{"id":"https://openalex.org/W4415707624","doi":"https://doi.org/10.1109/access.2025.3627003","title":"Deep Learning-Based Modeling and Optimization of Power Grid Carrying Capacity for Renewable Energy Integration","display_name":"Deep Learning-Based Modeling and Optimization of Power Grid Carrying Capacity for Renewable Energy Integration","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4415707624","doi":"https://doi.org/10.1109/access.2025.3627003"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3627003","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3627003","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2025.3627003","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Haode Yang","orcid":"https://orcid.org/0009-0007-7823-7365"},"institutions":[{"id":"https://openalex.org/I17442442","display_name":"State Grid Corporation of China (China)","ror":"https://ror.org/05twwhs70","country_code":"CN","type":"company","lineage":["https://openalex.org/I17442442"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haode Yang","raw_affiliation_strings":["State Grid Jinchang Power Supply Company, Lanzhou, Gansu, China","State Grid Jinchang Power Supply Company, Gansu, China"],"raw_orcid":"https://orcid.org/0009-0007-7823-7365","affiliations":[{"raw_affiliation_string":"State Grid Jinchang Power Supply Company, Lanzhou, Gansu, China","institution_ids":["https://openalex.org/I17442442"]},{"raw_affiliation_string":"State Grid Jinchang Power Supply Company, Gansu, China","institution_ids":["https://openalex.org/I17442442"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064149307","display_name":"Yaping Liu","orcid":"https://orcid.org/0009-0001-6613-8454"},"institutions":[{"id":"https://openalex.org/I17442442","display_name":"State Grid Corporation of China (China)","ror":"https://ror.org/05twwhs70","country_code":"CN","type":"company","lineage":["https://openalex.org/I17442442"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yaping Liu","raw_affiliation_strings":["State Grid Jinchang Power Supply Company, Lanzhou, Gansu, China","State Grid Jinchang Power Supply Company, Gansu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Grid Jinchang Power Supply Company, Lanzhou, Gansu, China","institution_ids":["https://openalex.org/I17442442"]},{"raw_affiliation_string":"State Grid Jinchang Power Supply Company, Gansu, China","institution_ids":["https://openalex.org/I17442442"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Han Yong","orcid":null},"institutions":[{"id":"https://openalex.org/I17442442","display_name":"State Grid Corporation of China (China)","ror":"https://ror.org/05twwhs70","country_code":"CN","type":"company","lineage":["https://openalex.org/I17442442"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Han Yong","raw_affiliation_strings":["State Grid Jinchang Power Supply Company, Lanzhou, Gansu, China","State Grid Jinchang Power Supply Company, Gansu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Grid Jinchang Power Supply Company, Lanzhou, Gansu, China","institution_ids":["https://openalex.org/I17442442"]},{"raw_affiliation_string":"State Grid Jinchang Power Supply Company, Gansu, China","institution_ids":["https://openalex.org/I17442442"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070251006","display_name":"Suining He","orcid":"https://orcid.org/0000-0003-1913-6808"},"institutions":[{"id":"https://openalex.org/I17442442","display_name":"State Grid Corporation of China (China)","ror":"https://ror.org/05twwhs70","country_code":"CN","type":"company","lineage":["https://openalex.org/I17442442"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shengjun He","raw_affiliation_strings":["State Grid Jinchang Power Supply Company, Lanzhou, Gansu, China","State Grid Jinchang Power Supply Company, Gansu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Grid Jinchang Power Supply Company, Lanzhou, Gansu, China","institution_ids":["https://openalex.org/I17442442"]},{"raw_affiliation_string":"State Grid Jinchang Power Supply Company, Gansu, China","institution_ids":["https://openalex.org/I17442442"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077474277","display_name":"Hongyan Zhao","orcid":"https://orcid.org/0000-0002-8796-0332"},"institutions":[{"id":"https://openalex.org/I17442442","display_name":"State Grid Corporation of China (China)","ror":"https://ror.org/05twwhs70","country_code":"CN","type":"company","lineage":["https://openalex.org/I17442442"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongyan Zhao","raw_affiliation_strings":["State Grid Jinchang Power Supply Company, Lanzhou, Gansu, China","State Grid Jinchang Power Supply Company, Gansu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Grid Jinchang Power Supply Company, Lanzhou, Gansu, China","institution_ids":["https://openalex.org/I17442442"]},{"raw_affiliation_string":"State Grid Jinchang Power Supply Company, Gansu, China","institution_ids":["https://openalex.org/I17442442"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5056482944","display_name":"Xiangyu