{"id":"https://openalex.org/W4396897387","doi":"https://doi.org/10.1186/s42162-024-00340-4","title":"Application of improved DBN and GRU based on intelligent optimization algorithm in power load identification and prediction","display_name":"Application of improved DBN and GRU based on intelligent optimization algorithm in power load identification and prediction","publication_year":2024,"publication_date":"2024-05-14","ids":{"openalex":"https://openalex.org/W4396897387","doi":"https://doi.org/10.1186/s42162-024-00340-4"},"language":"en","primary_location":{"id":"doi:10.1186/s42162-024-00340-4","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s42162-024-00340-4","pdf_url":"https://energyinformatics.springeropen.com/counter/pdf/10.1186/s42162-024-00340-4","source":{"id":"https://openalex.org/S3035173479","display_name":"Energy Informatics","issn_l":"2520-8942","issn":["2520-8942"],"is_oa":true,"is_in_doaj":true,"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":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Energy Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://energyinformatics.springeropen.com/counter/pdf/10.1186/s42162-024-00340-4","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5078043823","display_name":"Jintao Wu","orcid":"https://orcid.org/0000-0003-4257-2288"},"institutions":[{"id":"https://openalex.org/I74872605","display_name":"China Southern Power Grid (China)","ror":"https://ror.org/03hkh9419","country_code":"CN","type":"company","lineage":["https://openalex.org/I74872605"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jintao Wu","raw_affiliation_strings":["Measurement Center of Guangdong Power Grid Co., Ltd., Guangzhou, 510000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Measurement Center of Guangdong Power Grid Co., Ltd., Guangzhou, 510000, China","institution_ids":["https://openalex.org/I74872605"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008055775","display_name":"Xiling Tang","orcid":"https://orcid.org/0000-0003-4127-7199"},"institutions":[{"id":"https://openalex.org/I74872605","display_name":"China Southern Power Grid (China)","ror":"https://ror.org/03hkh9419","country_code":"CN","type":"company","lineage":["https://openalex.org/I74872605"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiling Tang","raw_affiliation_strings":["Measurement Center of Guangdong Power Grid Co., Ltd., Guangzhou, 510000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Measurement Center of Guangdong Power Grid Co., Ltd., Guangzhou, 510000, China","institution_ids":["https://openalex.org/I74872605"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101749664","display_name":"Dongxu Zhou","orcid":"https://orcid.org/0000-0002-2481-9542"},"institutions":[{"id":"https://openalex.org/I74872605","display_name":"China Southern Power Grid (China)","ror":"https://ror.org/03hkh9419","country_code":"CN","type":"company","lineage":["https://openalex.org/I74872605"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dongxu Zhou","raw_affiliation_strings":["Measurement Center of Guangdong Power Grid Co., Ltd., Guangzhou, 510000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Measurement Center of Guangdong Power Grid Co., Ltd., Guangzhou, 510000, China","institution_ids":["https://openalex.org/I74872605"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100426953","display_name":"Wenyuan Deng","orcid":"https://orcid.org/0000-0001-9752-9506"},"institutions":[{"id":"https://openalex.org/I74872605","display_name":"China Southern Power Grid (China)","ror":"https://ror.org/03hkh9419","country_code":"CN","type":"company","lineage":["https://openalex.org/I74872605"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Wenyuan Deng","raw_affiliation_strings":["Xiqiao Power Supply Bureau, Guangdong Power Grid Co., Ltd., Foshan, 528200, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Xiqiao Power Supply Bureau, Guangdong Power Grid Co., Ltd., Foshan, 528200, China","institution_ids":["https://openalex.org/I74872605"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5110820158","display_name":"Qianqian Cai","orcid":"https://orcid.org/0009-0002-0916-280X"},"institutions":[{"id":"https://openalex.org/I74872605","display_name":"China Southern Power Grid (China)","ror":"https://ror.org/03hkh9419","country_code":"CN","type":"company","lineage":["https://openalex.org/I74872605"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qianqian Cai","raw_affiliation_strings":["Measurement Center of Guangdong Power Grid Co., Ltd., Guangzhou, 510000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Measurement Center of Guangdong Power Grid Co., Ltd., Guangzhou, 510000, China","institution_ids":["https://openalex.org/I74872605"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5100426953"],"corresponding_institution_ids":["https://openalex.org/I74872605"],"apc_list":{"value":790,"currency":"GBP","value_usd":969},"apc_paid":{"value":790,"currency":"GBP","value_usd":969},"fwci":2.077,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":{"value":0.87005346,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"7","issue":"1","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":0.9980000257492065,"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":0.9980000257492065,"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":0.9955999851226807,"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/T12451","display_name":"Smart Grid and Power Systems","score":0.9879000186920166,"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/identification","display_name":"Identification (biology)","score":0.6638021469116211},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.562019944190979},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.5471606850624084},{"id":"https://openalex.org/keywords/optimization-algorithm","display_name":"Optimization algorithm","score":0.513461172580719},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.42704248428344727},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4150620698928833},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.36443179845809937},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.28404781222343445},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.18848586082458496}],"concepts":[{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.6638021469116211},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.562019944190979},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.5471606850624084},{"id":"https://openalex.org/C2987595161","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Optimization