{"id":"https://openalex.org/W4387143375","doi":"https://doi.org/10.1109/case56687.2023.10260391","title":"A Multiscale Sparse Ensemble Network for Machine Prognostics Based on Infrared Image Streams","display_name":"A Multiscale Sparse Ensemble Network for Machine Prognostics Based on Infrared Image Streams","publication_year":2023,"publication_date":"2023-08-26","ids":{"openalex":"https://openalex.org/W4387143375","doi":"https://doi.org/10.1109/case56687.2023.10260391"},"language":"en","primary_location":{"id":"doi:10.1109/case56687.2023.10260391","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/case56687.2023.10260391","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 19th International Conference on Automation Science and Engineering (CASE)","raw_type":"proceedings-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/A5013473459","display_name":"Yimin Jiang","orcid":"https://orcid.org/0000-0001-5709-670X"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]},{"id":"https://openalex.org/I4391768146","display_name":"State Key Laboratory of Mechanical System and Vibration","ror":"https://ror.org/02hphne60","country_code":null,"type":"facility","lineage":["https://openalex.org/I183067930","https://openalex.org/I4391768146"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yimin Jiang","raw_affiliation_strings":["School of Mechanical Engineering, Shanghai Jiao Tong University,State Key Laboratory of Mechanical System and Vibration, SJTU-Fraunhofer Center,Shanghai,China,200240"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, Shanghai Jiao Tong University,State Key Laboratory of Mechanical System and Vibration, SJTU-Fraunhofer Center,Shanghai,China,200240","institution_ids":["https://openalex.org/I183067930","https://openalex.org/I4391768146"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102416541","display_name":"Yuhui Xu","orcid":null},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]},{"id":"https://openalex.org/I4391768146","display_name":"State Key Laboratory of Mechanical System and Vibration","ror":"https://ror.org/02hphne60","country_code":null,"type":"facility","lineage":["https://openalex.org/I183067930","https://openalex.org/I4391768146"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuhui Xu","raw_affiliation_strings":["School of Mechanical Engineering, Shanghai Jiao Tong University,State Key Laboratory of Mechanical System and Vibration, SJTU-Fraunhofer Center,Shanghai,China,200240"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, Shanghai Jiao Tong University,State Key Laboratory of Mechanical System and Vibration, SJTU-Fraunhofer Center,Shanghai,China,200240","institution_ids":["https://openalex.org/I183067930","https://openalex.org/I4391768146"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000418742","display_name":"Yutong Ding","orcid":"https://orcid.org/0000-0003-1912-1024"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]},{"id":"https://openalex.org/I4391768146","display_name":"State Key Laboratory of Mechanical System and Vibration","ror":"https://ror.org/02hphne60","country_code":null,"type":"facility","lineage":["https://openalex.org/I183067930","https://openalex.org/I4391768146"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yutong Ding","raw_affiliation_strings":["School of Mechanical Engineering, Shanghai Jiao Tong University,State Key Laboratory of Mechanical System and Vibration, SJTU-Fraunhofer Center,Shanghai,China,200240"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, Shanghai Jiao Tong University,State Key Laboratory of Mechanical System and Vibration, SJTU-Fraunhofer Center,Shanghai,China,200240","institution_ids":["https://openalex.org/I183067930","https://openalex.org/I4391768146"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037131247","display_name":"Meimei Zheng","orcid":"https://orcid.org/0000-0003-3961-7481"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]},{"id":"https://openalex.org/I4391768146","display_name":"State Key Laboratory of Mechanical System and Vibration","ror":"https://ror.org/02hphne60","country_code":null,"type":"facility","lineage":["https://openalex.org/I183067930","https://openalex.org/I4391768146"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Meimei Zheng","raw_affiliation_strings":["School of Mechanical Engineering, Shanghai Jiao Tong University,State Key Laboratory of Mechanical System and Vibration, SJTU-Fraunhofer Center,Shanghai,China,200240"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, Shanghai Jiao Tong University,State Key Laboratory of Mechanical System and Vibration, SJTU-Fraunhofer