{"id":"https://openalex.org/W4408145385","doi":"https://doi.org/10.1109/tim.2025.3547532","title":"Robust SCN for Data-Driven Modeling Based on Heavy-Tailed Noise Distribution","display_name":"Robust SCN for Data-Driven Modeling Based on Heavy-Tailed Noise Distribution","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4408145385","doi":"https://doi.org/10.1109/tim.2025.3547532"},"language":"en","primary_location":{"id":"doi:10.1109/tim.2025.3547532","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2025.3547532","pdf_url":null,"source":{"id":"https://openalex.org/S10892749","display_name":"IEEE Transactions on Instrumentation and Measurement","issn_l":"0018-9456","issn":["0018-9456","1557-9662"],"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 Instrumentation and Measurement","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/A5100352205","display_name":"Xin Liu","orcid":"https://orcid.org/0000-0002-2504-8962"},"institutions":[{"id":"https://openalex.org/I25757504","display_name":"China University of Mining and Technology","ror":"https://ror.org/01xt2dr21","country_code":"CN","type":"education","lineage":["https://openalex.org/I25757504"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xin Liu","raw_affiliation_strings":["Artificial Intelligence Research Institute, China University of Mining and Technology, Xuzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-2504-8962","affiliations":[{"raw_affiliation_string":"Artificial Intelligence Research Institute, China University of Mining and Technology, Xuzhou, China","institution_ids":["https://openalex.org/I25757504"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000466143","display_name":"X. Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I25757504","display_name":"China University of Mining and Technology","ror":"https://ror.org/01xt2dr21","country_code":"CN","type":"education","lineage":["https://openalex.org/I25757504"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoqing Liu","raw_affiliation_strings":["Artificial Intelligence Research Institute, China University of Mining and Technology, Xuzhou, China"],"raw_orcid":"https://orcid.org/0009-0000-8093-5778","affiliations":[{"raw_affiliation_string":"Artificial Intelligence Research Institute, China University of Mining and Technology, Xuzhou, China","institution_ids":["https://openalex.org/I25757504"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5085295698","display_name":"Wei Dai","orcid":"https://orcid.org/0000-0003-3057-7225"},"institutions":[{"id":"https://openalex.org/I25757504","display_name":"China University of Mining and Technology","ror":"https://ror.org/01xt2dr21","country_code":"CN","type":"education","lineage":["https://openalex.org/I25757504"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Dai","raw_affiliation_strings":["Artificial Intelligence Research Institute, China University of Mining and Technology, Xuzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-3057-7225","affiliations":[{"raw_affiliation_string":"Artificial Intelligence Research Institute, China University of Mining and Technology, Xuzhou, China","institution_ids":["https://openalex.org/I25757504"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I25757504"],"apc_list":null,"apc_paid":null,"fwci":5.217,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.94706641,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"74","issue":null,"first_page":"1","last_page":"13"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9509000182151794,"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"}},"topics":[{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9509000182151794,"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"}},{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9002000093460083,"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/noise","display_name":"Noise (video)","score":0.5318939685821533},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5073773264884949},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.46346157789230347},{"id":"https://openalex.org/keywords/electronic-engineering","display_name":"Electronic engineering","score":0.3815404176712036},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2132388949394226},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1980419158935547}],"concepts":[{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.5318939685821533},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5073773264884949},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.46346157789230347},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.3815404176712036},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2132388949394226},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1980419158935547},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tim.2025.3547532","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2025.3547532","pdf_url":null,"source":{"id":"https://openalex.org/S10892749","display_name":"IEEE