{"id":"https://openalex.org/W2971974465","doi":"https://doi.org/10.1109/codit.2019.8820363","title":"Real-Time Load Consumption Prediction and Demand Response Scheme Using Deep Learning in Smart Grids","display_name":"Real-Time Load Consumption Prediction and Demand Response Scheme Using Deep Learning in Smart Grids","publication_year":2019,"publication_date":"2019-04-01","ids":{"openalex":"https://openalex.org/W2971974465","doi":"https://doi.org/10.1109/codit.2019.8820363","mag":"2971974465"},"language":"en","primary_location":{"id":"doi:10.1109/codit.2019.8820363","is_oa":false,"landing_page_url":"https://doi.org/10.1109/codit.2019.8820363","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 6th International Conference on Control, Decision and Information Technologies (CoDIT)","raw_type":"proceedings-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/A5055832643","display_name":"Sara Atef","orcid":"https://orcid.org/0000-0002-0432-3259"},"institutions":[{"id":"https://openalex.org/I32619867","display_name":"Egypt-Japan University of Science and Technology","ror":"https://ror.org/02x66tk73","country_code":"EG","type":"education","lineage":["https://openalex.org/I32619867"]}],"countries":["EG"],"is_corresponding":true,"raw_author_name":"Sara Atef","raw_affiliation_strings":["Industrial Engineering and Systems Management Department, Egypt-Japan University of Science and Technology (E-JUST), Alexandria, Egypt"],"affiliations":[{"raw_affiliation_string":"Industrial Engineering and Systems Management Department, Egypt-Japan University of Science and Technology (E-JUST), Alexandria, Egypt","institution_ids":["https://openalex.org/I32619867"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5014763439","display_name":"Amr Eltawil","orcid":"https://orcid.org/0000-0001-6073-8240"},"institutions":[{"id":"https://openalex.org/I32619867","display_name":"Egypt-Japan University of Science and Technology","ror":"https://ror.org/02x66tk73","country_code":"EG","type":"education","lineage":["https://openalex.org/I32619867"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Amr B. Eltawil","raw_affiliation_strings":["Industrial Engineering and Systems Management Department, Egypt-Japan University of Science and Technology (E-JUST), Alexandria, Egypt"],"affiliations":[{"raw_affiliation_string":"Industrial Engineering and Systems Management Department, Egypt-Japan University of Science and Technology (E-JUST), Alexandria, Egypt","institution_ids":["https://openalex.org/I32619867"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5055832643"],"corresponding_institution_ids":["https://openalex.org/I32619867"],"apc_list":null,"apc_paid":null,"fwci":1.1923,"has_fulltext":false,"cited_by_count":15,"citation_normalized_percentile":{"value":0.79700036,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10603","display_name":"Smart Grid Energy Management","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/T10603","display_name":"Smart Grid Energy Management","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/T11052","display_name":"Energy Load and Power Forecasting","score":0.9997000098228455,"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/T11954","display_name":"Energy Efficiency and Management","score":0.9793999791145325,"subfield":{"id":"https://openalex.org/subfields/2105","display_name":"Renewable Energy, Sustainability and the Environment"},"field":{"id":"https://openalex.org/fields/21","display_name":"Energy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/demand-response","display_name":"Demand response","score":0.757522463798523},{"id":"https://openalex.org/keywords/smart-grid","display_name":"Smart grid","score":0.7144080400466919},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7139240503311157},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.5800117254257202},{"id":"https://openalex.org/keywords/tree","display_name":"Tree (set theory)","score":0.5190318822860718},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.5101754665374756},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.49892640113830566},{"id":"https://openalex.org/keywords/consumption","display_name":"Consumption (sociology)","score":0.4747227430343628},{"id":"https://openalex.org/keywords/regression","display_name":"Regression","score":0.45010703802108765},{"id":"https://openalex.org/keywords/load-management","display_name":"Load management","score":0.44426149129867554},{"id":"https://openalex.org/keywords/energy-consumption","display_name":"Energy consumption","score":0.44173580408096313},{"id":"https://openalex.org/keywords/electricity","display_name":"Electricity","score":0.42940646409988403},{"id":"https://openalex.org/keywords/regression-analysis","display_name":"Regression