{"id":"https://openalex.org/W2810065256","doi":"https://doi.org/10.1007/978-3-319-93659-8_27","title":"Load Prediction Based on Multivariate Time Series Forecasting for Energy Consumption and Behavioral Analytics","display_name":"Load Prediction Based on Multivariate Time Series Forecasting for Energy Consumption and Behavioral Analytics","publication_year":2018,"publication_date":"2018-06-18","ids":{"openalex":"https://openalex.org/W2810065256","doi":"https://doi.org/10.1007/978-3-319-93659-8_27","mag":"2810065256"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-319-93659-8_27","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-319-93659-8_27","pdf_url":null,"source":{"id":"https://openalex.org/S2764905038","display_name":"Advances in intelligent systems and computing","issn_l":"2194-5357","issn":["2194-5357","2194-5365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Intelligent Systems and Computing","raw_type":"book-chapter"},"type":"book-chapter","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/A5101922240","display_name":"Mahnoor Khan","orcid":"https://orcid.org/0000-0003-4738-4526"},"institutions":[{"id":"https://openalex.org/I16076960","display_name":"COMSATS University Islamabad","ror":"https://ror.org/00nqqvk19","country_code":"PK","type":"education","lineage":["https://openalex.org/I16076960"]}],"countries":["PK"],"is_corresponding":true,"raw_author_name":"Mahnoor Khan","raw_affiliation_strings":["COMSATS Institute of Information Technology, Islamabad, 44000, Pakistan"],"affiliations":[{"raw_affiliation_string":"COMSATS Institute of Information Technology, Islamabad, 44000, Pakistan","institution_ids":["https://openalex.org/I16076960"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055380996","display_name":"Nadeem Javaid","orcid":"https://orcid.org/0000-0003-3777-8249"},"institutions":[{"id":"https://openalex.org/I16076960","display_name":"COMSATS University Islamabad","ror":"https://ror.org/00nqqvk19","country_code":"PK","type":"education","lineage":["https://openalex.org/I16076960"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Nadeem Javaid","raw_affiliation_strings":["COMSATS Institute of Information Technology, Islamabad, 44000, Pakistan","Department of Computer Science, COMSATS Institute of Information Technology , Islamabad, Pakistan"],"affiliations":[{"raw_affiliation_string":"COMSATS Institute of Information Technology, Islamabad, 44000, Pakistan","institution_ids":["https://openalex.org/I16076960"]},{"raw_affiliation_string":"Department of Computer Science, COMSATS Institute of Information Technology , Islamabad, Pakistan","institution_ids":["https://openalex.org/I16076960"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020591574","display_name":"Muhammad Nabeel Iqbal","orcid":null},"institutions":[{"id":"https://openalex.org/I16076960","display_name":"COMSATS University Islamabad","ror":"https://ror.org/00nqqvk19","country_code":"PK","type":"education","lineage":["https://openalex.org/I16076960"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Muhammad Nabeel Iqbal","raw_affiliation_strings":["COMSATS Institute of Information Technology, Islamabad, 44000, Pakistan"],"affiliations":[{"raw_affiliation_string":"COMSATS Institute of Information Technology, Islamabad, 44000, Pakistan","institution_ids":["https://openalex.org/I16076960"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012666416","display_name":"Muhammad Bilal","orcid":"https://orcid.org/0000-0002-9827-5023"},"institutions":[{"id":"https://openalex.org/I160968435","display_name":"University of Sargodha","ror":"https://ror.org/0086rpr26","country_code":"PK","type":"education","lineage":["https://openalex.org/I160968435"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Muhammad Bilal","raw_affiliation_strings":["University of Sargodha, Sargodha, Pakistan"],"affiliations":[{"raw_affiliation_string":"University of Sargodha, Sargodha, Pakistan","institution_ids":["https://openalex.org/I160968435"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040762661","display_name":"Syed Farhan Alam Zaidi","orcid":"https://orcid.org/0000-0003-2257-290X"},"institutions":[{"id":"https://openalex.org/I16076960","display_name":"COMSATS University Islamabad","ror":"https://ror.org/00nqqvk19","country_code":"PK","type":"education","lineage":["https://openalex.org/I16076960"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Syed Farhan Ali Zaidi","raw_affiliation_strings":["COMSATS Institute of Information Technology, Islamabad, 44000, Pakistan"],"affiliations":[{"raw_affiliation_string":"COMSATS Institute of Information Technology, Islamabad, 44000, Pakistan","institution_ids":["https://openalex.org/I16076960"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074692977","display_name":"Rashid Ali Raza","orcid":null},"institutions":[{"id":"https://openalex.org/I121243025","display_name":"International Islamic University, Islamabad","ror":"https://ror.org/047w75g40","country_code":"PK","type":"education","lineage":["https://openalex.org/I121243025"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Rashid Ali Raza","raw_affiliation_strings":["International Islamic University, Islamabad, 44000, Pakistan"],"affiliations":[{"raw_affiliation_string":"International Islamic University, Islamabad, 44000, Pakistan","institution_ids":["https://openalex.org/I121243025"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5101922240"],"corresponding_institution_ids":["https://openalex.org/I16076960"],"apc_list":null,"apc_paid":null,"fwci":9.5139,"has_fulltext":false,"cited_by_count":17,"citation_normalized_percentile":{"value":0.98506916,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"305","last_page":"316"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11052","display_name":"Energy Load and Power Forecasting","score":0.9987999796867371,"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"}},"topics":[{"id":"https://openalex.org/T11052","display_name":"Energy Load and Power