{"id":"https://openalex.org/W3026588890","doi":"https://doi.org/10.1109/tsg.2020.2995164","title":"Full-Scale Distribution System Topology Identification Using Markov Random Field","display_name":"Full-Scale Distribution System Topology Identification Using Markov Random Field","publication_year":2020,"publication_date":"2020-05-18","ids":{"openalex":"https://openalex.org/W3026588890","doi":"https://doi.org/10.1109/tsg.2020.2995164","mag":"3026588890"},"language":"en","primary_location":{"id":"doi:10.1109/tsg.2020.2995164","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsg.2020.2995164","pdf_url":null,"source":{"id":"https://openalex.org/S59604973","display_name":"IEEE Transactions on Smart Grid","issn_l":"1949-3053","issn":["1949-3053","1949-3061"],"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 Smart Grid","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/A5085066185","display_name":"Jian Zhao","orcid":"https://orcid.org/0000-0001-7240-4774"},"institutions":[{"id":"https://openalex.org/I23632641","display_name":"Shanghai University of Electric Power","ror":"https://ror.org/02w4tny03","country_code":"CN","type":"education","lineage":["https://openalex.org/I23632641"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jian Zhao","raw_affiliation_strings":["College of Electrical Engineering, Shanghai University of Electric Power, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0001-7240-4774","affiliations":[{"raw_affiliation_string":"College of Electrical Engineering, Shanghai University of Electric Power, Shanghai, China","institution_ids":["https://openalex.org/I23632641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100607055","display_name":"Liang Li","orcid":"https://orcid.org/0000-0002-5240-6876"},"institutions":[{"id":"https://openalex.org/I23632641","display_name":"Shanghai University of Electric Power","ror":"https://ror.org/02w4tny03","country_code":"CN","type":"education","lineage":["https://openalex.org/I23632641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liang Li","raw_affiliation_strings":["College of Electrical Engineering, Shanghai University of Electric Power, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0002-5240-6876","affiliations":[{"raw_affiliation_string":"College of Electrical Engineering, Shanghai University of Electric Power, Shanghai, China","institution_ids":["https://openalex.org/I23632641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068791753","display_name":"Zhao Xu","orcid":"https://orcid.org/0000-0003-4480-7394"},"institutions":[{"id":"https://openalex.org/I14243506","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98","country_code":"HK","type":"education","lineage":["https://openalex.org/I14243506"]},{"id":"https://openalex.org/I23632641","display_name":"Shanghai University of Electric Power","ror":"https://ror.org/02w4tny03","country_code":"CN","type":"education","lineage":["https://openalex.org/I23632641"]}],"countries":["CN","HK"],"is_corresponding":false,"raw_author_name":"Zhao Xu","raw_affiliation_strings":["College of Electrical Engineering, Shanghai University of Electric Power, Shanghai, China","Shenzhen Research Institute and Department of Electrical Engineering, Hong Kong Polytechnic University, Hong Kong"],"raw_orcid":"https://orcid.org/0000-0003-4480-7394","affiliations":[{"raw_affiliation_string":"College of Electrical Engineering, Shanghai University of Electric Power, Shanghai, China","institution_ids":["https://openalex.org/I23632641"]},{"raw_affiliation_string":"Shenzhen Research Institute and Department of Electrical Engineering, Hong Kong Polytechnic University, Hong Kong","institution_ids":["https://openalex.org/I14243506"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100357567","display_name":"Xiaoyu Wang","orcid":"https://orcid.org/0000-0001-7432-0101"},"institutions":[{"id":"https://openalex.org/I23632641","display_name":"Shanghai University of Electric Power","ror":"https://ror.org/02w4tny03","country_code":"CN","type":"education","lineage":["https://openalex.org/I23632641"]},{"id":"https://openalex.org/I67031392","display_name":"Carleton University","ror":"https://ror.org/02qtvee93","country_code":"CA","type":"education","lineage":["https://openalex.org/I67031392"]}],"countries":["CA","CN"],"is_corresponding":false,"raw_author_name":"Xiaoyu Wang","raw_affiliation_strings":["College of Electrical Engineering, Shanghai University of Electric Power, Shanghai, China","Department of Electronics, Carleton University, Ottawa, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Electrical Engineering, Shanghai University of Electric Power, Shanghai, China","institution_ids":["https://openalex.org/I23632641"]},{"raw_affiliation_string":"Department of Electronics, Carleton University, Ottawa, Canada","institution_ids":["https://openalex.org/I67031392"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100765050","display_name":"Haobo