analysis","score":0.4211026132106781},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.36798417568206787},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.351323664188385},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.33916962146759033},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.18559899926185608},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.13963600993156433},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09391292929649353}],"concepts":[{"id":"https://openalex.org/C2779438525","wikidata":"https://www.wikidata.org/wiki/Q5255048","display_name":"Demand response","level":3,"score":0.757522463798523},{"id":"https://openalex.org/C10558101","wikidata":"https://www.wikidata.org/wiki/Q689855","display_name":"Smart grid","level":2,"score":0.7144080400466919},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7139240503311157},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.5800117254257202},{"id":"https://openalex.org/C113174947","wikidata":"https://www.wikidata.org/wiki/Q2859736","display_name":"Tree (set theory)","level":2,"score":0.5190318822860718},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.5101754665374756},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.49892640113830566},{"id":"https://openalex.org/C30772137","wikidata":"https://www.wikidata.org/wiki/Q5164762","display_name":"Consumption (sociology)","level":2,"score":0.4747227430343628},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.45010703802108765},{"id":"https://openalex.org/C2779370713","wikidata":"https://www.wikidata.org/wiki/Q357554","display_name":"Load management","level":2,"score":0.44426149129867554},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.44173580408096313},{"id":"https://openalex.org/C206658404","wikidata":"https://www.wikidata.org/wiki/Q12725","display_name":"Electricity","level":2,"score":0.42940646409988403},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.4211026132106781},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.36798417568206787},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.351323664188385},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.33916962146759033},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.18559899926185608},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.13963600993156433},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09391292929649353},{"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/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"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/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/codit.2019.8820363","is_oa":false,"landing_page_url":"https://doi.org/10.1109/codit.2019.8820363","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 6th International Conference on Control, Decision and Information Technologies (CoDIT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.8999999761581421,"id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W1973522354","https://openalex.org/W2116532272","https://openalex.org/W2563096608","https://openalex.org/W2597866042","https://openalex.org/W2776741657","https://openalex.org/W2788001476","https://openalex.org/W2789768939","https://openalex.org/W2804385782","https://openalex.org/W2810884043","https://openalex.org/W2883388482","https://openalex.org/W2921736806"],"related_works":["https://openalex.org/W2171108821","https://openalex.org/W2353074559","https://openalex.org/W2074513827","https://openalex.org/W1498762745","https://openalex.org/W2402141875","https://openalex.org/W1589973774","https://openalex.org/W148990555","https://openalex.org/W2023642087","https://openalex.org/W2392147676","https://openalex.org/W2035833777"],"abstract_inverted_index":{"In":[0,56,74],"smart":[1,29],"grids,":[2],"the":[3,13,20,28,40,44,70,83,89,94,101,132],"Demand":[4],"Response":[5],"(DR)":[6],"strategy":[7],"constitutes":[8],"a":[9,59,76],"vital":[10],"necessity":[11],"for":[12],"electricity":[14],"management":[15],"system.":[16],"DR":[17,35,77,107],"benefits":[18],"from":[19],"two-way":[21],"communication":[22],"between":[23],"utilities":[24],"and":[25,87,106,123],"consumers":[26],"within":[27],"grid.":[30],"However,":[31],"implementing":[32],"an":[33],"efficient":[34],"model":[36,64,105],"basically":[37],"relies":[38],"on":[39],"real-time":[41],"adjustments":[42],"of":[43,131],"load":[45,53,72,85,99],"consumption":[46,54],"pattern,":[47],"which":[48],"requires":[49],"access":[50],"to":[51,67,81],"accurate":[52],"data.":[55],"this":[57],"paper,":[58],"Deep":[60],"Learning":[61],"(DL)":[62],"predictive":[63,104],"is":[65,79],"proposed":[66,102],"accurately":[68],"predict":[69],"hourly":[71],"consumption.":[73],"addition,":[75],"scheme":[78,108],"illustrated":[80],"reduce":[82],"peak":[84],"demand":[86],"avoid":[88],"energy":[90],"deficit.":[91],"Compared":[92],"with":[93],"state-of-the-art":[95],"techniques":[96],"in":[97,129],"residential":[98],"prediction,":[100],"DL":[103],"outperforms":[109],"Linear":[110],"Regression":[111,115,120],"by":[112,116,121,127],"59.82%,":[113],"Tree":[114],"52%,":[117],"Support":[118],"Vector":[119],"57.76%,":[122],"Ensembled":[124],"Boosted":[125],"Trees":[126],"59.43%":[128],"terms":[130],"Root":[133],"Mean":[134],"Square":[135],"Errors.":[136]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
