{"id":"https://openalex.org/W4392164065","doi":"https://doi.org/10.3390/s24051497","title":"Life Prediction of Rolling Bearing Based on Optimal Time\u2013Frequency Spectrum and DenseNet-ALSTM","display_name":"Life Prediction of Rolling Bearing Based on Optimal Time\u2013Frequency Spectrum and DenseNet-ALSTM","publication_year":2024,"publication_date":"2024-02-26","ids":{"openalex":"https://openalex.org/W4392164065","doi":"https://doi.org/10.3390/s24051497","pmid":"https://pubmed.ncbi.nlm.nih.gov/38475033"},"language":"en","primary_location":{"id":"doi:10.3390/s24051497","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s24051497","pdf_url":"https://www.mdpi.com/1424-8220/24/5/1497/pdf?version=1708927820","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/24/5/1497/pdf?version=1708927820","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5103324976","display_name":"Jintao Chen","orcid":"https://orcid.org/0009-0004-2994-503X"},"institutions":[{"id":"https://openalex.org/I43922553","display_name":"Wuhan University of Science and Technology","ror":"https://ror.org/00e4hrk88","country_code":"CN","type":"education","lineage":["https://openalex.org/I43922553"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jintao Chen","raw_affiliation_strings":["School of Information Science and Engineering, Wuhan University of Science and Technology, Wuhan 430081, China"],"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Wuhan University of Science and Technology, Wuhan 430081, China","institution_ids":["https://openalex.org/I43922553"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015811106","display_name":"Baokang Yan","orcid":"https://orcid.org/0009-0003-9823-8913"},"institutions":[{"id":"https://openalex.org/I43922553","display_name":"Wuhan University of Science and Technology","ror":"https://ror.org/00e4hrk88","country_code":"CN","type":"education","lineage":["https://openalex.org/I43922553"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Baokang Yan","raw_affiliation_strings":["School of Information Science and Engineering, Wuhan University of Science and Technology, Wuhan 430081, China"],"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Wuhan University of Science and Technology, Wuhan 430081, China","institution_ids":["https://openalex.org/I43922553"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114221675","display_name":"Mengya Dong","orcid":null},"institutions":[{"id":"https://openalex.org/I43922553","display_name":"Wuhan University of Science and Technology","ror":"https://ror.org/00e4hrk88","country_code":"CN","type":"education","lineage":["https://openalex.org/I43922553"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mengya Dong","raw_affiliation_strings":["School of Information Science and Engineering, Wuhan University of Science and Technology, Wuhan 430081, China"],"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Wuhan University of Science and Technology, Wuhan 430081, China","institution_ids":["https://openalex.org/I43922553"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5002048428","display_name":"Bowen Ning","orcid":"https://orcid.org/0000-0001-6365-4907"},"institutions":[{"id":"https://openalex.org/I43922553","display_name":"Wuhan University of Science and Technology","ror":"https://ror.org/00e4hrk88","country_code":"CN","type":"education","lineage":["https://openalex.org/I43922553"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Bowen Ning","raw_affiliation_strings":["School of Information Science and Engineering, Wuhan University of Science and Technology, Wuhan 430081, China"],"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Wuhan University of Science and Technology, Wuhan 430081, China","institution_ids":["https://openalex.org/I43922553"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5002048428"],"corresponding_institution_ids":["https://openalex.org/I43922553"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2598},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2598},"fwci":1.0001,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.73891916,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"24","issue":"5","first_page":"1497","last_page":"1497"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9997000098228455,"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"}},"topics":[{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9997000098228455,"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"}},{"id":"https://openalex.org/T11062","display_name":"Gear and Bearing Dynamics Analysis","score":0.9987000226974487,"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/T10188","display_name":"Advanced machining processes and optimization","score":0.9800000190734863,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/bearing","display_name":"Bearing (navigation)","score":0.7286457419395447},{"id":"https://openalex.org/keywords/frequency-spectrum","display_name":"Frequency spectrum","score":0.5005078315734863},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.40017762780189514},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.34717822074890137},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.22945258021354675},{"id":"https://openalex.org/keywords/spectral-density","display_name":"Spectral