{"id":"https://openalex.org/W4387831904","doi":"https://doi.org/10.1109/tsmc.2023.3321746","title":"A Spatiotemporal Dynamic Wavelet Network for Infrared Thermography-Based Machine Prognostics","display_name":"A Spatiotemporal Dynamic Wavelet Network for Infrared Thermography-Based Machine Prognostics","publication_year":2023,"publication_date":"2023-10-20","ids":{"openalex":"https://openalex.org/W4387831904","doi":"https://doi.org/10.1109/tsmc.2023.3321746"},"language":"en","primary_location":{"id":"doi:10.1109/tsmc.2023.3321746","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsmc.2023.3321746","pdf_url":null,"source":{"id":"https://openalex.org/S4210209078","display_name":"IEEE Transactions on Systems Man and Cybernetics Systems","issn_l":"2168-2216","issn":["2168-2216","2168-2232"],"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 Transactions on Systems, Man, and Cybernetics: Systems","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/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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yimin Jiang","raw_affiliation_strings":["State Key Laboratory of Mechanical System and Vibration, School of Mechanical Engineering, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0001-5709-670X","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Mechanical System and Vibration, School of Mechanical Engineering, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tangbin Xia","raw_affiliation_strings":["State Key Laboratory of Mechanical System and Vibration, School of Mechanical Engineering, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0001-9121-1716","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Mechanical System and Vibration, School of Mechanical Engineering, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dong Wang","raw_affiliation_strings":["State Key Laboratory of Mechanical System and Vibration, School of Mechanical Engineering, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0003-4872-4860","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Mechanical System and Vibration, School of Mechanical Engineering, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017390437","display_name":"Yuhui Xu","orcid":"https://orcid.org/0000-0001-5035-9466"},"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuhui Xu","raw_affiliation_strings":["State Key Laboratory of Mechanical System and Vibration, School of Mechanical Engineering, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0001-5035-9466","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Mechanical System and Vibration, School of Mechanical Engineering, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059979928","display_name":"Rourou Li","orcid":"https://orcid.org/0000-0003-0262-1292"},"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rourou Li","raw_affiliation_strings":["State Key Laboratory of Mechanical System and Vibration, School of Mechanical Engineering, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0003-0262-1292","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Mechanical System and Vibration, School of Mechanical Engineering, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004079863","display_name":"Ershun Pan","orcid":"https://orcid.org/0000-0001-6026-9755"},"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ershun Pan","raw_affiliation_strings":["State Key Laboratory of Mechanical System and Vibration, School of Mechanical Engineering, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0001-6026-9755","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Mechanical System and Vibration, School of Mechanical Engineering, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lifeng Xi","raw_affiliation_strings":["State Key Laboratory of Mechanical System and Vibration, School of Mechanical Engineering, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0002-7241-4371","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Mechanical System and Vibration, School of Mechanical Engineering, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.3167,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.83589224,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"54","issue":"3","first_page":"1658","last_page":"1665"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.992900013923645,"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"}},"topics":[{"id":"https://openalex.org/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.992900013923645,"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/T10188","display_name":"Advanced machining processes and optimization","score":0.9891999959945679,"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/T11856","display_name":"Thermography and Photoacoustic