{"id":"https://openalex.org/W3005696531","doi":"https://doi.org/10.1109/tsg.2020.2974021","title":"Statistical Machine Learning Model for Stochastic Optimal Planning of Distribution Networks Considering a Dynamic Correlation and Dimension Reduction","display_name":"Statistical Machine Learning Model for Stochastic Optimal Planning of Distribution Networks Considering a Dynamic Correlation and Dimension Reduction","publication_year":2020,"publication_date":"2020-02-14","ids":{"openalex":"https://openalex.org/W3005696531","doi":"https://doi.org/10.1109/tsg.2020.2974021","mag":"3005696531"},"language":"en","primary_location":{"id":"doi:10.1109/tsg.2020.2974021","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsg.2020.2974021","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/A5020447488","display_name":"Xueqian Fu","orcid":"https://orcid.org/0000-0001-7983-8700"},"institutions":[{"id":"https://openalex.org/I52158045","display_name":"China Agricultural University","ror":"https://ror.org/04v3ywz14","country_code":"CN","type":"education","lineage":["https://openalex.org/I52158045"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xueqian Fu","raw_affiliation_strings":["College of Information and Electrical Engineering, China Agricultural University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-7983-8700","affiliations":[{"raw_affiliation_string":"College of Information and Electrical Engineering, China Agricultural University, Beijing, China","institution_ids":["https://openalex.org/I52158045"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027998764","display_name":"Qinglai Guo","orcid":"https://orcid.org/0000-0003-1435-5796"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qinglai Guo","raw_affiliation_strings":["Department of Electrical Engineering, State Key Laboratory of Power Systems, Tsinghua University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-1435-5796","affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, State Key Laboratory of Power Systems, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100762412","display_name":"Hongbin Sun","orcid":"https://orcid.org/0000-0002-5465-9818"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongbin Sun","raw_affiliation_strings":["Department of Electrical Engineering, State Key Laboratory of Power Systems, Tsinghua University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-5465-9818","affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, State Key Laboratory of Power Systems, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5020447488"],"corresponding_institution_ids":["https://openalex.org/I52158045"],"apc_list":null,"apc_paid":null,"fwci":8.8427,"has_fulltext":false,"cited_by_count":137,"citation_normalized_percentile":{"value":0.98443658,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"11","issue":"4","first_page":"2904","last_page":"2917"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11052","display_name":"Energy Load and Power Forecasting","score":0.9998000264167786,"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/T11052","display_name":"Energy Load and Power Forecasting","score":0.9998000264167786,"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/T10454","display_name":"Optimal Power Flow Distribution","score":0.9994999766349792,"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/T10424","display_name":"Electric Power System Optimization","score":0.9983000159263611,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.6874529719352722},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.5776549577713013},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5578577518463135},{"id":"https://openalex.org/keywords/stochastic-programming","display_name":"Stochastic programming","score":0.4992408752441406},{"id":"https://openalex.org/keywords/reduction","display_name":"Reduction (mathematics)","score":0.4733928442001343},{"id":"https://openalex.org/keywords/random-variable","display_name":"Random variable","score":0.4537419080734253},{"id":"https://openalex.org/keywords/stochastic-optimization","display_name":"Stochastic optimization","score":0.4329468011856079},{"id":"https://openalex.org/keywords/markov-chain","display_name":"Markov chain","score":0.4163965880870819},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.223483145236969},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.16930365562438965},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.14290010929107666}],"concepts":[{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.6874529719352722},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.5776549577713013},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5578577518463135},{"id":"https://openalex.org/C137631369","wikidata":"https://www.wikidata.org/wiki/Q7617831","display_name":"Stochastic programming","level":2,"score":0.4992408752441406},{"id":"https://openalex.org/C111335779","wikidata":"https://www.wikidata.org/wiki/Q3454686","display_name":"Reduction (mathematics)","level":2,"score":0.4733928442001343},{"id":"https://openalex.org/C122123141","wikidata":"https://www.wikidata.org/wiki/Q176623","display_name":"Random variable","level":2,"score":0.4537419080734253},{"id":"https://openalex.org/C194387892","wikidata":"https://www.wikidata.org/wiki/Q1747770","display_name":"Stochastic optimization","level":2,"score":0.4329468011856079},{"id":"https://openalex.org/C98763669","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov chain","level":2,"score":0.4163965880870819},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.223483145236969},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.16930365562438965},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.14290010929107666},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tsg.2020.2974021","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsg.2020.2974021","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":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":34,"referenced_works":["https://openalex.org/W1784300750","https://openalex.org/W1902027874","https://openalex.org/W1967831571","https://openalex.org/W1992295354","https://openalex.org/W1996135655","https://openalex.org/W2008910690","https://openalex.org/W2046188839","https://openalex.org/W2047811067","https://openalex.org/W2066590839","https://openalex.org/W2069722134","https://openalex.org/W2085356046","https://openalex.org/W2085492522","https://openalex.org/W2106424475","https://openalex.org/W2106754084","https://openalex.org/W2107616769","https://openalex.org/W2113222113","https://openalex.org/W2133924802","https://openalex.org/W2152360460","https://openalex.org/W2161160262","https://openalex.org/W2169461337","https://openalex.org/W2340920670","https://openalex.org/W2586661589","https://openalex.org/W2586840409","https://openalex.org/W2626247775","https://openalex.org/W2757570302","https://openalex.org/W2765267594","https://openalex.org/W2766737247","https://openalex.org/W2806019792","https://openalex.org/W2883836429","https://openalex.org/W2884988766","https://openalex.org/W2891282684","https://openalex.org/W2895040532","https://openalex.org/W2905895139","https://openalex.org/W6679943308"],"related_works":["https://openalex.org/W4254717236","https://openalex.org/W2377757044","https://openalex.org/W3160952126","https://openalex.org/W2320103255","https://openalex.org/W798918733","https://openalex.org/W4213167601","https://openalex.org/W163279402","https://openalex.org/W2101287851","https://openalex.org/W2403168774","https://openalex.org/W2281909915"],"abstract_inverted_index":{"Distributed":[0],"generation":[1],"and":[2,11,33,59,95,104,121,131,149,160,170,187],"reactive":[3],"power":[4,147],"resource":[5],"allocation":[6],"will":[7],"affect":[8],"the":[9,21,61,69,84,102,114,129,137,145,158,164,173,180,183,188],"economy":[10],"security":[12],"of":[13,23,45,54,106,134,163,172],"distribution":[14,195],"networks.":[15],"Deterministic":[16],"scenario":[17,132,184],"planning":[18,86],"cannot":[19],"solve":[20,83],"problem":[22,44],"network":[24],"uncertainties,":[25],"which":[26],"are":[27,79,91,98,125,176],"introduced":[28,154],"by":[29,178],"intermittent":[30],"renewable":[31],"generators":[32],"a":[34,43,51,193],"variable":[35],"demand":[36],"for":[37,87],"electricity.":[38],"However,":[39],"stochastic":[40,135,138,165],"programming":[41,70,166],"becomes":[42],"great":[46],"complexity":[47],"when":[48,60],"there":[49],"is":[50,111,141,153],"large":[52],"number":[53],"scenarios":[55],"to":[56,81,100,127,143,155],"be":[57],"analyzed":[58],"computational":[62],"burden":[63],"has":[64],"an":[65],"adverse":[66],"effect":[67],"on":[68],"solution.":[71],"In":[72],"this":[73],"paper,":[74],"statistical":[75],"machine":[76],"learning":[77],"theories":[78],"proposed":[80,174],"quickly":[82],"optimal":[85],"capacitors.":[88],"Various":[89],"technologies":[90],"used:":[92],"Markov":[93],"chains":[94],"copula":[96],"functions":[97,162],"formulated":[99],"capture":[101],"variability":[103],"correlation":[105],"weather;":[107],"consumption":[108],"behavior":[109],"probability":[110],"involved":[112],"in":[113,192],"weather-sensitive":[115],"load":[116],"model;":[117],"nearest":[118],"neighbor":[119],"theory":[120,152],"nonnegative":[122],"matrix":[123],"decomposition":[124],"combined":[126],"reduce":[128],"dimensions":[130],"scale":[133],"variables;":[136],"response":[139],"surface":[140],"used":[142],"calculate":[144],"probabilistic":[146,150],"flow;":[148],"inequality":[151],"directly":[156],"estimate":[157],"objective":[159],"constraint":[161],"model.":[167],"The":[168],"effectiveness":[169],"efficiency":[171],"method":[175,181,191],"verified":[177],"comparing":[179],"with":[182],"reduction":[185],"algorithm":[186],"Monte":[189],"Carlo":[190],"33-bus":[194],"system.":[196]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":17},{"year":2024,"cited_by_count":31},{"year":2023,"cited_by_count":44},{"year":2022,"cited_by_count":30},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":5}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
