{"id":"https://openalex.org/W4402626921","doi":"https://doi.org/10.1109/jiot.2024.3463718","title":"Energy-Propagation Graph Neural Networks for Enhanced Out-of-Distribution Fault Analysis in Intelligent Construction Machinery Systems","display_name":"Energy-Propagation Graph Neural Networks for Enhanced Out-of-Distribution Fault Analysis in Intelligent Construction Machinery Systems","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4402626921","doi":"https://doi.org/10.1109/jiot.2024.3463718"},"language":"en","primary_location":{"id":"doi:10.1109/jiot.2024.3463718","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2024.3463718","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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 Internet of Things Journal","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/A5100688676","display_name":"Xinming Li","orcid":"https://orcid.org/0000-0003-1861-5751"},"institutions":[{"id":"https://openalex.org/I62853816","display_name":"Beijing University of Civil Engineering and Architecture","ror":"https://ror.org/02yj0p855","country_code":"CN","type":"education","lineage":["https://openalex.org/I62853816"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xinming Li","raw_affiliation_strings":["School of Mechanical-Electronic and Vehicle Engineering, Beijing University of Civil Engineering and Architecture, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Mechanical-Electronic and Vehicle Engineering, Beijing University of Civil Engineering and Architecture, Beijing, China","institution_ids":["https://openalex.org/I62853816"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100746919","display_name":"Meng Li","orcid":"https://orcid.org/0000-0002-3967-5035"},"institutions":[{"id":"https://openalex.org/I62853816","display_name":"Beijing University of Civil Engineering and Architecture","ror":"https://ror.org/02yj0p855","country_code":"CN","type":"education","lineage":["https://openalex.org/I62853816"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Meng Li","raw_affiliation_strings":["School of Mechanical-Electronic and Vehicle Engineering, Beijing University of Civil Engineering and Architecture, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Mechanical-Electronic and Vehicle Engineering, Beijing University of Civil Engineering and Architecture, Beijing, China","institution_ids":["https://openalex.org/I62853816"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015044456","display_name":"Jiawei Gu","orcid":"https://orcid.org/0000-0001-8170-4998"},"institutions":[{"id":"https://openalex.org/I62853816","display_name":"Beijing University of Civil Engineering and Architecture","ror":"https://ror.org/02yj0p855","country_code":"CN","type":"education","lineage":["https://openalex.org/I62853816"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiawei Gu","raw_affiliation_strings":["School of Mechanical-Electronic and Vehicle Engineering, Beijing University of Civil Engineering and Architecture, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Mechanical-Electronic and Vehicle Engineering, Beijing University of Civil Engineering and Architecture, Beijing, China","institution_ids":["https://openalex.org/I62853816"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088853488","display_name":"Yanxue Wang","orcid":"https://orcid.org/0000-0001-8739-4740"},"institutions":[{"id":"https://openalex.org/I62853816","display_name":"Beijing University of Civil Engineering and Architecture","ror":"https://ror.org/02yj0p855","country_code":"CN","type":"education","lineage":["https://openalex.org/I62853816"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanxue Wang","raw_affiliation_strings":["School of Mechanical-Electronic and Vehicle Engineering, Beijing University of Civil Engineering and Architecture, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Mechanical-Electronic and Vehicle Engineering, Beijing University of Civil Engineering and Architecture, Beijing, China","institution_ids":["https://openalex.org/I62853816"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017828266","display_name":"Jiachi Yao","orcid":"https://orcid.org/0000-0001-5876-4773"},"institutions":[{"id":"https://openalex.org/I62853816","display_name":"Beijing University of Civil Engineering and Architecture","ror":"https://ror.org/02yj0p855","country_code":"CN","type":"education","lineage":["https://openalex.org/I62853816"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiachi Yao","raw_affiliation_strings":["School of Mechanical-Electronic and Vehicle Engineering, Beijing University of Civil Engineering and Architecture, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Mechanical-Electronic and Vehicle Engineering, Beijing University of Civil Engineering and Architecture, Beijing, China","institution_ids":["https://openalex.org/I62853816"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089328262","display_name":"Jianbo Feng","orcid":"https://orcid.org/0000-0002-0634-9647"},"institutions":[{"id":"https://openalex.org/I62853816","display_name":"Beijing University of Civil Engineering and Architecture","ror":"https://ror.org/02yj0p855","country_code":"CN","type":"education","lineage":["https://openalex.org/I62853816"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianbo Feng","raw_affiliation_strings":["School of Mechanical-Electronic and Vehicle Engineering, Beijing University of Civil Engineering and Architecture, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Mechanical-Electronic and Vehicle Engineering, Beijing University of Civil Engineering and Architecture, Beijing, China","institution_ids":["https://openalex.org/I62853816"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5100688676"],"corresponding_institution_ids":["https://openalex.org/I62853816"],"apc_list":null,"apc_paid":null,"fwci":9.7096,"has_fulltext":false,"cited_by_count":34,"citation_normalized_percentile":{"value":0.99262651,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"1"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13891","display_name":"Engineering Diagnostics and Reliability","score":0.9679999947547913,"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/T13891","display_name":"Engineering Diagnostics and Reliability","score":0.9679999947547913,"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/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9326000213623047,"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/T10876","display_name":"Fault Detection and Control Systems","score":0.9304999709129333,"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/computer-science","display_name":"Computer