{"id":"https://openalex.org/W4389474157","doi":"https://doi.org/10.1109/access.2023.3341159","title":"Adaptive Fine-Tuning in Degradation-Time-Series Forecasting via Generating Source Domain","display_name":"Adaptive Fine-Tuning in Degradation-Time-Series Forecasting via Generating Source Domain","publication_year":2023,"publication_date":"2023-12-08","ids":{"openalex":"https://openalex.org/W4389474157","doi":"https://doi.org/10.1109/access.2023.3341159"},"language":"en","primary_location":{"id":"doi:10.1109/access.2023.3341159","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3341159","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10352135.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10352135.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5013147209","display_name":"Jinxin Pan","orcid":"https://orcid.org/0009-0006-3068-883X"},"institutions":[{"id":"https://openalex.org/I4210104252","display_name":"Air Force Engineering University","ror":"https://ror.org/00seraz22","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210104252"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jinxin Pan","raw_affiliation_strings":["Aviation Engineering School, Air Force Engineering University, Xi&#x2019;an, China"],"raw_orcid":"https://orcid.org/0000-0003-3940-8575","affiliations":[{"raw_affiliation_string":"Aviation Engineering School, Air Force Engineering University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I4210104252"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110945468","display_name":"Bo Jin","orcid":null},"institutions":[{"id":"https://openalex.org/I4210104252","display_name":"Air Force Engineering University","ror":"https://ror.org/00seraz22","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210104252"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bo Jin","raw_affiliation_strings":["Aviation Engineering School, Air Force Engineering University, Xi&#x2019;an, China"],"raw_orcid":"https://orcid.org/0000-0002-3914-9684","affiliations":[{"raw_affiliation_string":"Aviation Engineering School, Air Force Engineering University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I4210104252"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101779803","display_name":"Shenglong Wang","orcid":"https://orcid.org/0000-0001-7048-3405"},"institutions":[{"id":"https://openalex.org/I4210104252","display_name":"Air Force Engineering University","ror":"https://ror.org/00seraz22","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210104252"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shenglong Wang","raw_affiliation_strings":["Aviation Engineering School, Air Force Engineering University, Xi&#x2019;an, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Aviation Engineering School, Air Force Engineering University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I4210104252"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093446534","display_name":"Xiaotong Yuwen","orcid":null},"institutions":[{"id":"https://openalex.org/I4210104252","display_name":"Air Force Engineering University","ror":"https://ror.org/00seraz22","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210104252"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaotong Yuwen","raw_affiliation_strings":["Aviation Engineering School, Air Force Engineering University, Xi&#x2019;an, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Aviation Engineering School, Air Force Engineering University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I4210104252"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5063831242","display_name":"Xiaoxuan Jiao","orcid":"https://orcid.org/0000-0003-3019-8866"},"institutions":[{"id":"https://openalex.org/I4210104252","display_name":"Air Force Engineering University","ror":"https://ror.org/00seraz22","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210104252"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoxuan Jiao","raw_affiliation_strings":["Aviation Engineering School, Air Force Engineering University, Xi&#x2019;an, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Aviation Engineering School, Air Force Engineering University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I4210104252"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5013147209"],"corresponding_institution_ids":["https://openalex.org/I4210104252"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":0.8874,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.75112503,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":"12","issue":null,"first_page":"15093","last_page":"15104"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.9907000064849854,"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/T10876","display_name":"Fault Detection and Control