Techniques","score":0.9857000112533569,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/prognostics","display_name":"Prognostics","score":0.8747708201408386},{"id":"https://openalex.org/keywords/thermography","display_name":"Thermography","score":0.8535222411155701},{"id":"https://openalex.org/keywords/wavelet","display_name":"Wavelet","score":0.6217371821403503},{"id":"https://openalex.org/keywords/infrared","display_name":"Infrared","score":0.5724480748176575},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4918510913848877},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.45065733790397644},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.43072789907455444},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.19763708114624023},{"id":"https://openalex.org/keywords/optics","display_name":"Optics","score":0.13683035969734192},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.10777315497398376}],"concepts":[{"id":"https://openalex.org/C129364497","wikidata":"https://www.wikidata.org/wiki/Q3042561","display_name":"Prognostics","level":2,"score":0.8747708201408386},{"id":"https://openalex.org/C2779222261","wikidata":"https://www.wikidata.org/wiki/Q624587","display_name":"Thermography","level":3,"score":0.8535222411155701},{"id":"https://openalex.org/C47432892","wikidata":"https://www.wikidata.org/wiki/Q831390","display_name":"Wavelet","level":2,"score":0.6217371821403503},{"id":"https://openalex.org/C158355884","wikidata":"https://www.wikidata.org/wiki/Q11388","display_name":"Infrared","level":2,"score":0.5724480748176575},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4918510913848877},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45065733790397644},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.43072789907455444},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.19763708114624023},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.13683035969734192},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.10777315497398376}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tsmc.2023.3321746","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsmc.2023.3321746","pdf_url":null,"source":{"id":"https://openalex.org/S4210209078","display_name":"IEEE Transactions on Systems Man and Cybernetics Systems","issn_l":"2168-2216","issn":["2168-2216","2168-2232"],"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 Transactions on Systems, Man, and Cybernetics: Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.46000000834465027,"display_name":"Industry, innovation and infrastructure"}],"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":31,"referenced_works":["https://openalex.org/W1987581326","https://openalex.org/W2012222827","https://openalex.org/W2139282590","https://openalex.org/W2152270473","https://openalex.org/W2169997788","https://openalex.org/W2612904117","https://openalex.org/W2797779005","https://openalex.org/W2810304291","https://openalex.org/W2964139994","https://openalex.org/W2981104822","https://openalex.org/W2989678208","https://openalex.org/W3005461514","https://openalex.org/W3017123215","https://openalex.org/W3025199923","https://openalex.org/W3034421924","https://openalex.org/W3037511330","https://openalex.org/W3039216919","https://openalex.org/W3045825034","https://openalex.org/W3046716936","https://openalex.org/W3122347867","https://openalex.org/W3158868365","https://openalex.org/W3159184215","https://openalex.org/W4200532613","https://openalex.org/W4206253130","https://openalex.org/W4210725851","https://openalex.org/W4220708274","https://openalex.org/W4225709684","https://openalex.org/W4226486702","https://openalex.org/W4285291819","https://openalex.org/W4308475787","https://openalex.org/W4323358415"],"related_works":["https://openalex.org/W4310007303","https://openalex.org/W2224543647","https://openalex.org/W35959284","https://openalex.org/W2286188758","https://openalex.org/W2141980482","https://openalex.org/W2900544575","https://openalex.org/W4391030883","https://openalex.org/W2513461979","https://openalex.org/W4255358997","https://openalex.org/W2946143309"],"abstract_inverted_index":{"Infrared":[0],"thermography":[1],"is":[2,77,98,124,144],"increasingly":[3],"exploited":[4],"to":[5,30,44,64,79,84,100,108,126],"track":[6],"mechanical":[7],"degradation":[8,148],"in":[9,69],"a":[10,58,72,93,120],"noncontact":[11],"manner,":[12],"readily":[13],"available":[14],"for":[15],"further":[16],"prognostics.":[17,35],"Recently,":[18],"wavelet":[19,26,38,52,62,130],"networks":[20,39],"have":[21],"coalesced":[22],"deep":[23],"learning":[24],"and":[25,33,87,115],"transform":[27],"(WT),":[28],"expected":[29],"achieve":[31],"data-driven":[32],"interpretable":[34],"However,":[36],"traditional":[37],"neither":[40],"possess":[41],"enough":[42],"adaptability":[43],"extract":[45],"degradation-related":[46,116],"features":[47],"nor":[48],"sufficiently":[49],"fuse":[50],"learned":[51],"coefficients.":[53],"Thus,":[54],"this":[55],"article":[56],"presents":[57],"spatiotemporal":[59,73],"dynamic":[60,74],"convolution-based":[61],"network":[63],"handle":[65],"the":[66,88,110,141],"above":[67],"difficulties":[68],"industry.":[70],"First,":[71],"convolution":[75],"layer":[76],"presented":[78],"flexibly":[80],"modulate":[81],"kernels":[82],"according":[83],"input":[85],"samples":[86],"multidimensional":[89],"kernel":[90],"space.":[91],"Second,":[92],"learnable":[94],"lifting":[95,113],"scheme":[96],"structure":[97],"constructed":[99],"perform":[101],"signal-adapted":[102],"WT":[103],"while":[104],"incorporating":[105],"crucial":[106],"properties":[107],"link":[109],"optimization":[111],"of":[112,140],"filters":[114],"feature":[117,122],"learning.":[118],"Finally,":[119],"bilinear":[121],"fusion":[123],"implemented":[125],"jointly":[127],"represent":[128],"extracted":[129],"energy":[131],"across":[132],"decomposition":[133],"levels,":[134],"facilitating":[135],"synergistic":[136],"optimization.":[137],"The":[138],"superiority":[139],"proposed":[142],"method":[143],"illustrated":[145],"through":[146],"infrared":[147],"image":[149],"datasets.":[150]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
