{"id":"https://openalex.org/W4405600041","doi":"https://doi.org/10.1109/jiot.2024.3520235","title":"Dynamic Self-Learning Neural Network and Its Application for Rotating Equipment RUL Prediction","display_name":"Dynamic Self-Learning Neural Network and Its Application for Rotating Equipment RUL Prediction","publication_year":2024,"publication_date":"2024-12-19","ids":{"openalex":"https://openalex.org/W4405600041","doi":"https://doi.org/10.1109/jiot.2024.3520235"},"language":"en","primary_location":{"id":"doi:10.1109/jiot.2024.3520235","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2024.3520235","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Internet of Things Journal","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/A5069219056","display_name":"Sheng Xiang","orcid":"https://orcid.org/0000-0002-5183-7076"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Sheng Xiang","raw_affiliation_strings":["School of Automation, Chongqing University of Posts and Telecommunications, Chongqing, China","School of Automation, Chongqing University of Posts and Telecommunica-tions, Chongqing, China"],"raw_orcid":"https://orcid.org/0000-0002-5183-7076","affiliations":[{"raw_affiliation_string":"School of Automation, Chongqing University of Posts and Telecommunications, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]},{"raw_affiliation_string":"School of Automation, Chongqing University of Posts and Telecommunica-tions, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103893232","display_name":"X. W. Zheng","orcid":"https://orcid.org/0009-0000-7653-2271"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinyou Zheng","raw_affiliation_strings":["School of Automation, Chongqing University of Posts and Telecommunications, Chongqing, China","School of Automation, Chongqing University of Posts and Telecommunica-tions, Chongqing, China"],"raw_orcid":"https://orcid.org/0009-0000-7653-2271","affiliations":[{"raw_affiliation_string":"School of Automation, Chongqing University of Posts and Telecommunications, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]},{"raw_affiliation_string":"School of Automation, Chongqing University of Posts and Telecommunica-tions, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031259310","display_name":"Jianguo Miao","orcid":"https://orcid.org/0000-0003-1618-0301"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianguo Miao","raw_affiliation_strings":["School of Automation, Chongqing University of Posts and Telecommunications, Chongqing, China","School of Automation, Chongqing University of Posts and Telecommunica-tions, Chongqing, China"],"raw_orcid":"https://orcid.org/0000-0003-1618-0301","affiliations":[{"raw_affiliation_string":"School of Automation, Chongqing University of Posts and Telecommunications, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]},{"raw_affiliation_string":"School of Automation, Chongqing University of Posts and Telecommunica-tions, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031378379","display_name":"Yi Qin","orcid":"https://orcid.org/0000-0002-2160-4300"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yi Qin","raw_affiliation_strings":["State Key Laboratory of Mechanical Transmission, Chongqing University, Chongqing, China"],"raw_orcid":"https://orcid.org/0000-0002-2160-4300","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Mechanical Transmission, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028164015","display_name":"Penghua Li","orcid":"https://orcid.org/0000-0003-0615-7781"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Penghua Li","raw_affiliation_strings":["School of Automation, Chongqing University of Posts and Telecommunications, Chongqing, China","School of Automation, Chongqing University of Posts and Telecommunica-tions, Chongqing, China"],"raw_orcid":"https://orcid.org/0000-0003-0615-7781","affiliations":[{"raw_affiliation_string":"School of Automation, Chongqing University of Posts and Telecommunications, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]},{"raw_affiliation_string":"School of Automation, Chongqing University of Posts and Telecommunica-tions, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005586575","display_name":"Jie Hou","orcid":"https://orcid.org/0000-0001-8611-4778"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jie Hou","raw_affiliation_strings":["School of Automation, Chongqing