{"id":"https://openalex.org/W4415792707","doi":"https://doi.org/10.1186/s42162-025-00576-8","title":"An integrated framework for ADN congestion management combining PLLM-based forecasting and goose optimization","display_name":"An integrated framework for ADN congestion management combining PLLM-based forecasting and goose optimization","publication_year":2025,"publication_date":"2025-11-03","ids":{"openalex":"https://openalex.org/W4415792707","doi":"https://doi.org/10.1186/s42162-025-00576-8"},"language":"en","primary_location":{"id":"doi:10.1186/s42162-025-00576-8","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s42162-025-00576-8","pdf_url":"https://energyinformatics.springeropen.com/counter/pdf/10.1186/s42162-025-00576-8","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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","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/s42162-025-00576-8","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5078615112","display_name":"Wei Pan","orcid":"https://orcid.org/0000-0002-8221-455X"},"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"]},{"id":"https://openalex.org/I867306930","display_name":"Power Grid Corporation (India)","ror":"https://ror.org/0136vj189","country_code":"IN","type":"company","lineage":["https://openalex.org/I867306930"]}],"countries":["CN","IN"],"is_corresponding":true,"raw_author_name":"Wei Pan","raw_affiliation_strings":["Dongguan Power Supply Bureau, Guangdong Power Grid Company, Dongguan, 52300, China"],"affiliations":[{"raw_affiliation_string":"Dongguan Power Supply Bureau, Guangdong Power Grid Company, Dongguan, 52300, China","institution_ids":["https://openalex.org/I867306930","https://openalex.org/I74872605"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089035219","display_name":"You Situ","orcid":null},"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"]},{"id":"https://openalex.org/I867306930","display_name":"Power Grid Corporation (India)","ror":"https://ror.org/0136vj189","country_code":"IN","type":"company","lineage":["https://openalex.org/I867306930"]}],"countries":["CN","IN"],"is_corresponding":false,"raw_author_name":"You Situ","raw_affiliation_strings":["Dongguan Power Supply Bureau, Guangdong Power Grid Company, Dongguan, 52300, China"],"affiliations":[{"raw_affiliation_string":"Dongguan Power Supply Bureau, Guangdong Power Grid Company, Dongguan, 52300, China","institution_ids":["https://openalex.org/I867306930","https://openalex.org/I74872605"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089417210","display_name":"Qin Zhong","orcid":"https://orcid.org/0000-0003-0438-8519"},"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"]},{"id":"https://openalex.org/I867306930","display_name":"Power Grid Corporation (India)","ror":"https://ror.org/0136vj189","country_code":"IN","type":"company","lineage":["https://openalex.org/I867306930"]}],"countries":["CN","IN"],"is_corresponding":false,"raw_author_name":"Qihao Zhong","raw_affiliation_strings":["Dongguan Power Supply Bureau, Guangdong Power Grid Company, Dongguan, 52300, China"],"affiliations":[{"raw_affiliation_string":"Dongguan Power Supply Bureau, Guangdong Power Grid Company, Dongguan, 52300, China","institution_ids":["https://openalex.org/I867306930","https://openalex.org/I74872605"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043085794","display_name":"Feixiang Wu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210095121","display_name":"China Electric Equipment Group (China)","ror":"https://ror.org/00pgy4f30","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210095121"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Feixiang Wu","raw_affiliation_strings":["NR Electric Co Ltd, Nanjing, 211102, China"],"affiliations":[{"raw_affiliation_string":"NR Electric Co Ltd, Nanjing, 211102, China","institution_ids":["https://openalex.org/I4210095121"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042201628","display_name":"Naiqi Liu","orcid":"https://orcid.org/0000-0002-2394-6750"},"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"]},{"id":"https://openalex.org/I867306930","display_name":"Power Grid Corporation (India)","ror":"https://ror.org/0136vj189","country_code":"IN","type":"company","lineage":["https://openalex.org/I867306930"]}],"countries":["CN","IN"],"is_corresponding":false,"raw_author_name":"Naiqi Liu","raw_affiliation_strings":["Dongguan Power Supply Bureau, Guangdong Power Grid Company, Dongguan, 52300, China"],"affiliations":[{"raw_affiliation_string":"Dongguan Power Supply Bureau, Guangdong Power Grid Company, Dongguan, 52300, China","institution_ids":["https://openalex.org/I867306930","https://openalex.org/I74872605"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102346197","display_name":"Wu