{"id":"https://openalex.org/W2883936711","doi":"https://doi.org/10.1109/access.2018.2858838","title":"Machine Learning Based on Bayes Networks to Predict the Cascading Failure Propagation","display_name":"Machine Learning Based on Bayes Networks to Predict the Cascading Failure Propagation","publication_year":2018,"publication_date":"2018-01-01","ids":{"openalex":"https://openalex.org/W2883936711","doi":"https://doi.org/10.1109/access.2018.2858838","mag":"2883936711"},"language":"en","primary_location":{"id":"doi:10.1109/access.2018.2858838","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2018.2858838","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2018.2858838","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5045630433","display_name":"Renjian Pi","orcid":null},"institutions":[{"id":"https://openalex.org/I56934997","display_name":"Changsha University of Science and Technology","ror":"https://ror.org/03yph8055","country_code":"CN","type":"education","lineage":["https://openalex.org/I56934997"]},{"id":"https://openalex.org/I4210154423","display_name":"Education Department of Hunan Province","ror":"https://ror.org/05ckg3w11","country_code":"CN","type":"funder","lineage":["https://openalex.org/I4210154423"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Renjian Pi","raw_affiliation_strings":["Hunan Province 2011 Collaborative Innovation Centre of Clean Energy and Smart Grid, Changsha University of Science and Technology, Changsha, China"],"affiliations":[{"raw_affiliation_string":"Hunan Province 2011 Collaborative Innovation Centre of Clean Energy and Smart Grid, Changsha University of Science and Technology, Changsha, China","institution_ids":["https://openalex.org/I4210154423","https://openalex.org/I56934997"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069223306","display_name":"Ye Cai","orcid":"https://orcid.org/0000-0002-5858-3814"},"institutions":[{"id":"https://openalex.org/I4210154423","display_name":"Education Department of Hunan Province","ror":"https://ror.org/05ckg3w11","country_code":"CN","type":"funder","lineage":["https://openalex.org/I4210154423"]},{"id":"https://openalex.org/I56934997","display_name":"Changsha University of Science and Technology","ror":"https://ror.org/03yph8055","country_code":"CN","type":"education","lineage":["https://openalex.org/I56934997"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ye Cai","raw_affiliation_strings":["Hunan Province 2011 Collaborative Innovation Centre of Clean Energy and Smart Grid, Changsha University of Science and Technology, Changsha, China"],"affiliations":[{"raw_affiliation_string":"Hunan Province 2011 Collaborative Innovation Centre of Clean Energy and Smart Grid, Changsha University of Science and Technology, Changsha, China","institution_ids":["https://openalex.org/I4210154423","https://openalex.org/I56934997"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100355339","display_name":"Yong Li","orcid":"https://orcid.org/0000-0002-1183-5359"},"institutions":[{"id":"https://openalex.org/I16609230","display_name":"Hunan University","ror":"https://ror.org/05htk5m33","country_code":"CN","type":"education","lineage":["https://openalex.org/I16609230"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yong Li","raw_affiliation_strings":["College of Electrical and Information Engineering, Hunan University, Changsha, China"],"affiliations":[{"raw_affiliation_string":"College of Electrical and Information Engineering, Hunan University, Changsha, China","institution_ids":["https://openalex.org/I16609230"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5043383546","display_name":"Yijia Cao","orcid":"https://orcid.org/0000-0001-9365-6452"},"institutions":[{"id":"https://openalex.org/I16609230","display_name":"Hunan University","ror":"https://ror.org/05htk5m33","country_code":"CN","type":"education","lineage":["https://openalex.org/I16609230"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yijia Cao","raw_affiliation_strings":["College of Electrical and Information Engineering, Hunan University, Changsha, China"],"affiliations":[{"raw_affiliation_string":"College of Electrical and Information Engineering, Hunan University, Changsha, China","institution_ids":["https://openalex.org/I16609230"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5045630433"],"corresponding_institution_ids":["https://openalex.org/I4210154423","https://openalex.org/I56934997"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":4.4429,"has_fulltext":false,"cited_by_count":42,"citation_normalized_percentile":{"value":0.93774079,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"6","issue":null,"first_page":"44815","last_page":"44823"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11941","display_name":"Power System Reliability and Maintenance","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"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/T11941","display_name":"Power System Reliability and Maintenance","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"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/T10305","display_name":"Power System Optimization and Stability","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T10917","display_name":"Smart Grid Security and Resilience","score":0.9986000061035156,"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/cascading-failure","display_name":"Cascading failure","score":0.8675073385238647},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7117917537689209},{"id":"https://openalex.org/keywords/reliability","display_name":"Reliability (semiconductor)","score":0.6723583936691284},{"id":"https://openalex.org/keywords/bayesian-network","display_name":"Bayesian network","score":0.6184035539627075},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.5851312279701233},{"id":"https://openalex.org/keywords/electric-power-system","display_name":"Electric power system","score":0.5606210231781006},{"id":"https://openalex.org/keywords/bayes-theorem","display_name":"Bayes' theorem","score":0.5340883135795593},{"id":"https://openalex.org/keywords/naive-bayes-classifier","display_name":"Naive Bayes classifier","score":0.48277178406715393},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4758840799331665},{"id":"https://openalex.org/keywords/sample","display_name":"Sample (material)","score":0.4469600021839142},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.414450466632843},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.4083714485168457},{"id":"https://openalex.org/keywords/bayesian-probability","display_name":"Bayesian