{"id":"https://openalex.org/W4315697352","doi":"https://doi.org/10.1504/ijmic.2022.10053296","title":"Gear faults identification based on big data analysis and CatBoost model","display_name":"Gear faults identification based on big data analysis and CatBoost model","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4315697352","doi":"https://doi.org/10.1504/ijmic.2022.10053296"},"language":"en","primary_location":{"id":"doi:10.1504/ijmic.2022.10053296","is_oa":false,"landing_page_url":"https://doi.org/10.1504/ijmic.2022.10053296","pdf_url":null,"source":{"id":"https://openalex.org/S123181493","display_name":"International Journal of Modelling Identification and Control","issn_l":"1746-6172","issn":["1746-6172","1746-6180"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310317825","host_organization_name":"Inderscience Publishers","host_organization_lineage":["https://openalex.org/P4310317825"],"host_organization_lineage_names":["Inderscience Publishers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Modelling, Identification and Control","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":"https://openalex.org/A5100413547","display_name":"Jianxin Zhang","orcid":"https://orcid.org/0000-0002-7319-4817"},"institutions":[{"id":"https://openalex.org/I55654194","display_name":"Inner Mongolia University of Technology","ror":"https://ror.org/05564e019","country_code":"CN","type":"education","lineage":["https://openalex.org/I55654194"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianxin Zhang","raw_affiliation_strings":["Inner Mongolia Key Laboratory of Mechanical and Electrical Control, College of Electric Power, Inner Mongolia University of Technology, Hohhot 010080, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Inner Mongolia Key Laboratory of Mechanical and Electrical Control, College of Electric Power, Inner Mongolia University of Technology, Hohhot 010080, China","institution_ids":["https://openalex.org/I55654194"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015232078","display_name":"Xiaoda Zhang","orcid":"https://orcid.org/0000-0003-3817-1369"},"institutions":[{"id":"https://openalex.org/I4210089056","display_name":"Beijing Microelectronics Technology Institute","ror":"https://ror.org/007y7ej30","country_code":"CN","type":"other","lineage":["https://openalex.org/I4210089056"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoda Zhang","raw_affiliation_strings":["Micron Intelligent Manufacturing Systems Science and Technology (Beijing) Co., Ltd., Beijing 100086, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Micron Intelligent Manufacturing Systems Science and Technology (Beijing) Co., Ltd., Beijing 100086, China","institution_ids":["https://openalex.org/I4210089056"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101914317","display_name":"Yongsheng Qi","orcid":"https://orcid.org/0000-0002-6059-7035"},"institutions":[{"id":"https://openalex.org/I55654194","display_name":"Inner Mongolia University of Technology","ror":"https://ror.org/05564e019","country_code":"CN","type":"education","lineage":["https://openalex.org/I55654194"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongsheng Qi","raw_affiliation_strings":["Inner Mongolia Key Laboratory of Mechanical and Electrical Control, College of Electric Power, Inner Mongolia University of Technology, Hohhot 010080, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Inner Mongolia Key Laboratory of Mechanical and Electrical Control, College of Electric Power, Inner Mongolia University of Technology, Hohhot 010080, China","institution_ids":["https://openalex.org/I55654194"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.2997385,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"41","issue":"4","first_page":"334","last_page":"334"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14484","display_name":"Technology and Data Analysis","score":0.6801999807357788,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T14484","display_name":"Technology and Data Analysis","score":0.6801999807357788,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T14042","display_name":"Technology and Security Systems","score":0.6485999822616577,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T12647","display_name":"Traditional Chinese Medicine Studies","score":0.6159999966621399,"subfield":{"id":"https://openalex.org/subfields/2707","display_name":"Complementary and alternative medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.7038850784301758},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5705872178077698},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.43897637724876404},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.38712090253829956},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.28005093336105347}],"concepts":[{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.7038850784301758},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5705872178077698},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.43897637724876404},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38712090253829956},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.28005093336105347},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1504/ijmic.2022.10053296","is_oa":false,"landing_page_url":"https://doi.org/10.1504/ijmic.2022.10053296","pdf_url":null,"source":{"id":"https://openalex.org/S123181493","display_name":"International Journal of Modelling Identification and Control","issn_l":"1746-6172","issn":["1746-6172","1746-6180"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310317825","host_organization_name":"Inderscience Publishers","host_organization_lineage":["https://openalex.org/P4310317825"],"host_organization_lineage_names":["Inderscience Publishers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Modelling, Identification and Control","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6100000143051147,"id":"https://metadata.un.org/sdg/13","display_name":"Climate action"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W4390608645","https://openalex.org/W4247566972","https://openalex.org/W2960264696","https://openalex.org/W3090563135","https://openalex.org/W2497432351","https://openalex.org/W4206777497","https://openalex.org/W4233347783","https://openalex.org/W2910064364","https://openalex.org/W4255224757"],"abstract_inverted_index":{"The":[0,13,28,42,104],"gear":[1,23],"faults":[2,24,117],"identification":[3,69,91,122],"based":[4,31,52,106],"on":[5,32,53,107],"big":[6,14],"data":[7],"analysis":[8],"and":[9,18,39,49,66,71,115,124,128,141],"CatBoost":[10,29,75,105],"is":[11,118],"investigated.":[12],"datasets":[15,36],"with":[16,56,63,110],"nine":[17,64],"ten":[19,57],"features":[20,58,88,99],"for":[21],"five":[22,116],"are":[25,37,59,76,133],"constructed,":[26],"respectively.":[27,41],"models":[30,51],"the":[33,54,67,79,85,90,101,108,111],"above":[34,112],"two":[35,81],"constructed":[38],"trained,":[40],"testing":[43],"results":[44],"show":[45],"that":[46,97],"CatBoost,":[47],"XGBoost,":[48],"LGBM":[50],"dataset":[55,109],"better":[60,77,134],"than":[61,78,135],"one":[62],"features,":[65],"fault":[68],"accuracy":[70],"time":[72,125],"obtained":[73,137],"by":[74,138],"other":[80],"models.":[82],"By":[83],"calculating":[84],"influence":[86],"of":[87,126],"to":[89,120],"results,":[92],"it":[93],"can":[94],"be":[95],"found":[96],"four":[98,113],"play":[100],"crucial":[102],"roles.":[103],"characteristics":[114],"verified":[119],"achieve":[121],"accuracies":[123],"100%":[127],"680":[129],"s,":[130],"respectively,":[131],"which":[132],"ones":[136],"using":[139],"XGBoost":[140],"LGBM.":[142]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}