{"id":"https://openalex.org/W7128030217","doi":"https://doi.org/10.1007/s10462-026-11509-6","title":"Dynamic causal modeling and efficient fuzzy temporal causality reasoning in industrial fault diagnosis: a C-DUCG approach","display_name":"Dynamic causal modeling and efficient fuzzy temporal causality reasoning in industrial fault diagnosis: a C-DUCG approach","publication_year":2026,"publication_date":"2026-02-05","ids":{"openalex":"https://openalex.org/W7128030217","doi":"https://doi.org/10.1007/s10462-026-11509-6"},"language":"en","primary_location":{"id":"doi:10.1007/s10462-026-11509-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10462-026-11509-6","pdf_url":null,"source":{"id":"https://openalex.org/S122814990","display_name":"Artificial Intelligence Review","issn_l":"0269-2821","issn":["0269-2821","1573-7462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Intelligence Review","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1007/s10462-026-11509-6","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5062250586","display_name":"Chunling Dong","orcid":null},"institutions":[{"id":"https://openalex.org/I75689368","display_name":"Communication University of China","ror":"https://ror.org/04facbs33","country_code":"CN","type":"education","lineage":["https://openalex.org/I75689368"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Chunling Dong","raw_affiliation_strings":["School of Computer and Cyber Sciences, Communication University of China, Beijing, 100024, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer and Cyber Sciences, Communication University of China, Beijing, 100024, China","institution_ids":["https://openalex.org/I75689368"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5125129149","display_name":"Jianxiang Cao","orcid":null},"institutions":[{"id":"https://openalex.org/I75689368","display_name":"Communication University of China","ror":"https://ror.org/04facbs33","country_code":"CN","type":"education","lineage":["https://openalex.org/I75689368"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianxiang Cao","raw_affiliation_strings":["School of Computer and Cyber Sciences, Communication University of China, Beijing, 100024, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer and Cyber Sciences, Communication University of China, Beijing, 100024, China","institution_ids":["https://openalex.org/I75689368"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5125129086","display_name":"Wenjing Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I75689368","display_name":"Communication University of China","ror":"https://ror.org/04facbs33","country_code":"CN","type":"education","lineage":["https://openalex.org/I75689368"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenjing Liu","raw_affiliation_strings":["School of Computer and Cyber Sciences, Communication University of China, Beijing, 100024, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer and Cyber Sciences, Communication University of China, Beijing, 100024, China","institution_ids":["https://openalex.org/I75689368"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5062250586"],"corresponding_institution_ids":["https://openalex.org/I75689368"],"apc_list":{"value":3090,"currency":"USD","value_usd":3090},"apc_paid":{"value":3090,"currency":"USD","value_usd":3090},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.12360696,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"59","issue":"3","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.4997999966144562,"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":0.4997999966144562,"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/T10906","display_name":"AI-based Problem Solving and Planning","score":0.16760000586509705,"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/T11357","display_name":"Risk and Safety Analysis","score":0.07500000298023224,"subfield":{"id":"https://openalex.org/subfields/1804","display_name":"Statistics, Probability and Uncertainty"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/interpretability","display_name":"Interpretability","score":0.8761000037193298},{"id":"https://openalex.org/keywords/causality","display_name":"Causality (physics)","score":0.6514000296592712},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.5759000182151794},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.5321999788284302},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.5162000060081482},{"id":"https://openalex.org/keywords/causal-reasoning","display_name":"Causal reasoning","score":0.49790000915527344},{"id":"https://openalex.org/keywords/causal-model","display_name":"Causal model","score":0.4426000118255615}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.8761000037193298},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6944000124931335},{"id":"https://openalex.org/C64357122","wikidata":"https://www.wikidata.org/wiki/Q1149766","display_name":"Causality (physics)","level":2,"score":0.6514000296592712},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.5759000182151794},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.5321999788284302},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.5162000060081482},{"id":"https://openalex.org/C115086926","wikidata":"https://www.wikidata.org/wiki/Q17004651","display_name":"Causal reasoning","level":3,"score":0.49790000915527344},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.44760000705718994},{"id":"https://openalex.org/C11671645","wikidata":"https://www.wikidata.org/wiki/Q5054567","display_name":"Causal