density","score":0.20449697971343994},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.16904497146606445}],"concepts":[{"id":"https://openalex.org/C199978012","wikidata":"https://www.wikidata.org/wiki/Q1273815","display_name":"Bearing (navigation)","level":2,"score":0.7286457419395447},{"id":"https://openalex.org/C122381330","wikidata":"https://www.wikidata.org/wiki/Q1331626","display_name":"Frequency spectrum","level":3,"score":0.5005078315734863},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.40017762780189514},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.34717822074890137},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.22945258021354675},{"id":"https://openalex.org/C168110828","wikidata":"https://www.wikidata.org/wiki/Q1331626","display_name":"Spectral density","level":2,"score":0.20449697971343994},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.16904497146606445}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3390/s24051497","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s24051497","pdf_url":"https://www.mdpi.com/1424-8220/24/5/1497/pdf?version=1708927820","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},{"id":"pmid:38475033","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38475033","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:10934008","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10934008","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10934008/pdf/sensors-24-01497.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors (Basel)","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:cd7826b4dffc4c82992a234247d8f8e1","is_oa":true,"landing_page_url":"https://doaj.org/article/cd7826b4dffc4c82992a234247d8f8e1","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors, Vol 24, Iss 5, p 1497 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/s24051497","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s24051497","pdf_url":"https://www.mdpi.com/1424-8220/24/5/1497/pdf?version=1708927820","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/12","score":0.5099999904632568,"display_name":"Responsible consumption and production"}],"awards":[{"id":"https://openalex.org/G2087396116","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3317480652","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5297100427","display_name":null,"funder_award_id":"51975433","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5994120800","display_name":null,"funder_award_id":"Natural","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4392164065.pdf"},"referenced_works_count":25,"referenced_works":["https://openalex.org/W2125056386","https://openalex.org/W2603225712","https://openalex.org/W2795449535","https://openalex.org/W2810043764","https://openalex.org/W2963446712","https://openalex.org/W2969268895","https://openalex.org/W3001267401","https://openalex.org/W3053644413","https://openalex.org/W3119685096","https://openalex.org/W3201545812","https://openalex.org/W3211356574","https://openalex.org/W4212993228","https://openalex.org/W4293066491","https://openalex.org/W4295745506","https://openalex.org/W4311278557","https://openalex.org/W4313397739","https://openalex.org/W4316468864","https://openalex.org/W4323363550","https://openalex.org/W4367555117","https://openalex.org/W4379618722","https://openalex.org/W4386457067","https://openalex.org/W4387802867","https://openalex.org/W4403538631","https://openalex.org/W6788325761","https://openalex.org/W6832292300"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"To":[0],"address":[1],"the":[2,6,38,57,63,73,84,92,99,103,114,122,136,164],"challenges":[3],"faced":[4],"in":[5,26,151,154],"prediction":[7,28,141,145],"of":[8,98],"rolling":[9],"bearing":[10],"life,":[11],"where":[12],"temporal":[13],"signals":[14,74],"are":[15,111,157],"affected":[16],"by":[17],"noise,":[18],"making":[19],"fault":[20,77],"feature":[21],"extraction":[22],"difficult":[23],"and":[24,37,75,119,131,143],"resulting":[25],"low":[27],"accuracy,":[29],"a":[30,44,80],"method":[31,47,60,81,138],"based":[32,82],"on":[33,83],"optimal":[34,104,115],"time-frequency":[35,96,105,116],"spectra":[36,97],"DenseNet-ALSTM":[39,123],"network":[40,124],"is":[41,48,88],"proposed.":[42],"Firstly,":[43],"signal":[45,68],"reconstruction":[46],"introduced":[49],"to":[50,71,90,159],"enhance":[51],"vibration":[52],"signals.":[53],"This":[54],"involves":[55],"using":[56],"CEEMDAN":[58,165],"deconvolution":[59],"combined":[61],"with":[62],"Teager":[64],"energy":[65],"operator":[66],"for":[67,125],"reconstruction,":[69],"aiming":[70],"denoise":[72],"highlight":[76],"impacts.":[78],"Subsequently,":[79],"snake":[85],"optimizer":[86],"(SO)":[87],"proposed":[89,137],"optimize":[91],"generalized":[93],"S-transform":[94],"(GST)":[95],"enhanced":[100],"signals,":[101],"obtaining":[102],"spectra.":[106],"Finally,":[107],"all":[108],"sample":[109],"data":[110],"transformed":[112],"into":[113,121],"spectrum":[117],"set":[118],"input":[120],"life":[126],"prediction.":[127],"The":[128,147],"comparison":[129],"experiment":[130,133],"ablation":[132],"show":[134],"that":[135],"has":[139],"high":[140],"accuracy":[142],"ideal":[144],"performance.":[146],"optimization":[148,161],"terms":[149],"used":[150],"different":[152,160],"contexts":[153],"this":[155],"paper":[156],"due":[158],"methods,":[162],"specifically":[163],"method.":[166]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2}],"updated_date":"2026-03-24T08:02:53.985720","created_date":"2025-10-10T00:00:00"}