Cao","orcid":null},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wu Cao","raw_affiliation_strings":["School of Electrical Engineering, Southeast University, Nanjing, 210096, China"],"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering, Southeast University, Nanjing, 210096, China","institution_ids":["https://openalex.org/I76569877"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5078615112"],"corresponding_institution_ids":["https://openalex.org/I74872605","https://openalex.org/I867306930"],"apc_list":{"value":790,"currency":"GBP","value_usd":969},"apc_paid":{"value":790,"currency":"GBP","value_usd":969},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.31019453,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"8","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11052","display_name":"Energy Load and Power Forecasting","score":0.680899977684021,"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":0.680899977684021,"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/T10454","display_name":"Optimal Power Flow Distribution","score":0.07649999856948853,"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/T12804","display_name":"Thermal Analysis in Power Transmission","score":0.06750000268220901,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/inefficiency","display_name":"Inefficiency","score":0.6628999710083008},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.5834000110626221},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.43880000710487366},{"id":"https://openalex.org/keywords/electric-power-system","display_name":"Electric power system","score":0.4020000100135803},{"id":"https://openalex.org/keywords/demand-response","display_name":"Demand response","score":0.37720000743865967},{"id":"https://openalex.org/keywords/load-management","display_name":"Load management","score":0.3598000109195709},{"id":"https://openalex.org/keywords/linear-programming","display_name":"Linear programming","score":0.3434999883174896},{"id":"https://openalex.org/keywords/wind-power","display_name":"Wind power","score":0.3427000045776367}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6704000234603882},{"id":"https://openalex.org/C2778869765","wikidata":"https://www.wikidata.org/wiki/Q6028363","display_name":"Inefficiency","level":2,"score":0.6628999710083008},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.5834000110626221},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.5127999782562256},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.43880000710487366},{"id":"https://openalex.org/C89227174","wikidata":"https://www.wikidata.org/wiki/Q2388981","display_name":"Electric power system","level":3,"score":0.4020000100135803},{"id":"https://openalex.org/C2779438525","wikidata":"https://www.wikidata.org/wiki/Q5255048","display_name":"Demand response","level":3,"score":0.37720000743865967},{"id":"https://openalex.org/C2779370713","wikidata":"https://www.wikidata.org/wiki/Q357554","display_name":"Load management","level":2,"score":0.3598000109195709},{"id":"https://openalex.org/C41045048","wikidata":"https://www.wikidata.org/wiki/Q202843","display_name":"Linear programming","level":2,"score":0.3434999883174896},{"id":"https://openalex.org/C78600449","wikidata":"https://www.wikidata.org/wiki/Q43302","display_name":"Wind power","level":2,"score":0.3427000045776367},{"id":"https://openalex.org/C2984524470","wikidata":"https://www.wikidata.org/wiki/Q18141869","display_name":"Congestion management","level":4,"score":0.32749998569488525},{"id":"https://openalex.org/C34793927","wikidata":"https://www.wikidata.org/wiki/Q583367","display_name":"Active queue management","level":4,"score":0.31470000743865967},{"id":"https://openalex.org/C187633118","wikidata":"https://www.wikidata.org/wiki/Q1317949","display_name":"Economic dispatch","level":4,"score":0.2994999885559082},{"id":"https://openalex.org/C2987595161","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Optimization algorithm","level":2,"score":0.2955000102519989},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.28690001368522644},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.28130000829696655},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.275299996137619},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.26910001039505005},{"id":"https://openalex.org/C55416958","wikidata":"https://www.wikidata.org/wiki/Q6206757","display_name":"Job shop scheduling","level":3,"score":0.2612999975681305},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.2581000030040741},{"id":"https://openalex.org/C2986056383","wikidata":"https://www.wikidata.org/wiki/Q556030","display_name":"Power