Huang","orcid":"https://orcid.org/0009-0002-1245-5611"},"institutions":[{"id":"https://openalex.org/I17442442","display_name":"State Grid Corporation of China (China)","ror":"https://ror.org/05twwhs70","country_code":"CN","type":"company","lineage":["https://openalex.org/I17442442"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiangyu Huang","raw_affiliation_strings":["State Grid Jinchang Power Supply Company, Lanzhou, Gansu, China","State Grid Jinchang Power Supply Company, Gansu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Grid Jinchang Power Supply Company, Lanzhou, Gansu, China","institution_ids":["https://openalex.org/I17442442"]},{"raw_affiliation_string":"State Grid Jinchang Power Supply Company, Gansu, China","institution_ids":["https://openalex.org/I17442442"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I17442442"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.26121843,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"13","issue":null,"first_page":"205667","last_page":"205684"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10454","display_name":"Optimal Power Flow Distribution","score":0.25780001282691956,"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/T10454","display_name":"Optimal Power Flow Distribution","score":0.25780001282691956,"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/T10305","display_name":"Power System Optimization and Stability","score":0.1745000034570694,"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/T11185","display_name":"Integrated Energy Systems Optimization","score":0.08649999648332596,"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/renewable-energy","display_name":"Renewable energy","score":0.7454000115394592},{"id":"https://openalex.org/keywords/grid","display_name":"Grid","score":0.5870000123977661},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.4900999963283539},{"id":"https://openalex.org/keywords/electric-power-system","display_name":"Electric power system","score":0.4706000089645386},{"id":"https://openalex.org/keywords/adaptability","display_name":"Adaptability","score":0.4530999958515167},{"id":"https://openalex.org/keywords/capacity-optimization","display_name":"Capacity optimization","score":0.4075999855995178},{"id":"https://openalex.org/keywords/electricity-generation","display_name":"Electricity generation","score":0.3698999881744385}],"concepts":[{"id":"https://openalex.org/C188573790","wikidata":"https://www.wikidata.org/wiki/Q12705","display_name":"Renewable energy","level":2,"score":0.7454000115394592},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6542999744415283},{"id":"https://openalex.org/C187691185","wikidata":"https://www.wikidata.org/wiki/Q2020720","display_name":"Grid","level":2,"score":0.5870000123977661},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.4900999963283539},{"id":"https://openalex.org/C89227174","wikidata":"https://www.wikidata.org/wiki/Q2388981","display_name":"Electric power system","level":3,"score":0.4706000089645386},{"id":"https://openalex.org/C177606310","wikidata":"https://www.wikidata.org/wiki/Q5674297","display_name":"Adaptability","level":2,"score":0.4530999958515167},{"id":"https://openalex.org/C2776469763","wikidata":"https://www.wikidata.org/wiki/Q5034491","display_name":"Capacity optimization","level":3,"score":0.4075999855995178},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.391400009393692},{"id":"https://openalex.org/C423512","wikidata":"https://www.wikidata.org/wiki/Q383973","display_name":"Electricity generation","level":3,"score":0.3698999881744385},{"id":"https://openalex.org/C544738498","wikidata":"https://www.wikidata.org/wiki/Q861135","display_name":"Distributed generation","level":3,"score":0.3400999903678894},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.334199994802475},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3319999873638153},{"id":"https://openalex.org/C2780789856","wikidata":"https://www.wikidata.org/wiki/Q7915732","display_name":"Variable renewable energy","level":4,"score":0.32600000500679016},{"id":"https://openalex.org/C10558101","wikidata":"https://www.wikidata.org/wiki/Q689855","display_name":"Smart grid","level":2,"score":0.314300000667572},{"id":"https://openalex.org/C2781007418","wikidata":"https://www.wikidata.org/wiki/Q1456934","display_name":"Capacity planning","level":2,"score":0.3116999864578247},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.3100000023841858},{"id":"https://openalex.org/C7817414","wikidata":"https://www.wikidata.org/wiki/Q1779504","display_name":"Energy management","level":3,"score":0.28029999136924744},{"id":"https://openalex.org/C45872418","wikidata":"https://www.wikidata.org/wiki/Q5318966","display_name":"Dynamic demand","level":3,"score":0.2689000070095062},{"id":"https://openalex.org/C133731056","wikidata":"https://www.wikidata.org/wiki/Q4917288","display_name":"Control