science","score":0.7699137926101685},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5945484638214111},{"id":"https://openalex.org/keywords/graph-theory","display_name":"Graph theory","score":0.513338029384613},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.43399763107299805},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.377183735370636},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.258291095495224},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2439112365245819},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09039106965065002}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7699137926101685},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5945484638214111},{"id":"https://openalex.org/C88230418","wikidata":"https://www.wikidata.org/wiki/Q131476","display_name":"Graph theory","level":2,"score":0.513338029384613},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.43399763107299805},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.377183735370636},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.258291095495224},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2439112365245819},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09039106965065002},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jiot.2024.3463718","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2024.3463718","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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 Internet of Things Journal","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2153031596","display_name":null,"funder_award_id":"52302508","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2904754685","display_name":null,"funder_award_id":"52275079","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5263061143","display_name":null,"funder_award_id":"52302488","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8641632699","display_name":null,"funder_award_id":"52405146","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"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W3109180935","https://openalex.org/W3216280806","https://openalex.org/W4206636637","https://openalex.org/W4308903401","https://openalex.org/W4312083229","https://openalex.org/W4312302556","https://openalex.org/W4312545380","https://openalex.org/W4316661208","https://openalex.org/W4318148761","https://openalex.org/W4318953228","https://openalex.org/W4323338513","https://openalex.org/W4361003043","https://openalex.org/W4362604044","https://openalex.org/W4362663176","https://openalex.org/W4366814042","https://openalex.org/W4367360752","https://openalex.org/W4376648830","https://openalex.org/W4379382323","https://openalex.org/W4379743617","https://openalex.org/W4380451824","https://openalex.org/W4382863474","https://openalex.org/W4383032321","https://openalex.org/W4385814100","https://openalex.org/W4387092470","https://openalex.org/W4387682266","https://openalex.org/W4388281938","https://openalex.org/W4388294572","https://openalex.org/W4388692276","https://openalex.org/W4389068084","https://openalex.org/W4389474177","https://openalex.org/W4390848583","https://openalex.org/W4391597842","https://openalex.org/W4391687111","https://openalex.org/W4392346659","https://openalex.org/W4392939506","https://openalex.org/W4394862808","https://openalex.org/W4399571988","https://openalex.org/W4402437348","https://openalex.org/W6736430770","https://openalex.org/W6784323503"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278","https://openalex.org/W4395014643"],"abstract_inverted_index":{"In":[0],"intelligent":[1,215,226],"fault":[2,64,71,106,181,194],"diagnosis":[3,216],"for":[4,17,164,213,223],"construction":[5,218,227],"machinery,":[6,219],"robust":[7,188],"and":[8,21,66,133,178,191,196,225],"precise":[9,128],"detection":[10,116,195],"of":[11,42,48,70,217],"out-of-distribution":[12],"(OOD)":[13],"data":[14,44],"is":[15,150],"crucial":[16],"enhancing":[18],"operational":[19],"efficiency":[20],"reducing":[22],"downtime.":[23],"This":[24,93,183],"article":[25],"introduces":[26],"the":[27,40,68,77,101,109,157,171,186,214],"energy-driven":[28],"graph":[29,54,91],"neural":[30,55],"OOD":[31,43,115,134],"(EGN-OOD)":[32],"detector,":[33],"a":[34,143,162],"novel":[35],"framework":[36,75,110,163],"designed":[37],"to":[38,81,122,176],"address":[39],"complexities":[41],"in":[45,87,140,193],"dynamic":[46],"Internet":[47],"Things":[49],"(IoT)":[50],"environments.":[51],"By":[52],"integrating":[53],"networks":[56],"with":[57],"energy-based":[58],"models,":[59],"our":[60],"approach":[61],"captures":[62],"intricate":[63],"correlations":[65],"improves":[67],"accuracy":[69],"diagnosis.":[72],"The":[73,207],"EGN-OOD":[74,172],"uses":[76],"maximal":[78],"information":[79],"coefficient":[80],"transform":[82],"sensor-acquired":[83],"vibration":[84],"data,":[85],"typical":[86],"IoT":[88,201],"applications,":[89],"into":[90],"representations.":[92],"conversion":[94],"produces":[95],"an":[96,112,124],"adjacency":[97],"matrix":[98],"that":[99,118],"outlines":[100],"nonlinear":[102],"interactions":[103],"among":[104],"different":[105],"types.":[107],"Additionally,":[108],"includes":[111],"energy":[113,125,146,154],"score-based":[114],"module":[117],"redefines":[119],"classifier":[120],"logits":[121],"create":[123],"function,":[126],"enabling":[127],"differentiation":[129],"between":[130],"in-distribution":[131],"(ID)":[132],"data.":[135],"To":[136],"enhance":[137],"model":[138],"robustness":[139],"semi-supervised":[141],"settings,":[142],"propagation":[144],"mechanism-based":[145],"score":[147],"update":[148],"scheme":[149],"implemented,":[151],"iteratively":[152],"refining":[153],"values":[155],"within":[156,200],"graph.":[158],"Empirical":[159],"validation":[160,184],"on":[161],"monitoring":[165],"mechanical":[166],"equipment":[167],"bearing":[168],"wear":[169],"demonstrates":[170],"framework\u2019s":[173,187],"exceptional":[174],"ability":[175],"detect":[177],"diagnose":[179],"various":[180],"conditions.":[182],"confirms":[185],"generalization":[189],"capabilities":[190],"precision":[192],"underscores":[197],"its":[198],"integration":[199],"infrastructures,":[202],"facilitating":[203],"smarter":[204],"diagnostic":[205],"processes.":[206],"results":[208],"provide":[209],"substantial":[210],"technical":[211],"support":[212],"advancing":[220],"IoT-driven":[221],"solutions":[222],"sustainable":[224],"practices.":[228]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":30},{"year":2024,"cited_by_count":2}],"updated_date":"2026-03-04T09:10:02.777135","created_date":"2025-10-10T00:00:00"}
