{"id":"https://openalex.org/W4413826804","doi":"https://doi.org/10.1115/1.4069658","title":"Prediction of Tool Wear by Improved Deep Belief Networks Based on Multisensor Signals","display_name":"Prediction of Tool Wear by Improved Deep Belief Networks Based on Multisensor Signals","publication_year":2025,"publication_date":"2025-08-29","ids":{"openalex":"https://openalex.org/W4413826804","doi":"https://doi.org/10.1115/1.4069658"},"language":"en","primary_location":{"id":"doi:10.1115/1.4069658","is_oa":false,"landing_page_url":"https://doi.org/10.1115/1.4069658","pdf_url":null,"source":{"id":"https://openalex.org/S173178594","display_name":"Journal of Computing and Information Science in Engineering","issn_l":"1530-9827","issn":["1530-9827","1944-7078"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310316053","host_organization_name":"ASM International","host_organization_lineage":["https://openalex.org/P4310316053"],"host_organization_lineage_names":["ASM International"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computing and Information Science in Engineering","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/A5062010654","display_name":"Zisheng Li","orcid":"https://orcid.org/0000-0002-8545-9640"},"institutions":[{"id":"https://openalex.org/I1297991670","display_name":"Southwest University of Science and Technology","ror":"https://ror.org/04d996474","country_code":"CN","type":"education","lineage":["https://openalex.org/I1297991670"]},{"id":"https://openalex.org/I4210107743","display_name":"Sichuan Mianyang 404 Hospital","ror":"https://ror.org/01nwt2j78","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210107743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zisheng Li","raw_affiliation_strings":["Southwest University of Science and Technology School of Manufacturing Science and Engineering, , , \u00a0 ,","School of Manufacturing Science and Engineering Fucheng District, Mianyang City, Sichuan Province Mianyang, Sichuan 621010 China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Southwest University of Science and Technology School of Manufacturing Science and Engineering, , , \u00a0 ,","institution_ids":["https://openalex.org/I1297991670"]},{"raw_affiliation_string":"School of Manufacturing Science and Engineering Fucheng District, Mianyang City, Sichuan Province Mianyang, Sichuan 621010 China","institution_ids":["https://openalex.org/I4210107743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114737383","display_name":"Xiaoping Xiao","orcid":null},"institutions":[{"id":"https://openalex.org/I1297991670","display_name":"Southwest University of Science and Technology","ror":"https://ror.org/04d996474","country_code":"CN","type":"education","lineage":["https://openalex.org/I1297991670"]},{"id":"https://openalex.org/I4210107743","display_name":"Sichuan Mianyang 404 Hospital","ror":"https://ror.org/01nwt2j78","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210107743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoping Xiao","raw_affiliation_strings":["Southwest University of Science and Technology Engineering Technology Center, , , \u00a0 ,","Engineering Technology Center Fucheng Dist,Mianyang City,Sichuan Province Mianyang, Sichuan 621010 China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Southwest University of Science and Technology Engineering Technology Center, , , \u00a0 ,","institution_ids":["https://openalex.org/I1297991670"]},{"raw_affiliation_string":"Engineering Technology Center Fucheng Dist,Mianyang City,Sichuan Province Mianyang, Sichuan 621010 China","institution_ids":["https://openalex.org/I4210107743"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Wenjun Zhou","orcid":null},"institutions":[{"id":"https://openalex.org/I1297991670","display_name":"Southwest University of Science and Technology","ror":"https://ror.org/04d996474","country_code":"CN","type":"education","lineage":["https://openalex.org/I1297991670"]},{"id":"https://openalex.org/I4210107743","display_name":"Sichuan Mianyang 404 Hospital","ror":"https://ror.org/01nwt2j78","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210107743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenjun Zhou","raw_affiliation_strings":["Southwest University of Science and Technology School of Manufacturing Science and Engineering, , , \u00a0 ,","School of Manufacturing Science and Engineering Fucheng District, Mianyang Sichuan Mianyang, Sichuan 621010 China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Southwest University of Science and Technology School of Manufacturing