University of Posts and Telecommunications, Chongqing, China","School of Automation, Chongqing University of Posts and Telecommunica-tions, Chongqing, China"],"raw_orcid":"https://orcid.org/0000-0001-8611-4778","affiliations":[{"raw_affiliation_string":"School of Automation, Chongqing University of Posts and Telecommunications, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]},{"raw_affiliation_string":"School of Automation, Chongqing University of Posts and Telecommunica-tions, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5021632886","display_name":"\u041c\u0430\u043c\u0430\u0434\u0448\u043e \u0418\u043b\u043e\u043b\u043e\u0432","orcid":"https://orcid.org/0000-0002-9583-167X"},"institutions":[{"id":"https://openalex.org/I200705115","display_name":"Academy of Sciences of the Republic of Tajikistan","ror":"https://ror.org/040em2e23","country_code":"TJ","type":"education","lineage":["https://openalex.org/I200705115"]}],"countries":["TJ"],"is_corresponding":false,"raw_author_name":"Mamadsho Ilolov","raw_affiliation_strings":["Center for Innovative Development of Science and New Technologies, National Academy of Sciences, Dushanbe, Tajikistan","Center for Innovative Development of Science and New Technologies of the National Academy of Sciences of Tajikistan, Tajikistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Innovative Development of Science and New Technologies, National Academy of Sciences, Dushanbe, Tajikistan","institution_ids":["https://openalex.org/I200705115"]},{"raw_affiliation_string":"Center for Innovative Development of Science and New Technologies of the National Academy of Sciences of Tajikistan, Tajikistan","institution_ids":["https://openalex.org/I200705115"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.2511,"has_fulltext":false,"cited_by_count":15,"citation_normalized_percentile":{"value":0.9279472,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"12","issue":"9","first_page":"12257","last_page":"12266"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13891","display_name":"Engineering Diagnostics and Reliability","score":0.9495999813079834,"subfield":{"id":"https://openalex.org/subfields/2211","display_name":"Mechanics of Materials"},"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/T13891","display_name":"Engineering Diagnostics and Reliability","score":0.9495999813079834,"subfield":{"id":"https://openalex.org/subfields/2211","display_name":"Mechanics of Materials"},"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/T14474","display_name":"Industrial Technology and Control Systems","score":0.9495000243186951,"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/computer-science","display_name":"Computer science","score":0.7473189234733582},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.7247169613838196},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5077186822891235},{"id":"https://openalex.org/keywords/backpropagation","display_name":"Backpropagation","score":0.42788130044937134},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.37359991669654846}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7473189234733582},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.7247169613838196},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5077186822891235},{"id":"https://openalex.org/C155032097","wikidata":"https://www.wikidata.org/wiki/Q798503","display_name":"Backpropagation","level":3,"score":0.42788130044937134},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.37359991669654846}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jiot.2024.3520235","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2024.3520235","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Internet of Things Journal","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2098802709","display_name":null,"funder_award_id":"62033001","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3666168221","display_name":null,"funder_award_id":"52272388","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4036115207","display_name":null,"funder_award_id":"CSTB2023NSCQLZX0170","funder_id":"https://openalex.org/F4320323172","funder_display_name":"Natural Science Foundation of Chongqing"},{"id":"https://openalex.org/G6807167909","display_name":null,"funder_award_id":"KJQN202400612","funder_id":"https://openalex.org/F4320324805","funder_display_name":"Chongqing