probability","score":0.19451823830604553},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.15728530287742615},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.11098510026931763}],"concepts":[{"id":"https://openalex.org/C119323957","wikidata":"https://www.wikidata.org/wiki/Q5048226","display_name":"Cascading failure","level":4,"score":0.8675073385238647},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7117917537689209},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.6723583936691284},{"id":"https://openalex.org/C33724603","wikidata":"https://www.wikidata.org/wiki/Q812540","display_name":"Bayesian network","level":2,"score":0.6184035539627075},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.5851312279701233},{"id":"https://openalex.org/C89227174","wikidata":"https://www.wikidata.org/wiki/Q2388981","display_name":"Electric power system","level":3,"score":0.5606210231781006},{"id":"https://openalex.org/C207201462","wikidata":"https://www.wikidata.org/wiki/Q182505","display_name":"Bayes' theorem","level":3,"score":0.5340883135795593},{"id":"https://openalex.org/C52001869","wikidata":"https://www.wikidata.org/wiki/Q812530","display_name":"Naive Bayes classifier","level":3,"score":0.48277178406715393},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4758840799331665},{"id":"https://openalex.org/C198531522","wikidata":"https://www.wikidata.org/wiki/Q485146","display_name":"Sample (material)","level":2,"score":0.4469600021839142},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.414450466632843},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.4083714485168457},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.19451823830604553},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.15728530287742615},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.11098510026931763},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C43617362","wikidata":"https://www.wikidata.org/wiki/Q170050","display_name":"Chromatography","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2018.2858838","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2018.2858838","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:bcabd0622fe8457a9b46600946267e11","is_oa":true,"landing_page_url":"https://doaj.org/article/bcabd0622fe8457a9b46600946267e11","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 6, Pp 44815-44823 (2018)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2018.2858838","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2018.2858838","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2662256430","display_name":null,"funder_award_id":"51607011","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":33,"referenced_works":["https://openalex.org/W1503398984","https://openalex.org/W1526410915","https://openalex.org/W1601795611","https://openalex.org/W1663973292","https://openalex.org/W1743889770","https://openalex.org/W1979579834","https://openalex.org/W2019482384","https://openalex.org/W2033225140","https://openalex.org/W2047841327","https://openalex.org/W2050246171","https://openalex.org/W2087000990","https://openalex.org/W2106935068","https://openalex.org/W2205801147","https://openalex.org/W2325910710","https://openalex.org/W2338952800","https://openalex.org/W2342168851","https://openalex.org/W2342898371","https://openalex.org/W2519709497","https://openalex.org/W2586815481","https://openalex.org/W2607845345","https://openalex.org/W2735813912","https://openalex.org/W2758031987","https://openalex.org/W2770264922","https://openalex.org/W2774228982","https://openalex.org/W2785963117","https://openalex.org/W2802682659","https://openalex.org/W2804901336","https://openalex.org/W2963036194","https://openalex.org/W3145579651","https://openalex.org/W4285719527","https://openalex.org/W6629510986","https://openalex.org/W6737081797","https://openalex.org/W6748622494"],"related_works":["https://openalex.org/W2355051428","https://openalex.org/W2373141077","https://openalex.org/W3159334627","https://openalex.org/W2608186352","https://openalex.org/W4360995490","https://openalex.org/W2371613754","https://openalex.org/W2781479787","https://openalex.org/W2537862391","https://openalex.org/W2417174640","https://openalex.org/W2532099551"],"abstract_inverted_index":{"Considering":[0],"the":[1,8,23,50,55,60,66,69,94,98,108,117,124,154,160],"engineering":[2,150],"characteristics":[3],"of":[4,10,25,39,71,133],"power":[5,29],"systems":[6],"and":[7,46,73,83,123],"concept":[9],"machine":[11,146],"learning,":[12],"a":[13,36,100],"model":[14,32],"named":[15],"``ITEPV\u201dwas":[16],"proposed":[17],"in":[18,28],"this":[19,138],"paper":[20],"to":[21,34,48,64,77,92,106],"investigate":[22],"mechanism":[24],"cascading":[26,41,51,109],"failures":[27],"systems.":[30],"This":[31],"tries":[33],"simulate":[35],"large":[37],"number":[38],"possible":[40],"failure":[42,52,110],"chains":[43],"as":[44],"``experience\u201d,":[45,99],"then":[47,84],"predict":[49,107],"propagation":[53],"with":[54],"highest":[56],"possibility":[57],"obtained":[58],"from":[59],"``experience\u201d.":[61,95],"In":[62],"order":[63],"get":[65],"prediction":[67],"result,":[68],"uncertainty":[70],"loads":[72],"generations":[74],"is":[75],"considered":[76],"generate":[78],"numerous":[79],"random":[80,134],"operating":[81,90,135],"conditions,":[82],"implementing":[85],"``N":[86],"-":[87],"1\u201dfor":[88],"each":[89],"condition":[91],"obtain":[93],"Based":[96],"on":[97,116],"Bayes":[101],"network":[102],"can":[103,141],"be":[104,142],"established":[105],"propagation.":[111],"The":[112],"``ITEPV\u201dmodel":[113],"was":[114],"tested":[115],"IEEE":[118],"Reliability":[119],"Test":[120],"System-1996":[121],"(RTS-96),":[122],"results":[125,161],"were":[126],"validated":[127],"by":[128],"employing":[129,145],"different":[130],"sample":[131],"sizes":[132],"conditions.":[136],"From":[137],"paper,":[139],"it":[140],"concluded":[143],"that":[144],"learning":[147],"into":[148],"electrical":[149],"not":[151],"only":[152],"simplifies":[153],"complicated":[155],"issue":[156],"but":[157],"also":[158],"makes":[159],"more":[162],"accurate.":[163]},"counts_by_year":[{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":9},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":7},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":7}],"updated_date":"2026-03-15T09:29:46.208133","created_date":"2025-10-10T00:00:00"}