model","level":2,"score":0.4426000118255615},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.41760000586509705},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.38909998536109924},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.36820000410079956},{"id":"https://openalex.org/C187593909","wikidata":"https://www.wikidata.org/wiki/Q838024","display_name":"Bond graph","level":2,"score":0.35530000925064087},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.3416000008583069},{"id":"https://openalex.org/C161301231","wikidata":"https://www.wikidata.org/wiki/Q3478658","display_name":"Knowledge representation and reasoning","level":2,"score":0.33219999074935913},{"id":"https://openalex.org/C152745839","wikidata":"https://www.wikidata.org/wiki/Q5438153","display_name":"Fault detection and isolation","level":3,"score":0.31520000100135803},{"id":"https://openalex.org/C25016198","wikidata":"https://www.wikidata.org/wiki/Q781833","display_name":"Temporal logic","level":2,"score":0.28380000591278076},{"id":"https://openalex.org/C47822265","wikidata":"https://www.wikidata.org/wiki/Q854457","display_name":"Complex system","level":2,"score":0.27639999985694885},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.26080000400543213}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s10462-026-11509-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10462-026-11509-6","pdf_url":null,"source":{"id":"https://openalex.org/S122814990","display_name":"Artificial Intelligence Review","issn_l":"0269-2821","issn":["0269-2821","1573-7462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Intelligence Review","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s10462-026-11509-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10462-026-11509-6","pdf_url":null,"source":{"id":"https://openalex.org/S122814990","display_name":"Artificial Intelligence Review","issn_l":"0269-2821","issn":["0269-2821","1573-7462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Intelligence Review","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.5355602502822876}],"awards":[{"id":"https://openalex.org/G2038788548","display_name":null,"funder_award_id":"62176240","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8710866820","display_name":null,"funder_award_id":"CUC25GT04","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W2096678883","https://openalex.org/W2888837318","https://openalex.org/W2973942754","https://openalex.org/W2997098254","https://openalex.org/W3041678599","https://openalex.org/W3089228550","https://openalex.org/W3092126302","https://openalex.org/W3161254931","https://openalex.org/W3211973648","https://openalex.org/W3212045841","https://openalex.org/W3214164781","https://openalex.org/W3215869758","https://openalex.org/W4200084127","https://openalex.org/W4206425670","https://openalex.org/W4226343570","https://openalex.org/W4282942756","https://openalex.org/W4289538445","https://openalex.org/W4290927880","https://openalex.org/W4293195805","https://openalex.org/W4300074502","https://openalex.org/W4312311818","https://openalex.org/W4313143066","https://openalex.org/W4362604044","https://openalex.org/W4393161038","https://openalex.org/W4394699096","https://openalex.org/W4401386727"],"related_works":[],"abstract_inverted_index":{"Online":[0],"fault":[1,54,69,104,141,198],"diagnosis":[2,14,142,199],"is":[3,66,74,201],"crucial":[4],"for":[5,68],"improving":[6],"the":[7,19,28,33,40,50,98,114,129,152,167,184,192],"reliability":[8],"of":[9,39,44,53,95,116,131,140,158,176],"safety\u2013critical":[10],"industrial":[11,45],"systems.":[12,163],"Fault":[13],"becomes":[15],"increasingly":[16],"complex":[17,103],"if":[18],"time-variations,":[20],"fuzziness,":[21],"and":[22,56,86,100,109,119,133,137,156,172,180,191],"uncertain":[23,62,110],"causal":[24],"relationships":[25],"related":[26],"to":[27,76,127],"various":[29],"internal":[30],"factors":[31],"in":[32,160,174,196],"system":[34],"are":[35,125],"present.":[36],"In":[37,112],"view":[38],"time-varying":[41],"working":[42],"conditions":[43],"systems,":[46],"as":[47,49],"well":[48],"fuzzy":[51],"uncertainty":[52],"data":[55],"knowledge,":[57],"a":[58,72,79,87,138,145],"C-DUCG":[59,159],"(Cubic":[60],"dynamic":[61,162],"causality":[63,82,91,117],"graph)":[64],"approach":[65],"proposed":[67,126,168],"diagnosis.":[70],"Such":[71],"solution":[73],"intended":[75],"help":[77],"develop":[78],"generative":[80],"cubic":[81],"graph":[83],"modeling":[84,132],"scheme":[85],"FUTURE":[88],"(fuzzy":[89],"temporal":[90,107],"reasoning)":[92],"algorithm,":[93],"both":[94],"which":[96],"facilitate":[97],"representation":[99],"reasoning":[101,186],"about":[102],"situations":[105],"(involving":[106],"causalities":[108],"evidence).":[111],"C-DUCG,":[113],"strategies":[115],"simplification":[118],"EELA":[120],"(event-oriented":[121],"early":[122],"logical":[123],"absorption)":[124],"mitigate":[128],"complexities":[130],"reasoning.":[134],"Comparative":[135],"experiments":[136],"sequence":[139],"tests":[143,200],"on":[144],"nuclear":[146],"power":[147],"plant":[148],"(NPP)":[149],"simulator":[150],"validate":[151],"efficiency,":[153],"recall,":[154],"accuracy,":[155],"interpretability":[157],"large-scale":[161],"Experiments":[164],"reveal":[165],"that":[166],"algorithm":[169],"achieves":[170],"0.62":[171],"0.999":[173],"terms":[175],"recall":[177],"rate":[178],"AC@1":[179],"AC@k,":[181],"respectively,":[182],"with":[183],"average":[185,193],"time":[187,194],"being":[188],"10":[189],"ms,":[190],"spent":[195],"NPP":[197],"9.42":[202],"ms.":[203]},"counts_by_year":[],"updated_date":"2026-07-29T09:40:50.615796","created_date":"2026-02-07T00:00:00"}