Science and Engineering, , , \u00a0 ,","institution_ids":["https://openalex.org/I1297991670"]},{"raw_affiliation_string":"School of Manufacturing Science and Engineering Fucheng District, Mianyang Sichuan Mianyang, Sichuan 621010 China","institution_ids":["https://openalex.org/I4210107743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100323955","display_name":"Kai Zhang","orcid":"https://orcid.org/0000-0002-3615-5616"},"institutions":[{"id":"https://openalex.org/I4800084","display_name":"Southwest Jiaotong University","ror":"https://ror.org/00hn7w693","country_code":"CN","type":"education","lineage":["https://openalex.org/I4800084"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kai Zhang","raw_affiliation_strings":["Southwest Jiaotong University School of Mechanical Engineering, , , \u00a0 ,","Jiuli Campus,Southwest Jiaotong University No. 111, North Section 1, Second Ring Road Chengdu, Sichuan 610031 China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Southwest Jiaotong University School of Mechanical Engineering, , , \u00a0 ,","institution_ids":["https://openalex.org/I4800084"]},{"raw_affiliation_string":"Jiuli Campus,Southwest Jiaotong University No. 111, North Section 1, Second Ring Road Chengdu, Sichuan 610031 China","institution_ids":["https://openalex.org/I4800084"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5071358168","display_name":"Wenhao Wang","orcid":"https://orcid.org/0009-0000-6509-830X"},"institutions":[{"id":"https://openalex.org/I1297991670","display_name":"Southwest University of Science and Technology","ror":"https://ror.org/04d996474","country_code":"CN","type":"education","lineage":["https://openalex.org/I1297991670"]},{"id":"https://openalex.org/I4210107743","display_name":"Sichuan Mianyang 404 Hospital","ror":"https://ror.org/01nwt2j78","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210107743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenhao Wang","raw_affiliation_strings":["Southwest University of Science and Technology School of Manufacturing Science and Engineering, , , \u00a0 ,","School of Manufacturing Science and Engineering Fucheng District, Mianyang Sichuan Mianyang, Sichuan 621010 China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Southwest University of Science and Technology School of Manufacturing Science and Engineering, , , \u00a0 ,","institution_ids":["https://openalex.org/I1297991670"]},{"raw_affiliation_string":"School of Manufacturing Science and Engineering Fucheng District, Mianyang Sichuan Mianyang, Sichuan 621010 China","institution_ids":["https://openalex.org/I4210107743"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.3347,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.79527427,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"25","issue":"10","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10188","display_name":"Advanced machining processes and optimization","score":0.9966999888420105,"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"}},"topics":[{"id":"https://openalex.org/T10188","display_name":"Advanced machining processes and optimization","score":0.9966999888420105,"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/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9900000095367432,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/T10876","display_name":"Fault Detection and Control Systems","score":0.9663000106811523,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/deep-belief-network","display_name":"Deep belief network","score":0.5148707628250122},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.478415310382843},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.46767860651016235},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.36355024576187134},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.35810136795043945}],"concepts":[{"id":"https://openalex.org/C97385483","wikidata":"https://www.wikidata.org/wiki/Q16954980","display_name":"Deep belief network","level":3,"score":0.5148707628250122},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.478415310382843},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.46767860651016235},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.36355024576187134},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.35810136795043945}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1115/1.4069658","is_oa":false,"landing_page_url":"https://doi.org/10.1115/1.4069658","pdf_url":null,"source":{"id":"https://openalex.org/S173178594","display_name":"Journal of Computing and Information Science in