algorithm","level":2,"score":0.513461172580719},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.42704248428344727},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4150620698928833},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36443179845809937},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.28404781222343445},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.18848586082458496},{"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/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"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/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1186/s42162-024-00340-4","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s42162-024-00340-4","pdf_url":"https://energyinformatics.springeropen.com/counter/pdf/10.1186/s42162-024-00340-4","source":{"id":"https://openalex.org/S3035173479","display_name":"Energy Informatics","issn_l":"2520-8942","issn":["2520-8942"],"is_oa":true,"is_in_doaj":true,"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":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Energy Informatics","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:763b268f5b78492ca1441c4527da11d1","is_oa":true,"landing_page_url":"https://doaj.org/article/763b268f5b78492ca1441c4527da11d1","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Energy Informatics, Vol 7, Iss 1, Pp 1-18 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s42162-024-00340-4","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s42162-024-00340-4","pdf_url":"https://energyinformatics.springeropen.com/counter/pdf/10.1186/s42162-024-00340-4","source":{"id":"https://openalex.org/S3035173479","display_name":"Energy Informatics","issn_l":"2520-8942","issn":["2520-8942"],"is_oa":true,"is_in_doaj":true,"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":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Energy Informatics","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4396897387.pdf"},"referenced_works_count":22,"referenced_works":["https://openalex.org/W3163493093","https://openalex.org/W3183343177","https://openalex.org/W4205495647","https://openalex.org/W4206506338","https://openalex.org/W4210926039","https://openalex.org/W4214822540","https://openalex.org/W4221127312","https://openalex.org/W4287094565","https://openalex.org/W4289080363","https://openalex.org/W4290755293","https://openalex.org/W4292635991","https://openalex.org/W4293324974","https://openalex.org/W4313641584","https://openalex.org/W4316468390","https://openalex.org/W4319981830","https://openalex.org/W4323065939","https://openalex.org/W4366276865","https://openalex.org/W4367054439","https://openalex.org/W4381082032","https://openalex.org/W4386968100","https://openalex.org/W4390670271","https://openalex.org/W4394891483"],"related_works":["https://openalex.org/W2051487156","https://openalex.org/W4366549320","https://openalex.org/W4287863136","https://openalex.org/W3006015132","https://openalex.org/W2965078190","https://openalex.org/W3040644038","https://openalex.org/W4394870774","https://openalex.org/W4311207076","https://openalex.org/W3203633096","https://openalex.org/W2355226480"],"abstract_inverted_index":{"Abstract":[0],"Non":[1],"intrusive":[2],"load":[3,43,121,273],"monitoring":[4],"belongs":[5],"to":[6,158,188,230,270],"the":[7,66,77,83,88,100,111,119,126,132,136,146,149,152,172,177,202,222,231,238,253,272,276,280,283,288,294],"key":[8],"technologies":[9],"of":[10,28,68,97,108,118,145,151,171,176,221,275,282,293],"intelligent":[11,31],"power":[12,277,284,295],"management":[13],"systems,":[14],"playing":[15],"a":[16,59,94,105,244],"crucial":[17],"role":[18],"in":[19,82,125,263],"smart":[20],"grids.":[21],"To":[22],"achieve":[23],"accurate":[24],"identification":[25,122],"and":[26,50,104,115,200,205,216,261,286,291],"prediction":[27,63,223,249],"electricity":[29],"load,":[30],"optimization":[32,39,186,241],"algorithms":[33],"are":[34],"introduced":[35],"into":[36],"deep":[37,51],"learning":[38],"for":[40,99,110],"improvement.":[41],"A":[42],"recognition":[44,143,258],"model":[45,64,123,147,224,235],"combining":[46],"sparrow":[47,78],"search":[48,79],"algorithm":[49,80],"confidence":[52],"network":[53,62,181],"is":[54],"designed,":[55],"as":[56,58],"well":[57,86],"gated":[60,179,233],"recurrent":[61,180,234],"on":[65,87,148,248],"grounds":[67],"particle":[69,184,197,239],"swarm":[70,185,198,240],"optimization.":[71],"The":[72,113,142,160,167,190,212],"relevant":[73],"results":[74],"showed":[75],"that":[76],"used":[81],"study":[84,127,268],"performed":[85],"solution":[89],"performance":[90],"evaluation":[91,174],"metrics":[92],"with":[93],"minimum":[95],"value":[96,107,170,204],"0.209":[98],"inverse":[101],"generation":[102],"distance":[103],"maximum":[106,168],"0.814":[109],"hyper-volume.":[112],"accuracy":[114,133,144],"recall":[116,137],"values":[117],"optimized":[120,182,195],"designed":[124],"were":[128,225],"relatively":[129],"high.":[130],"When":[131],"was":[134,164],"0.9,":[135],"rate":[138],"could":[139,155],"reach":[140,156],"0.94.":[141],"basis":[150],"test":[153],"set":[154],"up":[157],"0.924.":[159],"lowest":[161],"classification":[162],"error":[163,215,220],"only":[165],"0.05.":[166],"F1":[169],"harmonic":[173],"index":[175],"bidirectional":[178,232],"by":[183,196],"converged":[187],"90.06%.":[189],"loss":[191],"function":[192],"had":[193,208,243,256],"been":[194,209],"optimization,":[199,237],"both":[201,226],"convergence":[203,206],"speed":[207,260],"markedly":[210],"enhanced.":[211],"average":[213],"absolute":[214],"root":[217],"mean":[218],"square":[219],"below":[227],"0.3.":[228],"Compared":[229],"before":[236],"strategy":[242],"significant":[245],"improvement":[246],"effect":[247],"details.":[250],"In":[251],"addition,":[252],"research":[254],"method":[255],"superior":[257],"response":[259],"adaptability":[262],"real":[264],"application":[265],"environments.":[266],"This":[267],"helps":[269],"understand":[271],"demand":[274],"system,":[278],"optimize":[279],"operation":[281],"grid,":[285],"strengthen":[287],"reliability,":[289],"efficiency,":[290],"sustainability":[292],"system.":[296]},"counts_by_year":[{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":3}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