Systems","score":0.9907000064849854,"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/T11052","display_name":"Energy Load and Power Forecasting","score":0.9829999804496765,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T12676","display_name":"Machine Learning and ELM","score":0.9696999788284302,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8230941295623779},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.6746178269386292},{"id":"https://openalex.org/keywords/degradation","display_name":"Degradation (telecommunications)","score":0.65458083152771},{"id":"https://openalex.org/keywords/reliability","display_name":"Reliability (semiconductor)","score":0.6134500503540039},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.5247623920440674},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5242823958396912},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4904603660106659},{"id":"https://openalex.org/keywords/domain-knowledge","display_name":"Domain knowledge","score":0.474668025970459},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.4420246183872223},{"id":"https://openalex.org/keywords/series","display_name":"Series (stratigraphy)","score":0.43638935685157776},{"id":"https://openalex.org/keywords/time-domain","display_name":"Time domain","score":0.43386223912239075},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.403268039226532},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3259003162384033},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.08314907550811768}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8230941295623779},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.6746178269386292},{"id":"https://openalex.org/C2779679103","wikidata":"https://www.wikidata.org/wiki/Q5251805","display_name":"Degradation (telecommunications)","level":2,"score":0.65458083152771},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.6134500503540039},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.5247623920440674},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5242823958396912},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4904603660106659},{"id":"https://openalex.org/C207685749","wikidata":"https://www.wikidata.org/wiki/Q2088941","display_name":"Domain knowledge","level":2,"score":0.474668025970459},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.4420246183872223},{"id":"https://openalex.org/C143724316","wikidata":"https://www.wikidata.org/wiki/Q312468","display_name":"Series (stratigraphy)","level":2,"score":0.43638935685157776},{"id":"https://openalex.org/C103824480","wikidata":"https://www.wikidata.org/wiki/Q185889","display_name":"Time domain","level":2,"score":0.43386223912239075},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.403268039226532},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3259003162384033},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.08314907550811768},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2023.3341159","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3341159","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10352135.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:923e02c551fc41d7a2473eae6550ee3d","is_oa":true,"landing_page_url":"https://doaj.org/article/923e02c551fc41d7a2473eae6550ee3d","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 12, Pp 15093-15104 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2023.3341159","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3341159","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10352135.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6299999952316284,"display_name":"Climate action","id":"https://metadata.un.org/sdg/13"}],"awards":[{"id":"https://openalex.org/G3148230180","display_name":null,"funder_award_id":"20200033096001","funder_id":"https://openalex.org/F4320322857","funder_display_name":"Aeronautical Science Foundation of China"},{"id":"https://openalex.org/G6529434763","display_name":null,"funder_award_id":"2022JQ-586","funder_id":"https://openalex.org/F4320324173","funder_display_name":"Natural Science Foundation of Shaanxi Province"}],"funders":[{"id":"https://openalex.org/F4320322857","display_name":"Aeronautical Science Foundation of China","ror":"https://ror.org/02wq41p38"},{"id":"https://openalex.org/F4320324173","display_name":"Natural Science Foundation of Shaanxi