Forecasting","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/T10121","display_name":"Building Energy and Comfort Optimization","score":0.9986000061035156,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"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":0.9891999959945679,"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/mean-absolute-percentage-error","display_name":"Mean absolute percentage error","score":0.678551435470581},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.6728999614715576},{"id":"https://openalex.org/keywords/time-series","display_name":"Time series","score":0.6536422371864319},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6356938481330872},{"id":"https://openalex.org/keywords/smart-grid","display_name":"Smart grid","score":0.5419633388519287},{"id":"https://openalex.org/keywords/consumption","display_name":"Consumption (sociology)","score":0.5293567776679993},{"id":"https://openalex.org/keywords/energy-consumption","display_name":"Energy consumption","score":0.5129751563072205},{"id":"https://openalex.org/keywords/multivariate-statistics","display_name":"Multivariate statistics","score":0.5017857551574707},{"id":"https://openalex.org/keywords/electric-power","display_name":"Electric power","score":0.48126763105392456},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4665282368659973},{"id":"https://openalex.org/keywords/predictive-power","display_name":"Predictive power","score":0.463066041469574},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.4273070991039276},{"id":"https://openalex.org/keywords/predictive-analytics","display_name":"Predictive analytics","score":0.417962908744812},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.4109051823616028},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.37116557359695435},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.36065638065338135},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1682109236717224},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.10066840052604675}],"concepts":[{"id":"https://openalex.org/C150217764","wikidata":"https://www.wikidata.org/wiki/Q6803607","display_name":"Mean absolute percentage error","level":3,"score":0.678551435470581},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.6728999614715576},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.6536422371864319},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6356938481330872},{"id":"https://openalex.org/C10558101","wikidata":"https://www.wikidata.org/wiki/Q689855","display_name":"Smart grid","level":2,"score":0.5419633388519287},{"id":"https://openalex.org/C30772137","wikidata":"https://www.wikidata.org/wiki/Q5164762","display_name":"Consumption (sociology)","level":2,"score":0.5293567776679993},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.5129751563072205},{"id":"https://openalex.org/C161584116","wikidata":"https://www.wikidata.org/wiki/Q1952580","display_name":"Multivariate statistics","level":2,"score":0.5017857551574707},{"id":"https://openalex.org/C40293303","wikidata":"https://www.wikidata.org/wiki/Q27137","display_name":"Electric power","level":3,"score":0.48126763105392456},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4665282368659973},{"id":"https://openalex.org/C2778136018","wikidata":"https://www.wikidata.org/wiki/Q10350689","display_name":"Predictive power","level":2,"score":0.463066041469574},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.4273070991039276},{"id":"https://openalex.org/C83209312","wikidata":"https://www.wikidata.org/wiki/Q1053367","display_name":"Predictive analytics","level":2,"score":0.417962908744812},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.4109051823616028},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37116557359695435},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36065638065338135},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1682109236717224},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.10066840052604675},{"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/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","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/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/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-319-93659-8_27","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-319-93659-8_27","pdf_url":null,"source":{"id":"https://openalex.org/S2764905038","display_name":"Advances in intelligent systems and computing","issn_l":"2194-5357","issn":["2194-5357","2194-5365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Intelligent Systems and Computing","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy","score":0.9100000262260437}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W1889598617","https://openalex.org/W1967449400","https://openalex.org/W1970528283","https://openalex.org/W1977163251","https://openalex.org/W1978790155","https://openalex.org/W1980067289","https://openalex.org/W1988431072","https://openalex.org/W2000302675","https://openalex.org/W2051409943","https://openalex.org/W2051607409","https://openalex.org/W2051795269","https://openalex.org/W2069304223","https://openalex.org/W2081060955","https://openalex.org/W2086922415","https://openalex.org/W2137346918","https://openalex.org/W2394184881","https://openalex.org/W2472085400","https://openalex.org/W2791838709","https://openalex.org/W2953236339","https://openalex.org/W4233104126","https://openalex.org/W4237059928","https://openalex.org/W4239682187"],"related_works":["https://openalex.org/W3189884647","https://openalex.org/W2809858895","https://openalex.org/W4285505876","https://openalex.org/W3199841521","https://openalex.org/W4321234707","https://openalex.org/W3123613287","https://openalex.org/W2582287177","https://openalex.org/W4311802502","https://openalex.org/W3047847637","https://openalex.org/W4385950391"],"abstract_inverted_index":null,"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":5},{"year":2018,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