Center,Shanghai,China,200240","institution_ids":["https://openalex.org/I183067930","https://openalex.org/I4391768146"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100391562","display_name":"Dong Wang","orcid":"https://orcid.org/0000-0003-4872-4860"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]},{"id":"https://openalex.org/I4391768146","display_name":"State Key Laboratory of Mechanical System and Vibration","ror":"https://ror.org/02hphne60","country_code":null,"type":"facility","lineage":["https://openalex.org/I183067930","https://openalex.org/I4391768146"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dong Wang","raw_affiliation_strings":["School of Mechanical Engineering, Shanghai Jiao Tong University,State Key Laboratory of Mechanical System and Vibration, SJTU-Fraunhofer Center,Shanghai,China,200240"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, Shanghai Jiao Tong University,State Key Laboratory of Mechanical System and Vibration, SJTU-Fraunhofer Center,Shanghai,China,200240","institution_ids":["https://openalex.org/I183067930","https://openalex.org/I4391768146"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073881354","display_name":"Tangbin Xia","orcid":"https://orcid.org/0000-0001-9121-1716"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]},{"id":"https://openalex.org/I4391768146","display_name":"State Key Laboratory of Mechanical System and Vibration","ror":"https://ror.org/02hphne60","country_code":null,"type":"facility","lineage":["https://openalex.org/I183067930","https://openalex.org/I4391768146"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tangbin Xia","raw_affiliation_strings":["School of Mechanical Engineering, Shanghai Jiao Tong University,State Key Laboratory of Mechanical System and Vibration, SJTU-Fraunhofer Center,Shanghai,China,200240"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, Shanghai Jiao Tong University,State Key Laboratory of Mechanical System and Vibration, SJTU-Fraunhofer Center,Shanghai,China,200240","institution_ids":["https://openalex.org/I183067930","https://openalex.org/I4391768146"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5056432606","display_name":"Lifeng Xi","orcid":"https://orcid.org/0000-0002-7241-4371"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]},{"id":"https://openalex.org/I4391768146","display_name":"State Key Laboratory of Mechanical System and Vibration","ror":"https://ror.org/02hphne60","country_code":null,"type":"facility","lineage":["https://openalex.org/I183067930","https://openalex.org/I4391768146"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lifeng Xi","raw_affiliation_strings":["School of Mechanical Engineering, Shanghai Jiao Tong University,State Key Laboratory of Mechanical System and Vibration, SJTU-Fraunhofer Center,Shanghai,China,200240"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, Shanghai Jiao Tong University,State Key Laboratory of Mechanical System and Vibration, SJTU-Fraunhofer Center,Shanghai,China,200240","institution_ids":["https://openalex.org/I183067930","https://openalex.org/I4391768146"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"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":0.13272129,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11856","display_name":"Thermography and Photoacoustic Techniques","score":0.9991000294685364,"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/T11856","display_name":"Thermography and Photoacoustic Techniques","score":0.9991000294685364,"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/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9926000237464905,"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/T12015","display_name":"Photoacoustic and Ultrasonic Imaging","score":0.9801999926567078,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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/prognostics","display_name":"Prognostics","score":0.8080593347549438},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6604286432266235},{"id":"https://openalex.org/keywords/maxima-and-minima","display_name":"Maxima and minima","score":0.5849735736846924},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5015599727630615},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4108760952949524},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4043535590171814},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.356561541557312},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.14875993132591248}],"concepts":[{"id":"https://openalex.org/C129364497","wikidata":"https://www.wikidata.org/wiki/Q3042561","display_name":"Prognostics","level":2,"score":0.8080593347549438},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6604286432266235},{"id":"https://openalex.org/C186633575","wikidata":"https://www.wikidata.org/wiki/Q845060","display_name":"Maxima