{"id":"https://openalex.org/W2749000650","doi":"https://doi.org/10.1109/mis.2017.3121551","title":"Consumption Behavior Analytics-Aided Energy Forecasting and Dispatch","display_name":"Consumption Behavior Analytics-Aided Energy Forecasting and Dispatch","publication_year":2017,"publication_date":"2017-01-01","ids":{"openalex":"https://openalex.org/W2749000650","doi":"https://doi.org/10.1109/mis.2017.3121551","mag":"2749000650"},"language":"en","primary_location":{"id":"doi:10.1109/mis.2017.3121551","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mis.2017.3121551","pdf_url":null,"source":{"id":"https://openalex.org/S114241109","display_name":"IEEE Intelligent Systems","issn_l":"1541-1672","issn":["1541-1672","1941-1294"],"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 Intelligent Systems","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/A5052718895","display_name":"Yingchen Zhang","orcid":"https://orcid.org/0000-0002-5559-0971"},"institutions":[{"id":"https://openalex.org/I1297288678","display_name":"National Laboratory of the Rockies","ror":"https://ror.org/036266993","country_code":"US","type":"facility","lineage":["https://openalex.org/I1297288678","https://openalex.org/I1330989302","https://openalex.org/I2800842121"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yingchen Zhang","raw_affiliation_strings":["National Renewable Energy Laboratory"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Renewable Energy Laboratory","institution_ids":["https://openalex.org/I1297288678"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101772425","display_name":"Rui Yang","orcid":"https://orcid.org/0000-0003-4374-4651"},"institutions":[{"id":"https://openalex.org/I1297288678","display_name":"National Laboratory of the Rockies","ror":"https://ror.org/036266993","country_code":"US","type":"facility","lineage":["https://openalex.org/I1297288678","https://openalex.org/I1330989302","https://openalex.org/I2800842121"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Rui Yang","raw_affiliation_strings":["National Renewable Energy Laboratory"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Renewable Energy Laboratory","institution_ids":["https://openalex.org/I1297288678"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047410441","display_name":"Kaiqing Zhang","orcid":"https://orcid.org/0000-0002-7446-7581"},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kaiqing Zhang","raw_affiliation_strings":["University of Illinois Urbana-Champaign"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Illinois Urbana-Champaign","institution_ids":["https://openalex.org/I157725225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015746960","display_name":"Huaiguang Jiang","orcid":"https://orcid.org/0000-0002-0634-3085"},"institutions":[{"id":"https://openalex.org/I1297288678","display_name":"National Laboratory of the Rockies","ror":"https://ror.org/036266993","country_code":"US","type":"facility","lineage":["https://openalex.org/I1297288678","https://openalex.org/I1330989302","https://openalex.org/I2800842121"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Huaiguang Jiang","raw_affiliation_strings":["National Renewable Energy Laboratory"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Renewable Energy Laboratory","institution_ids":["https://openalex.org/I1297288678"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5007781850","display_name":"Jun Jason Zhang","orcid":"https://orcid.org/0000-0001-6908-2671"},"institutions":[{"id":"https://openalex.org/I131651094","display_name":"University of Denver","ror":"https://ror.org/04w7skc03","country_code":"US","type":"education","lineage":["https://openalex.org/I131651094"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jun Jason Zhang","raw_affiliation_strings":["University of Denver"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Denver","institution_ids":["https://openalex.org/I131651094"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.7994,"has_fulltext":false,"cited_by_count":34,"citation_normalized_percentile":{"value":0.91011631,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"32","issue":"4","first_page":"59","last_page":"63"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11052","display_name":"Energy Load and Power Forecasting","score":0.9998999834060669,"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":0.9998999834060669,"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/T10603","display_name":"Smart Grid Energy Management","score":0.9987999796867371,"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":0.9950000047683716,"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/computer-science","display_name":"Computer science","score":0.6773172616958618},{"id":"https://openalex.org/keywords/electricity","display_name":"Electricity","score":0.6528478860855103},{"id":"https://openalex.org/keywords/renewable-energy","display_name":"Renewable energy","score":0.5479169487953186},{"id":"https://openalex.org/keywords/environmental-economics","display_name":"Environmental economics","score":0.5233758687973022},{"id":"https://openalex.org/keywords/electric-power-system","display_name":"Electric power system","score":0.5231229662895203},{"id":"https://openalex.org/keywords/distributed-generation","display_name":"Distributed generation","score":0.5000998973846436},{"id":"https://openalex.org/keywords/energy-management","display_name":"Energy management","score":0.49825072288513184},{"id":"https://openalex.org/keywords/demand-forecasting","display_name":"Demand forecasting","score":0.49630290269851685},{"id":"https://openalex.org/keywords/smart-grid","display_name":"Smart grid","score":0.48592105507850647},{"id":"https://openalex.org/keywords/consumption","display_name":"Consumption (sociology)","score":0.47716158628463745},{"id":"https://openalex.org/keywords/electricity-market","display_name":"Electricity market","score":0.47310543060302734},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.4619285464286804},{"id":"https://openalex.org/keywords/energy-management-system","display_name":"Energy management system","score":0.433615118265152},{"id":"https://openalex.org/keywords/electricity-retailing","display_name":"Electricity retailing","score":0.42662715911865234},{"id":"https://openalex.org/keywords/photovoltaic-system","display_name":"Photovoltaic system","score":0.4180072546005249},{"id":"https://openalex.org/keywords/demand-response","display_name":"Demand