engineering","level":1,"score":0.2685999870300293}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2025.3627003","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3627003","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:92ee11e5c8874477810c944ad2b26703","is_oa":true,"landing_page_url":"https://doaj.org/article/92ee11e5c8874477810c944ad2b26703","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":"IEEE Access, Vol 13, Pp 205667-205684 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3627003","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3627003","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":49,"referenced_works":["https://openalex.org/W2980994438","https://openalex.org/W2990430732","https://openalex.org/W3006854884","https://openalex.org/W3016182308","https://openalex.org/W3033673050","https://openalex.org/W3095300548","https://openalex.org/W3112304682","https://openalex.org/W3134851354","https://openalex.org/W3136018460","https://openalex.org/W3141258397","https://openalex.org/W3141318581","https://openalex.org/W3155617174","https://openalex.org/W3159623433","https://openalex.org/W3160936371","https://openalex.org/W3164430769","https://openalex.org/W3166670750","https://openalex.org/W3170165117","https://openalex.org/W3175821757","https://openalex.org/W3176757732","https://openalex.org/W3180597373","https://openalex.org/W3183845133","https://openalex.org/W3184965179","https://openalex.org/W3199625624","https://openalex.org/W3202877611","https://openalex.org/W3205257834","https://openalex.org/W3210034512","https://openalex.org/W4200336752","https://openalex.org/W4205542731","https://openalex.org/W4206550351","https://openalex.org/W4206816939","https://openalex.org/W4213019189","https://openalex.org/W4220952814","https://openalex.org/W4280509294","https://openalex.org/W4281621277","https://openalex.org/W4285065213","https://openalex.org/W4285794136","https://openalex.org/W4293125186","https://openalex.org/W4306755867","https://openalex.org/W4309048393","https://openalex.org/W4319296028","https://openalex.org/W4323896862","https://openalex.org/W4372354554","https://openalex.org/W4381801933","https://openalex.org/W4390691375","https://openalex.org/W4392667303","https://openalex.org/W4401698608","https://openalex.org/W4404171439","https://openalex.org/W4409482842","https://openalex.org/W4411369156"],"related_works":[],"abstract_inverted_index":{"The":[0,77,123,139],"increasing":[1],"penetration":[2],"of":[3,70,142,149,190],"renewable":[4,40,74,98,121,173],"energy":[5,75,85,174],"sources":[6],"in":[7,146],"modern":[8],"power":[9,71,113,166,184],"systems":[10],"presents":[11],"significant":[12],"challenges":[13],"due":[14],"to":[15,37,92,132,135,163,198],"their":[16],"inherent":[17],"variability":[18],"and":[19,32,46,59,65,88,105,115,119,128,170],"uncertainty.":[20],"Traditional":[21],"grid":[22,44,94,137,167,178],"management":[23],"approaches,":[24],"which":[25],"primarily":[26],"rely":[27],"on":[28,182],"static":[29],"capacity":[30,69,169,200],"planning":[31,201],"rule-based":[33],"optimization,":[34],"often":[35],"struggle":[36],"accommodate":[38],"fluctuating":[39],"generation":[41,99],"while":[42],"ensuring":[43],"stability":[45,90],"efficiency.":[47],"To":[48],"address":[49],"these":[50],"limitations,":[51],"this":[52,143],"study":[53],"introduces":[54],"a":[55,150],"deep":[56,157],"learning-driven":[57],"modeling":[58],"optimization":[60,162],"framework":[61,124],"that":[62,154],"dynamically":[63],"evaluates":[64],"enhances":[66],"the":[67,109,147,188,191],"carrying":[68,168],"grids":[72],"for":[73],"integration.":[76],"proposed":[78,192],"approach":[79],"leverages":[80],"advanced":[81],"forecasting":[82],"techniques,":[83],"adaptive":[84],"dispatch":[86],"strategies,":[87],"probabilistic":[89],"assessments":[91],"improve":[93],"resilience":[95],"under":[96],"variable":[97],"conditions.":[100,138],"By":[101],"incorporating":[102],"real-time":[103],"data":[104],"intelligent":[106],"control":[107],"mechanisms,":[108],"method":[110],"optimally":[111],"balances":[112],"supply":[114],"demand,":[116],"mitigates":[117],"fluctuations,":[118],"maximizes":[120],"utilization.":[122],"integrates":[125],"uncertainty":[126],"quantification":[127],"reinforcement":[129],"learning-based":[130],"decision-making":[131],"enhance":[133],"adaptability":[134],"dynamic":[136,161],"key":[140],"contribution":[141],"work":[144],"lies":[145],"development":[148],"scalable,":[151],"data-driven":[152],"solution":[153],"combines":[155],"hybrid":[156],"learning":[158],"architectures":[159],"with":[160],"accurately":[164],"assess":[165],"support":[171],"reliable":[172],"integration":[175],"across":[176],"diverse":[177],"scenarios.":[179],"Experimental":[180],"results":[181],"real-world":[183],"system":[185],"datasets":[186],"validate":[187],"effectiveness":[189],"approach,":[193],"demonstrating":[194],"superior":[195],"performance":[196],"compared":[197],"traditional":[199],"techniques.":[202]},"counts_by_year":[],"updated_date":"2025-12-11T00:21:10.989143","created_date":"2025-10-30T00:00:00"}