37,45,54,121,149,152],"components":[39],"their":[41],"validation.":[42],"The":[43,137],"aim":[44,139],"this":[46,102],"paper":[47],"is":[48,113,140],"generate":[50],"an":[51,96,118],"input":[52,70],"set":[53],"data,":[55],"starting":[56],"from":[57],"a":[58,73,90,144],"classic":[59],"system":[60],"existing":[61],"Simcenter":[64],"Amesim":[65],"platform,":[66],"use":[67],"it":[68],"as":[69,115,130,132],"data":[71,106],"analysis":[76],"validate":[78],"proposed":[81],"methodology.":[84],"This":[85],"approach":[86],"seeks":[87],"analyze":[89],"vehicle":[91],"suspension":[92,155],"model":[93,145],"by":[94],"using":[95],"artificial":[97],"neural":[98,111],"network.":[99],"Essential":[100],"for":[101,125],"work":[103],"are":[104],"sets":[107],"on":[108],"which":[109],"network":[112],"trained,":[114],"these":[116],"require":[117],"exceptional":[119],"degree":[120],"accuracy":[122],"robustness":[124],"result":[127],"be":[129],"close":[131],"possible":[133],"mathematical":[135],"calculations.":[136],"final":[138],"help":[142],"create":[143],"enabling":[146],"prediction":[148],"values":[151],"vehicle\u2019s":[154],"travel,":[156],"speed":[157],"acceleration.":[159]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}