response","score":0.4171321392059326},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.32055288553237915},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.24945813417434692},{"id":"https://openalex.org/keywords/energy","display_name":"Energy (signal processing)","score":0.24469232559204102},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.21623647212982178},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.12845304608345032},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.08824294805526733}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6773172616958618},{"id":"https://openalex.org/C206658404","wikidata":"https://www.wikidata.org/wiki/Q12725","display_name":"Electricity","level":2,"score":0.6528478860855103},{"id":"https://openalex.org/C188573790","wikidata":"https://www.wikidata.org/wiki/Q12705","display_name":"Renewable energy","level":2,"score":0.5479169487953186},{"id":"https://openalex.org/C134560507","wikidata":"https://www.wikidata.org/wiki/Q753291","display_name":"Environmental economics","level":1,"score":0.5233758687973022},{"id":"https://openalex.org/C89227174","wikidata":"https://www.wikidata.org/wiki/Q2388981","display_name":"Electric power system","level":3,"score":0.5231229662895203},{"id":"https://openalex.org/C544738498","wikidata":"https://www.wikidata.org/wiki/Q861135","display_name":"Distributed generation","level":3,"score":0.5000998973846436},{"id":"https://openalex.org/C7817414","wikidata":"https://www.wikidata.org/wiki/Q1779504","display_name":"Energy management","level":3,"score":0.49825072288513184},{"id":"https://openalex.org/C193809577","wikidata":"https://www.wikidata.org/wiki/Q3409300","display_name":"Demand forecasting","level":2,"score":0.49630290269851685},{"id":"https://openalex.org/C10558101","wikidata":"https://www.wikidata.org/wiki/Q689855","display_name":"Smart grid","level":2,"score":0.48592105507850647},{"id":"https://openalex.org/C30772137","wikidata":"https://www.wikidata.org/wiki/Q5164762","display_name":"Consumption (sociology)","level":2,"score":0.47716158628463745},{"id":"https://openalex.org/C146733006","wikidata":"https://www.wikidata.org/wiki/Q676081","display_name":"Electricity market","level":3,"score":0.47310543060302734},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.4619285464286804},{"id":"https://openalex.org/C2781260460","wikidata":"https://www.wikidata.org/wiki/Q6139999","display_name":"Energy management system","level":4,"score":0.433615118265152},{"id":"https://openalex.org/C57101690","wikidata":"https://www.wikidata.org/wiki/Q2356921","display_name":"Electricity retailing","level":4,"score":0.42662715911865234},{"id":"https://openalex.org/C41291067","wikidata":"https://www.wikidata.org/wiki/Q1897785","display_name":"Photovoltaic system","level":2,"score":0.4180072546005249},{"id":"https://openalex.org/C2779438525","wikidata":"https://www.wikidata.org/wiki/Q5255048","display_name":"Demand response","level":3,"score":0.4171321392059326},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.32055288553237915},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.24945813417434692},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.24469232559204102},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.21623647212982178},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.12845304608345032},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08824294805526733},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","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},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"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/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/mis.2017.3121551","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mis.2017.3121551","pdf_url":null,"source":{"id":"https://openalex.org/S114241109","display_name":"IEEE Intelligent Systems","issn_l":"1541-1672","issn":["1541-1672","1941-1294"],"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 Intelligent Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy","score":0.8899999856948853}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W605727707","https://openalex.org/W1964357740","https://openalex.org/W1982503727","https://openalex.org/W2041065069","https://openalex.org/W2135368631","https://openalex.org/W2140971281","https://openalex.org/W2156636680","https://openalex.org/W2159848772","https://openalex.org/W4232478844","https://openalex.org/W4388297464"],"related_works":["https://openalex.org/W2749199243","https://openalex.org/W2333017163","https://openalex.org/W2133545517","https://openalex.org/W2352231626","https://openalex.org/W2964681094","https://openalex.org/W2782741053","https://openalex.org/W2577786578","https://openalex.org/W2548554710","https://openalex.org/W2896932934","https://openalex.org/W1984852161"],"abstract_inverted_index":{"For":[0],"decades,":[1],"electricity":[2,11,76,104],"customers":[3,19],"have":[4,20,39],"been":[5,68],"treated":[6],"as":[7,18,36],"mere":[8],"recipients":[9],"of":[10,29,44,63,83],"in":[12,32,126],"vertically":[13],"integrated":[14],"power":[15,55,135],"systems.":[16],"However,":[17,75],"widely":[21],"adopted":[22],"distributed":[23,108],"energy":[24,65,119,124],"resources":[25,66],"and":[26,51,85,87,97,107,134],"other":[27],"forms":[28],"customer":[30,48,132],"participation":[31],"active":[33],"dispatch":[34],"(such":[35],"demand":[37,133],"response)":[38],"taken":[40],"shape,":[41],"the":[42,61,73,80,127],"value":[43],"mining":[45],"knowledge":[46],"from":[47],"behavior":[49,106],"patterns":[50],"using":[52],"it":[53],"for":[54],"system":[56,121,136],"operation":[57],"is":[58,89],"increasing.":[59],"Further,":[60],"variability":[62,84],"renewable":[64],"has":[67,78],"considered":[69],"a":[70,117],"liability":[71],"to":[72,100,130],"grid.":[74],"consumption":[77,105,125],"shown":[79],"same":[81],"level":[82],"uncertainty,":[86],"this":[88],"sometimes":[90],"overlooked.":[91],"This":[92],"article":[93],"investigates":[94],"data":[95],"analytics":[96],"forecasting":[98,113],"methods":[99],"identify":[101],"correlations":[102],"between":[103],"photovoltaic":[109],"(PV)":[110],"output.":[111],"The":[112],"results":[114],"feed":[115],"into":[116],"predictive":[118],"management":[120],"that":[122],"optimizes":[123],"near":[128],"future":[129],"balance":[131],"needs.":[137]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":7},{"year":2019,"cited_by_count":9},{"year":2018,"cited_by_count":6},{"year":2017,"cited_by_count":3}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}