Wang","orcid":"https://orcid.org/0000-0002-7542-5105"},"institutions":[{"id":"https://openalex.org/I136199984","display_name":"Harvard University","ror":"https://ror.org/03vek6s52","country_code":"US","type":"education","lineage":["https://openalex.org/I136199984"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Haobo Wang","raw_affiliation_strings":["FAS Division of Science, Harvard University, Cambridge, MA, USA"],"raw_orcid":"https://orcid.org/0000-0002-7542-5105","affiliations":[{"raw_affiliation_string":"FAS Division of Science, Harvard University, Cambridge, MA, USA","institution_ids":["https://openalex.org/I136199984"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101029061","display_name":"Xian\u2010Jun Shao","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xianjun Shao","raw_affiliation_strings":["Equipment Status Evaluation Center, State Grid Zhejiang Electric Power Research Institute, Hangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Equipment Status Evaluation Center, State Grid Zhejiang Electric Power Research Institute, Hangzhou, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5085066185"],"corresponding_institution_ids":["https://openalex.org/I23632641"],"apc_list":null,"apc_paid":null,"fwci":4.7866,"has_fulltext":false,"cited_by_count":86,"citation_normalized_percentile":{"value":0.95754303,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"11","issue":"6","first_page":"4714","last_page":"4726"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10454","display_name":"Optimal Power Flow Distribution","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"}},"topics":[{"id":"https://openalex.org/T10454","display_name":"Optimal Power Flow Distribution","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/T10305","display_name":"Power System Optimization and Stability","score":0.9986000061035156,"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/T11941","display_name":"Power System Reliability and Maintenance","score":0.9966999888420105,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/topology","display_name":"Topology (electrical circuits)","score":0.6669608354568481},{"id":"https://openalex.org/keywords/network-topology","display_name":"Network topology","score":0.603502631187439},{"id":"https://openalex.org/keywords/markov-chain","display_name":"Markov chain","score":0.5559148788452148},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5206488966941833},{"id":"https://openalex.org/keywords/markov-random-field","display_name":"Markov random field","score":0.4932238459587097},{"id":"https://openalex.org/keywords/smart-grid","display_name":"Smart grid","score":0.421888142824173},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.4172355532646179},{"id":"https://openalex.org/keywords/grid","display_name":"Grid","score":0.41631245613098145},{"id":"https://openalex.org/keywords/node","display_name":"Node (physics)","score":0.41166073083877563},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.35078704357147217},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.34852367639541626},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.23804163932800293},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.17255359888076782},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.16332018375396729},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.13416975736618042}],"concepts":[{"id":"https://openalex.org/C184720557","wikidata":"https://www.wikidata.org/wiki/Q7825049","display_name":"Topology (electrical circuits)","level":2,"score":0.6669608354568481},{"id":"https://openalex.org/C199845137","wikidata":"https://www.wikidata.org/wiki/Q145490","display_name":"Network topology","level":2,"score":0.603502631187439},{"id":"https://openalex.org/C98763669","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov chain","level":2,"score":0.5559148788452148},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5206488966941833},{"id":"https://openalex.org/C2778045648","wikidata":"https://www.wikidata.org/wiki/Q176827","display_name":"Markov random field","level":4,"score":0.4932238459587097},{"id":"https://openalex.org/C10558101","wikidata":"https://www.wikidata.org/wiki/Q689855","display_name":"Smart grid","level":2,"score":0.421888142824173},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.4172355532646179},{"id":"https://openalex.org/C187691185","wikidata":"https://www.wikidata.org/wiki/Q2020720","display_name":"Grid","level":2,"score":0.41631245613098145},{"id":"https://openalex.org/C62611344","wikidata":"https://www.wikidata.org/wiki/Q1062658","display_name":"Node (physics)","level":2,"score":0.41166073083877563},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.35078704357147217},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.34852367639541626},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.23804163932800293},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.17255359888076782},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.16332018375396729},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.13416975736618042},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tsg.2020.2995164","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsg.2020.2995164","pdf_url":null,"source":{"id":"https://openalex.org/S59604973","display_name":"IEEE