Municipal Education Commission"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320323172","display_name":"Natural Science Foundation of Chongqing","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320324805","display_name":"Chongqing Municipal Education Commission","ror":"https://ror.org/031nm5713"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":36,"referenced_works":["https://openalex.org/W2773549135","https://openalex.org/W2947621394","https://openalex.org/W3006585575","https://openalex.org/W3021048621","https://openalex.org/W3040694753","https://openalex.org/W3088265803","https://openalex.org/W3094806989","https://openalex.org/W3137613462","https://openalex.org/W3207642814","https://openalex.org/W3212919100","https://openalex.org/W4225116077","https://openalex.org/W4226424113","https://openalex.org/W4285186957","https://openalex.org/W4298325860","https://openalex.org/W4306811603","https://openalex.org/W4308422219","https://openalex.org/W4317625837","https://openalex.org/W4318486229","https://openalex.org/W4320516656","https://openalex.org/W4321483936","https://openalex.org/W4321770544","https://openalex.org/W4323108654","https://openalex.org/W4360596056","https://openalex.org/W4385245566","https://openalex.org/W4387385568","https://openalex.org/W4387394859","https://openalex.org/W4387415062","https://openalex.org/W4387637606","https://openalex.org/W4387827381","https://openalex.org/W4387831904","https://openalex.org/W4389474177","https://openalex.org/W4391640576","https://openalex.org/W4392939506","https://openalex.org/W4393305486","https://openalex.org/W4403534351","https://openalex.org/W6795475546"],"related_works":["https://openalex.org/W2894173309","https://openalex.org/W4387932263","https://openalex.org/W2098962763","https://openalex.org/W2961085424","https://openalex.org/W2371065793","https://openalex.org/W4306674287","https://openalex.org/W2157746493","https://openalex.org/W4387369504","https://openalex.org/W3046775127","https://openalex.org/W4394896187"],"abstract_inverted_index":{"Current":[0],"Internet":[1],"of":[2,13],"Things":[3],"(IoT)-based":[4],"equipment":[5,107,168],"management":[6],"methods":[7],"often":[8],"struggle":[9],"with":[10,128,136],"the":[11,28,48,64,71,82,151],"diversity":[12],"data":[14],"types":[15],"and":[16,25,35,113,154,166],"dynamic":[17,55],"operating":[18],"conditions,":[19],"as":[20],"fixed":[21],"neural":[22,57],"network":[23,58,72],"structures":[24],"parameters":[26],"lack":[27],"flexibility":[29],"needed":[30],"for":[31,90],"adaptive":[32,75],"feature":[33,92,99],"extraction":[34,100],"fine-tuning,":[36],"leading":[37],"to":[38,68,104,123],"suboptimal":[39],"remaining":[40],"useful":[41],"life":[42],"(RUL)":[43],"predictions":[44],"(PRs).":[45],"To":[46],"address":[47],"gap":[49],"in":[50,163,170],"current":[51],"approaches,":[52],"an":[53,74],"innovative":[54],"self-learning":[56],"(DSLNN)":[59],"is":[60,102,121],"proposed.":[61],"Inspired":[62],"by":[63,85],"human":[65],"eye\u2019s":[66],"ability":[67],"adjust":[69],"focus,":[70],"introduces":[73],"scaling":[76],"convolution":[77],"(ASC)":[78],"that":[79,134],"dynamically":[80],"adjusts":[81],"receptive":[83],"field":[84],"stretching":[86],"or":[87],"shrinking,":[88],"allowing":[89],"flexible":[91,125],"extraction.":[93],"Building":[94],"on":[95,150],"ASC,":[96],"a":[97,117,129],"spatiotemporal":[98],"module":[101],"developed":[103],"capture":[105],"comprehensive":[106],"degradation":[108],"features":[109],"across":[110],"both":[111],"time":[112],"space":[114],"dimensions.":[115],"Additionally,":[116],"regression":[118],"self-regulating":[119],"mechanism":[120],"incorporated":[122],"facilitate":[124],"RUL":[126,164],"inference,":[127],"novel":[130],"unbalanced":[131],"tanh":[132],"function":[133],"aligns":[135],"practical":[137],"engineering":[138],"needs.":[139],"These":[140],"innovations":[141],"are":[142],"integrated":[143],"into":[144],"DSLNN,":[145],"which":[146],"through":[147],"experimental":[148],"validation":[149],"C-MAPSS,":[152],"gear,":[153],"wind":[155],"turbine":[156],"gearbox":[157],"bearing":[158],"datasets,":[159],"achieves":[160],"state-of-the-art":[161],"performance":[162],"PR":[165],"enhances":[167],"reliability":[169],"IoT":[171],"applications.":[172]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":12}],"updated_date":"2025-12-27T23:08:20.325037","created_date":"2025-10-10T00:00:00"}