flow","level":4,"score":0.25099998712539673}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1186/s42162-025-00576-8","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s42162-025-00576-8","pdf_url":"https://energyinformatics.springeropen.com/counter/pdf/10.1186/s42162-025-00576-8","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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Energy Informatics","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:15d5f3ba67a1429f86fb1ecbde9394f2","is_oa":true,"landing_page_url":"https://doaj.org/article/15d5f3ba67a1429f86fb1ecbde9394f2","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Energy Informatics, Vol 8, Iss 1, Pp 1-23 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s42162-025-00576-8","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s42162-025-00576-8","pdf_url":"https://energyinformatics.springeropen.com/counter/pdf/10.1186/s42162-025-00576-8","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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Energy Informatics","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4302849700","display_name":null,"funder_award_id":"2021YFB","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G5706272144","display_name":null,"funder_award_id":"2021YFB2400500","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4415792707.pdf"},"referenced_works_count":18,"referenced_works":["https://openalex.org/W2057059632","https://openalex.org/W2151795203","https://openalex.org/W2620280477","https://openalex.org/W2975747003","https://openalex.org/W3045421609","https://openalex.org/W3088522110","https://openalex.org/W4312332038","https://openalex.org/W4324062577","https://openalex.org/W4378532537","https://openalex.org/W4383695544","https://openalex.org/W4385612497","https://openalex.org/W4386049179","https://openalex.org/W4388816716","https://openalex.org/W4390231965","https://openalex.org/W4390409947","https://openalex.org/W4390806476","https://openalex.org/W4391264129","https://openalex.org/W4405327785"],"related_works":[],"abstract_inverted_index":{"This":[0,52],"paper":[1],"proposes":[2],"an":[3],"innovative":[4],"congestion":[5],"management":[6],"method":[7,42],"for":[8,94,101,108,127,199],"Active":[9],"Distribution":[10],"Networks":[11],"(ADNs)":[12],"by":[13,31,88,174],"integrating":[14],"a":[15,38],"Pre-trained":[16],"Large":[17],"Language":[18],"Model":[19],"(PLLM)":[20],"with":[21,48,167],"the":[22,32,56,109,116,130,137,142,151,157,168,180,186,193,201],"Goose":[23],"Optimization":[24],"(GO)":[25],"algorithm":[26,133,170],"to":[27,77,114,140,179],"tackle":[28],"challenges":[29],"posed":[30],"uncertainty":[33],"of":[34,59,66,118,192,209],"flexible":[35],"resources.":[36],"Initially,":[37],"short-term":[39],"power":[40,60,145],"forecasting":[41],"is":[43,134],"developed":[44],"using":[45],"PLLM":[46,195],"enhanced":[47],"Low-Rank":[49],"Adaptation":[50],"(LoRA).":[51],"approach":[53,198],"precisely":[54],"captures":[55],"dynamic":[57],"fluctuations":[58],"sources":[61],"and":[62,68,72,86,92,97,99,121,164,189,196,206],"loads,":[63],"achieving":[64],"R2":[65],"0.96":[67],"0.95":[69],"in":[70,124],"wind":[71,95],"load":[73,102],"forecasting,":[74,96,103],"respectively.":[75],"Compared":[76],"traditional":[78],"algorithms":[79,126],"(BP,":[80],"LSTM,":[81],"BiLSTM),":[82],"it":[83],"reduces":[84],"MAE":[85],"RMSE":[87],"at":[89,175],"least":[90,176],"39.08%":[91],"19.68%":[93],"15.82%":[98],"21.80%":[100],"respectively,":[104],"ensuring":[105],"high-accuracy":[106],"inputs":[107],"subsequent":[110],"optimization":[111],"process.":[112],"Subsequently,":[113],"address":[115],"bottlenecks":[117],"slow":[119],"convergence":[120],"inefficiency":[122],"inherent":[123],"conventional":[125],"large-scale":[128],"scheduling,":[129],"novel":[131],"GO":[132,169,197],"utilized":[135],"as":[136],"core":[138],"engine":[139],"solve":[141],"complex":[143],"optimal":[144],"flow":[146],"problem.":[147],"Multi-scenario":[148],"simulations":[149],"on":[150],"IEEE":[152],"33-bus":[153],"system":[154],"validate":[155],"that":[156],"proposed":[158],"framework":[159],"effectively":[160],"alleviates":[161],"line":[162],"overloads":[163],"voltage":[165],"violations,":[166],"improving":[171,200],"scheduling":[172,207],"efficiency":[173,208],"65.50%":[177],"compared":[178],"improved":[181],"PSO.":[182],"These":[183],"findings":[184],"highlight":[185],"exceptional":[187],"performance":[188],"considerable":[190],"potential":[191],"combined":[194],"operational":[202],"security,":[203],"economic":[204],"viability,":[205],"ADNs.":[210]},"counts_by_year":[],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-11-03T00:00:00"}