Transactions on Smart Grid","issn_l":"1949-3053","issn":["1949-3053","1949-3061"],"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 Smart Grid","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8999999761581421,"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy"}],"awards":[{"id":"https://openalex.org/G2363822351","display_name":null,"funder_award_id":"51907114","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8550394785","display_name":"\u57fa\u4e8e\u4ea4\u66ff\u65b9\u5411\u4e58\u5b50\u548c\u535a\u5f08\u8bba\u7684\u7efc\u5408\u80fd\u6e90\u7cfb\u7edf\u53cc\u8fb9\u4ea4\u6613\u673a\u5236\u4e0e\u8fd0\u8425\u6a21\u5f0f","funder_award_id":"71971183","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/F4320322598","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":34,"referenced_works":["https://openalex.org/W1579095787","https://openalex.org/W1678695177","https://openalex.org/W1693168179","https://openalex.org/W1982320686","https://openalex.org/W1986130852","https://openalex.org/W1991631960","https://openalex.org/W1993863450","https://openalex.org/W2029294425","https://openalex.org/W2053476892","https://openalex.org/W2054366636","https://openalex.org/W2062980826","https://openalex.org/W2064690267","https://openalex.org/W2076602590","https://openalex.org/W2078120733","https://openalex.org/W2080857140","https://openalex.org/W2111380642","https://openalex.org/W2126668795","https://openalex.org/W2128208871","https://openalex.org/W2139068957","https://openalex.org/W2169478909","https://openalex.org/W2401066155","https://openalex.org/W2535032741","https://openalex.org/W2548421179","https://openalex.org/W2550878879","https://openalex.org/W2734789621","https://openalex.org/W2734994405","https://openalex.org/W2790718085","https://openalex.org/W2892281961","https://openalex.org/W2962923540","https://openalex.org/W2963892729","https://openalex.org/W2964256141","https://openalex.org/W2967611898","https://openalex.org/W3047377476","https://openalex.org/W3098888484"],"related_works":["https://openalex.org/W2086397253","https://openalex.org/W2133122801","https://openalex.org/W600422426","https://openalex.org/W2007156430","https://openalex.org/W3081478936","https://openalex.org/W2751256511","https://openalex.org/W1660242800","https://openalex.org/W2785612136","https://openalex.org/W2099529706","https://openalex.org/W2077211377"],"abstract_inverted_index":{"The":[0,40,75,151],"identification":[1,29,58],"of":[2,30,131,153],"the":[3,8,17,63,92,99,110,115,119,127,136,147,154],"distribution":[4,12,32,45,128,133,166],"system":[5,13,129],"topology":[6,42,50,57,88,130],"is":[7,123,157],"key":[9],"concern":[10],"in":[11,38,44],"state":[14],"estimation":[15],"and":[16,69,87,102,139,164],"precondition":[18],"for":[19,49],"its":[20],"energy":[21],"management.":[22],"However,":[23],"lacking":[24],"sufficient":[25],"measurement":[26],"devices,":[27],"full-scale":[28],"entire":[31],"grid":[33],"can":[34],"hardly":[35],"be":[36],"achievable":[37],"practice.":[39],"frequent":[41],"changes":[43],"systems":[46],"impose":[47],"challenges":[48],"identification.":[51],"This":[52],"paper":[53],"proposes":[54],"a":[55],"novel":[56],"method":[59,77,101,122],"by":[60,83],"deeply":[61],"mining":[62],"data":[64,80],"obtained":[65],"from":[66],"gird":[67],"terminals":[68],"smart":[70],"meters":[71],"at":[72],"end-users":[73],"premises.":[74],"proposed":[76,144,155],"starts":[78],"with":[79],"processing,":[81],"followed":[82],"nodal":[84],"correlation":[85],"analysis":[86],"modeling":[89],"based":[90],"on":[91,149,159],"Markov":[93],"Random":[94],"Field":[95],"(MRF)":[96],"method,":[97],"where":[98],"pseudo-likelihood":[100],"L2":[103],"regularization":[104],"theory":[105],"are":[106,143],"introduced":[107],"to":[108,125,145],"improve":[109],"computation":[111],"efficiency":[112],"while":[113],"preventing":[114],"over-fitting":[116],"problem.":[117],"Then":[118],"iterative":[120],"screening":[121],"developed":[124],"generate":[126],"medium/low-voltage":[132],"systems.":[134,167],"Finally,":[135],"incremental":[137],"learning":[138],"parallel":[140],"programming":[141],"models":[142],"implement":[146],"algorithms":[148],"single/multi-terminal.":[150],"effectiveness":[152],"model":[156],"validated":[158],"IEEE":[160,162],"33-node,":[161],"123-node":[163],"actual":[165]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":17},{"year":2024,"cited_by_count":20},{"year":2023,"cited_by_count":15},{"year":2022,"cited_by_count":22},{"year":2021,"cited_by_count":7},{"year":2020,"cited_by_count":2}],"updated_date":"2026-06-06T09:05:17.133730","created_date":"2025-10-10T00:00:00"}