Engineering","issn_l":"1530-9827","issn":["1530-9827","1944-7078"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310316053","host_organization_name":"ASM International","host_organization_lineage":["https://openalex.org/P4310316053"],"host_organization_lineage_names":["ASM International"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computing and Information Science in Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":58,"referenced_works":["https://openalex.org/W1488879437","https://openalex.org/W1973479775","https://openalex.org/W1982254131","https://openalex.org/W2016606766","https://openalex.org/W2044797813","https://openalex.org/W2050433780","https://openalex.org/W2057316115","https://openalex.org/W2070171541","https://openalex.org/W2094939857","https://openalex.org/W2137356002","https://openalex.org/W2285739950","https://openalex.org/W2321274876","https://openalex.org/W2346243002","https://openalex.org/W2568474785","https://openalex.org/W2580840020","https://openalex.org/W2591818336","https://openalex.org/W2601486059","https://openalex.org/W2810813609","https://openalex.org/W2888865870","https://openalex.org/W2890207295","https://openalex.org/W2905420519","https://openalex.org/W2936817913","https://openalex.org/W2938161931","https://openalex.org/W2949666355","https://openalex.org/W2950380591","https://openalex.org/W2950761565","https://openalex.org/W2980533836","https://openalex.org/W2982042562","https://openalex.org/W2997905955","https://openalex.org/W3015428797","https://openalex.org/W3134252212","https://openalex.org/W3137356341","https://openalex.org/W3158777288","https://openalex.org/W3207672850","https://openalex.org/W3208877831","https://openalex.org/W3208961220","https://openalex.org/W3209174462","https://openalex.org/W3213868507","https://openalex.org/W4206648819","https://openalex.org/W4210680557","https://openalex.org/W4213242979","https://openalex.org/W4213365729","https://openalex.org/W4220687956","https://openalex.org/W4220814609","https://openalex.org/W4280614049","https://openalex.org/W4283274741","https://openalex.org/W4308946360","https://openalex.org/W4309942536","https://openalex.org/W4313419600","https://openalex.org/W4316135871","https://openalex.org/W4323974907","https://openalex.org/W4327571397","https://openalex.org/W4381853742","https://openalex.org/W4386042075","https://openalex.org/W4386759359","https://openalex.org/W4386886482","https://openalex.org/W4387977724","https://openalex.org/W4390037425"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2906214541","https://openalex.org/W2513422012","https://openalex.org/W2897826427","https://openalex.org/W2390279801","https://openalex.org/W2133034788","https://openalex.org/W3082895349","https://openalex.org/W2248239756"],"abstract_inverted_index":{"Abstract":[0],"Tool":[1],"wear":[2,20,82,128],"online":[3],"monitoring":[4],"technology":[5],"is":[6,56,70],"crucial":[7],"for":[8],"enhancing":[9],"machining":[10],"efficiency":[11],"and":[12,48,92,110,116,124],"product":[13],"quality.":[14],"This":[15],"article":[16],"proposes":[17],"a":[18,25,52,117],"tool":[19,81,127],"prediction":[21,36],"method":[22,55],"based":[23],"on":[24],"particle":[26],"swarm":[27],"optimization":[28],"(PSO)-optimized":[29],"deep":[30],"belief":[31],"network":[32],"(DBN)":[33],"to":[34,58],"improve":[35],"accuracy.":[37],"First,":[38],"features":[39,61],"are":[40],"extracted":[41],"from":[42],"sensor":[43],"signals":[44],"through":[45],"time-domain,":[46],"frequency-domain,":[47],"time\u2013frequency-domain":[49],"methods.":[50],"Subsequently,":[51],"correlation":[53],"analysis":[54],"employed":[57],"identify":[59],"wear-sensitive":[60],"of":[62],"the":[63,66,97],"tool.":[64],"Finally,":[65],"proposed":[67],"PSO-DBN":[68,98],"model":[69,99],"rigorously":[71],"evaluated":[72],"using":[73],"cross-validation,":[74],"demonstrating":[75],"its":[76,122],"effectiveness":[77],"in":[78,126],"accurately":[79],"predicting":[80],"across":[83],"all":[84],"test":[85],"cases.":[86],"Comparative":[87],"experiments":[88],"against":[89],"established":[90],"models":[91],"state-of-the-art":[93],"approaches":[94],"show":[95],"that":[96],"achieves":[100],"superior":[101],"performance,":[102],"with":[103],"lower":[104],"root":[105],"mean":[106,111],"squared":[107],"error":[108,113],"(RMSE)":[109],"absolute":[112],"(MAE)":[114],"values":[115],"higher":[118],"R2":[119],"score,":[120],"confirming":[121],"precision":[123],"reliability":[125],"prediction.":[129]},"counts_by_year":[{"year":2026,"cited_by_count":3}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}