Province","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4389474157.pdf","grobid_xml":"https://content.openalex.org/works/W4389474157.grobid-xml"},"referenced_works_count":64,"referenced_works":["https://openalex.org/W20958270","https://openalex.org/W243674440","https://openalex.org/W1585926113","https://openalex.org/W2061438946","https://openalex.org/W2062179223","https://openalex.org/W2064675550","https://openalex.org/W2165698076","https://openalex.org/W2782812883","https://openalex.org/W2793062918","https://openalex.org/W2935033494","https://openalex.org/W2950678851","https://openalex.org/W2963460174","https://openalex.org/W2980113592","https://openalex.org/W2981982720","https://openalex.org/W2989638106","https://openalex.org/W3035349046","https://openalex.org/W3039642166","https://openalex.org/W3041133507","https://openalex.org/W3098424964","https://openalex.org/W3109994846","https://openalex.org/W3132488848","https://openalex.org/W3153675281","https://openalex.org/W3154613065","https://openalex.org/W3174702398","https://openalex.org/W3174770825","https://openalex.org/W3176828726","https://openalex.org/W3207999419","https://openalex.org/W4205474609","https://openalex.org/W4205991051","https://openalex.org/W4221151920","https://openalex.org/W4281775604","https://openalex.org/W4283359903","https://openalex.org/W4285428759","https://openalex.org/W4285428817","https://openalex.org/W4286224803","https://openalex.org/W4288043318","https://openalex.org/W4288054906","https://openalex.org/W4293057377","https://openalex.org/W4294691145","https://openalex.org/W4296151208","https://openalex.org/W4297162061","https://openalex.org/W4297847107","https://openalex.org/W4311991133","https://openalex.org/W4319300892","https://openalex.org/W6690067395","https://openalex.org/W6736412012","https://openalex.org/W6741852109","https://openalex.org/W6759579507","https://openalex.org/W6779405660","https://openalex.org/W6801933390","https://openalex.org/W6802744804","https://openalex.org/W6803296369","https://openalex.org/W6804126242","https://openalex.org/W6804419396","https://openalex.org/W6810028700","https://openalex.org/W6838457104","https://openalex.org/W6839311393","https://openalex.org/W6839592691","https://openalex.org/W6839757527","https://openalex.org/W6840458696","https://openalex.org/W6842574522","https://openalex.org/W6842594415","https://openalex.org/W6843174931","https://openalex.org/W6847017566"],"related_works":["https://openalex.org/W3162204513","https://openalex.org/W2371138613","https://openalex.org/W2048963458","https://openalex.org/W43109613","https://openalex.org/W2359952343","https://openalex.org/W2239445980","https://openalex.org/W2080152487","https://openalex.org/W3083152911","https://openalex.org/W3022347918","https://openalex.org/W4200527723"],"abstract_inverted_index":{"Parameter-Efficient":[0],"Fine-Tuning":[1],"is":[2,17,40,106,154,174],"wildly":[3],"used":[4],"to":[5,28,43,163,181,195],"transfer":[6,53],"models":[7],"between":[8],"different":[9,118,133],"domains.":[10],"However,":[11],"for":[12,38],"some":[13],"high-reliability-equipment,":[14],"the":[15,44,52,66,69,126,160,164,168,172,188,196,200,207,215,222],"degradation":[16,185,197],"at":[18,51],"a":[19,79,86,93,138],"slow":[20],"rate":[21],"and":[22,74,120,136,191,219],"continually":[23],"fluctuates,":[24],"making":[25],"it":[26,194],"difficult":[27],"extract":[29,182],"features":[30],"effectively.":[31],"Moreover,":[32,177],"collecting":[33],"an":[34,62],"integrated":[35],"source":[36],"domain":[37],"high-reliability-equipment":[39],"tough":[41],"due":[42],"little":[45],"sample":[46],"of":[47,55,68,82,89,199],"related":[48],"dataset.":[49],"Aiming":[50],"problem":[54],"time-series":[56],"prediction":[57,212],"model,":[58,64],"this":[59,178],"research":[60],"proposed":[61],"LSTM-fine-tune":[63,127],"where":[65,112],"parameters":[67],"model":[70,128,208],"are":[71,224],"explicitly":[72],"trained":[73],"partly":[75],"frozen,":[76],"such":[77],"that":[78,102,125,171,206],"small":[80,87],"number":[81],"gradient":[83],"steps":[84],"with":[85,117,142,214],"amount":[88],"training":[90],"data":[91,113,135,158,198,220],"from":[92,132,159,187,221],"new":[94,139],"task":[95],"will":[96],"produce":[97],"good":[98],"generalization":[99],"performance":[100],"on":[101,109,226],"task.":[103],"The":[104,122,203,217],"algorithm":[105],"then":[107,192],"benchmarked":[108],"sinusoidal":[110,134],"functions,":[111],"were":[114],"randomly":[115],"generated":[116],"phases":[119],"amplitudes.":[121],"results":[123,169,204],"show":[124,170,205],"can":[129],"learn":[130],"knowledge":[131,186],"fit":[137],"one":[140],"quickly":[141,209],"high":[143],"accuracy.":[144],"This":[145],"paper":[146,179],"also":[147],"considers":[148],"solving":[149],"two":[150],"actual":[151,165],"problems.":[152],"One":[153],"transferring":[155],"oxygen":[156,201],"concentrator":[157],"experimental":[161],"condition":[162],"service":[166],"condition,":[167],"accuracy":[173,213],"largely":[175],"improved.":[176],"tried":[180],"more":[183],"general":[184],"Wiener":[189],"process":[190],"transferred":[193],"concentrator.":[202],"achieved":[210],"higher":[211],"knowledge.":[216],"code":[218],"test-bed":[223],"accessible":[225],"https://github.com/panjinxin123/.":[227]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}