and minima","level":2,"score":0.5849735736846924},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5015599727630615},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4108760952949524},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4043535590171814},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.356561541557312},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.14875993132591248},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/case56687.2023.10260391","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/case56687.2023.10260391","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 19th International Conference on Automation Science and Engineering (CASE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.46000000834465027,"display_name":"Responsible consumption and production","id":"https://metadata.un.org/sdg/12"}],"awards":[{"id":"https://openalex.org/G1756435375","display_name":null,"funder_award_id":"51875359","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3535767524","display_name":null,"funder_award_id":"2022YFF0605700","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G3831067216","display_name":null,"funder_award_id":"20ZR1428600","funder_id":"https://openalex.org/F4320309612","funder_display_name":"Natural Science Foundation of Shanghai"}],"funders":[{"id":"https://openalex.org/F4320309612","display_name":"Natural Science Foundation of Shanghai","ror":null},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W2152270473","https://openalex.org/W2724573302","https://openalex.org/W2760536864","https://openalex.org/W2776641310","https://openalex.org/W2797779005","https://openalex.org/W2801251329","https://openalex.org/W2808496542","https://openalex.org/W2810304291","https://openalex.org/W2963524959","https://openalex.org/W2963674932","https://openalex.org/W2964139994","https://openalex.org/W2973424371","https://openalex.org/W2989678208","https://openalex.org/W3034650994","https://openalex.org/W3037944824","https://openalex.org/W3039216919","https://openalex.org/W3082521304","https://openalex.org/W4213067491","https://openalex.org/W4220682120","https://openalex.org/W4226486702","https://openalex.org/W6638632666"],"related_works":["https://openalex.org/W2310476526","https://openalex.org/W3213192587","https://openalex.org/W2144291498","https://openalex.org/W2535730979","https://openalex.org/W2370073012","https://openalex.org/W4386567722","https://openalex.org/W2168646784","https://openalex.org/W2030958945","https://openalex.org/W2466930957","https://openalex.org/W3182014137"],"abstract_inverted_index":{"Infrared":[0],"thermography":[1],"(IRT)":[2],"is":[3,49,93,132],"applicable":[4],"in":[5,24],"non-contact":[6],"temperature":[7],"distribution":[8],"measurement,":[9],"becoming":[10],"a":[11,43,56,71,81,97],"widely-adopted":[12],"condition":[13],"monitoring":[14],"tool.":[15],"However,":[16],"the":[17,29,120,136,141],"multiscale":[18,44,62],"characteristics":[19],"and":[20,69,89,110,138],"spatiotemporal":[21],"degradation":[22,33,67],"difference":[23],"infrared":[25,129],"image":[26,130],"streams":[27],"hinder":[28],"extraction":[30],"of":[31,99,140],"representative":[32],"features":[34],"for":[35,113],"effective":[36],"remaining":[37],"useful":[38],"life":[39],"(RUL)":[40],"prediction.":[41],"Thus,":[42],"sparse":[45],"ensemble":[46,83],"network":[47,59,87],"(MSEN)":[48],"presented":[50,142],"to":[51,64,75,95,134],"address":[52],"this":[53],"challenge.":[54],"First,":[55],"hierarchical":[57,72],"residual":[58],"(HRN)":[60],"applies":[61],"kernels":[63],"learn":[65],"complementary":[66],"patterns":[68],"constructs":[70],"connection":[73],"structure":[74],"promote":[76],"interactivity":[77],"between":[78],"scales.":[79],"Moreover,":[80],"diversity-induced":[82],"method":[84],"synergistically":[85],"integrating":[86],"pruning":[88],"local":[90,111],"minima":[91,112],"perturbation":[92],"developed":[94],"induce":[96],"series":[98],"varying":[100],"HRNs.":[101],"Then,":[102],"MSEN":[103],"combines":[104],"these":[105],"HRNs":[106],"with":[107],"diverse":[108],"sparsity":[109],"accurate":[114],"machine":[115],"prognostics":[116],"without":[117],"largely":[118],"increasing":[119],"parameter":[121],"storage":[122],"burden.":[123],"A":[124],"case":[125],"study":[126],"on":[127],"an":[128],"dataset":[131],"performed":[133],"evaluate":[135],"accuracy":[137],"competitiveness":[139],"method.":[143]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}