Transactions on Instrumentation and Measurement","issn_l":"0018-9456","issn":["0018-9456","1557-9662"],"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 Instrumentation and Measurement","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Climate action","id":"https://metadata.un.org/sdg/13","score":0.41999998688697815}],"awards":[{"id":"https://openalex.org/G1361279277","display_name":null,"funder_award_id":"BK20240102","funder_id":"https://openalex.org/F4320322769","funder_display_name":"Natural Science Foundation of Jiangsu Province"},{"id":"https://openalex.org/G1393186167","display_name":null,"funder_award_id":"2023M743776","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G214723977","display_name":null,"funder_award_id":"62373361","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6556902255","display_name":null,"funder_award_id":"U24A20272","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6901284931","display_name":null,"funder_award_id":"2024T171003","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G8577184768","display_name":null,"funder_award_id":"62103134","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"},{"id":"https://openalex.org/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"},{"id":"https://openalex.org/F4320322769","display_name":"Natural Science Foundation of Jiangsu Province","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":34,"referenced_works":["https://openalex.org/W1786513448","https://openalex.org/W2145768101","https://openalex.org/W2395415020","https://openalex.org/W2560247988","https://openalex.org/W2593382986","https://openalex.org/W2618410756","https://openalex.org/W2891758727","https://openalex.org/W2948014336","https://openalex.org/W2991207885","https://openalex.org/W3004699263","https://openalex.org/W3143559563","https://openalex.org/W3182574379","https://openalex.org/W3200832812","https://openalex.org/W3215532672","https://openalex.org/W4281725758","https://openalex.org/W4285248739","https://openalex.org/W4286543264","https://openalex.org/W4309834001","https://openalex.org/W4312527101","https://openalex.org/W4313066283","https://openalex.org/W4313150064","https://openalex.org/W4320013859","https://openalex.org/W4320024295","https://openalex.org/W4320170194","https://openalex.org/W4378977150","https://openalex.org/W4386432178","https://openalex.org/W4386822219","https://openalex.org/W4388185881","https://openalex.org/W4389319400","https://openalex.org/W4391288997","https://openalex.org/W4391326542","https://openalex.org/W4393338036","https://openalex.org/W4399275528","https://openalex.org/W6686293579"],"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":{"This":[0],"article":[1],"focuses":[2],"on":[3],"discussing":[4],"the":[5,14,31,40,49,67,70,77,83,87,93,105,111,113,120,125,129,135,139,156,160,172,175,181,185,189,192,196,199],"extensive":[6],"application":[7],"of":[8,69,92,128,138,159,171,174,184,188,198],"data-driven":[9,58],"models":[10],"in":[11,19,25,44,51,100,144],"industry":[12],"and":[13,23,54,90,168,177],"challenges":[15],"it":[16,153,163,179],"faces,":[17],"particularly":[18],"dealing":[20],"with":[21,39,76,110,119],"interference":[22],"outliers":[24,50],"process":[26],"data.":[27],"To":[28],"this":[29,101,145],"end,":[30],"basic":[32],"stochastic":[33,78],"configuration":[34,79],"network":[35],"(SCN)":[36],"is":[37,64,74,117,142],"expanded":[38],"heavy-tailed":[41],"Laplace":[42,121,140],"distribution":[43,122,141],"order":[45],"to":[46,123],"effectively":[47],"address":[48],"industrial":[52],"data,":[53],"a":[55,165],"novel":[56],"robust":[57],"modeling":[59],"method":[60],"(renamed":[61],"as":[62,104],"Lap-RSC)":[63],"proposed.":[65],"First,":[66],"prototype":[68],"SCN":[71,94,130],"learner":[72,95,131],"model":[73,96,132],"constructed":[75],"algorithm,":[80],"which":[81,147],"means":[82],"hidden":[84],"nodes":[85],"number,":[86],"input":[88],"weights,":[89],"biases":[91],"are":[97,108],"all":[98],"determined":[99],"step.":[102],"Second,":[103],"output":[106,126],"data":[107],"contaminated":[109],"outliers,":[112],"expectation-maximization":[114],"(EM)":[115],"algorithm":[116],"combined":[118],"estimate":[124],"weights":[127],"robustly.":[133],"Furthermore,":[134],"mathematical":[136,182],"decomposition":[137],"introduced":[143],"work,":[146],"brings":[148],"three":[149],"major":[150],"advantages:":[151],"1)":[152],"largely":[154],"improves":[155],"computational":[157],"efficiency":[158],"Lap-RSC;":[161,176],"2)":[162],"allows":[164],"more":[166],"clearly":[167],"evident":[169],"explanation":[170],"robustness":[173],"3)":[178],"facilitates":[180],"proof":[183],"convergence":[186],"property":[187],"Lap-RSC.":[190,201],"Finally,":[191],"verification":[193],"results":[194],"demonstrate":[195],"effectiveness":[197],"proposed":[200]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":2}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}
