{"id":"https://openalex.org/W4411345772","doi":"https://doi.org/10.1145/3679240.3734663","title":"Augmented Pre-trained Graph Neural Networks for Grid-Supportive Flexibility Control","display_name":"Augmented Pre-trained Graph Neural Networks for Grid-Supportive Flexibility Control","publication_year":2025,"publication_date":"2025-06-16","ids":{"openalex":"https://openalex.org/W4411345772","doi":"https://doi.org/10.1145/3679240.3734663"},"language":"en","primary_location":{"id":"doi:10.1145/3679240.3734663","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3679240.3734663","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3679240.3734663","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 16th ACM International Conference on Future and Sustainable Energy Systems","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3679240.3734663","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5088270990","display_name":"Simon Grafenhorst","orcid":"https://orcid.org/0000-0002-6366-0626"},"institutions":[{"id":"https://openalex.org/I102335020","display_name":"Karlsruhe Institute of Technology","ror":"https://ror.org/04t3en479","country_code":"DE","type":"education","lineage":["https://openalex.org/I102335020","https://openalex.org/I1305996414"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Simon Grafenhorst","raw_affiliation_strings":["Institute for Automation and Applied Informatics, Karlsruhe Institute of Technology, Karlsruhe, Germany"],"affiliations":[{"raw_affiliation_string":"Institute for Automation and Applied Informatics, Karlsruhe Institute of Technology, Karlsruhe, Germany","institution_ids":["https://openalex.org/I102335020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101777289","display_name":"G\u00f6khan Demirel","orcid":"https://orcid.org/0000-0002-1234-5474"},"institutions":[{"id":"https://openalex.org/I102335020","display_name":"Karlsruhe Institute of Technology","ror":"https://ror.org/04t3en479","country_code":"DE","type":"education","lineage":["https://openalex.org/I102335020","https://openalex.org/I1305996414"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"G\u00f6khan Demirel","raw_affiliation_strings":["Institute for Automation and Applied Informatics, Karlsruhe Institute of Technology, Karlsruhe, Germany"],"affiliations":[{"raw_affiliation_string":"Institute for Automation and Applied Informatics, Karlsruhe Institute of Technology, Karlsruhe, Germany","institution_ids":["https://openalex.org/I102335020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066643183","display_name":"Kevin F\u00f6rderer","orcid":"https://orcid.org/0000-0002-9115-670X"},"institutions":[{"id":"https://openalex.org/I102335020","display_name":"Karlsruhe Institute of Technology","ror":"https://ror.org/04t3en479","country_code":"DE","type":"education","lineage":["https://openalex.org/I102335020","https://openalex.org/I1305996414"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Kevin F\u00f6rderer","raw_affiliation_strings":["Institute for Automation and Applied Informatics, Karlsruhe Institute of Technology, Karlsruhe, Germany"],"affiliations":[{"raw_affiliation_string":"Institute for Automation and Applied Informatics, Karlsruhe Institute of Technology, Karlsruhe, Germany","institution_ids":["https://openalex.org/I102335020"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5014228448","display_name":"Veit Hagenmeyer","orcid":"https://orcid.org/0000-0002-3572-9083"},"institutions":[{"id":"https://openalex.org/I102335020","display_name":"Karlsruhe Institute of Technology","ror":"https://ror.org/04t3en479","country_code":"DE","type":"education","lineage":["https://openalex.org/I102335020","https://openalex.org/I1305996414"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Veit Hagenmeyer","raw_affiliation_strings":["Institute for Automation and Applied Informatics, Karlsruhe Institute of Technology, Karlsruhe, Germany"],"affiliations":[{"raw_affiliation_string":"Institute for Automation and Applied Informatics, Karlsruhe Institute of Technology, Karlsruhe, Germany","institution_ids":["https://openalex.org/I102335020"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5088270990"],"corresponding_institution_ids":["https://openalex.org/I102335020"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.14162216,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"644","last_page":"649"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10715","display_name":"Distributed and Parallel Computing Systems","score":0.9805999994277954,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10715","display_name":"Distributed and Parallel Computing Systems","score":0.9805999994277954,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10603","display_name":"Smart Grid Energy Management","score":0.975600004196167,"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/T10917","display_name":"Smart Grid Security and Resilience","score":0.968500018119812,"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/computer-science","display_name":"Computer science","score":0.7382340431213379},{"id":"https://openalex.org/keywords/flexibility","display_name":"Flexibility (engineering)","score":0.6900997757911682},{"id":"https://openalex.org/keywords/grid","display_name":"Grid","score":0.5473626852035522},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5238202214241028},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.4358074963092804},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.41399046778678894},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4046345055103302},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4003925919532776},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.1904202699661255},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.06777825951576233}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7382340431213379},{"id":"https://openalex.org/C2780598303","wikidata":"https://www.wikidata.org/wiki/Q65921492","display_name":"Flexibility (engineering)","level":2,"score":0.6900997757911682},{"id":"https://openalex.org/C187691185","wikidata":"https://www.wikidata.org/wiki/Q2020720","display_name":"Grid","level":2,"score":0.5473626852035522},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5238202214241028},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.4358074963092804},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.41399046778678894},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4046345055103302},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4003925919532776},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.1904202699661255},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.06777825951576233},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3679240.3734663","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3679240.3734663","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3679240.3734663","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 16th ACM International Conference on Future and Sustainable Energy Systems","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3679240.3734663","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3679240.3734663","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3679240.3734663","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 16th ACM International Conference on Future and Sustainable Energy Systems","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G352791218","display_name":null,"funder_award_id":"(BMBF)","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"},{"id":"https://openalex.org/G5168466499","display_name":null,"funder_award_id":"Project","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"},{"id":"https://openalex.org/G7398037601","display_name":null,"funder_award_id":"Kopernikus","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"}],"funders":[{"id":"https://openalex.org/F4320311048","display_name":"Karlsruhe Institute of Technology","ror":"https://ror.org/04t3en479"},{"id":"https://openalex.org/F4320321114","display_name":"Bundesministerium f\u00fcr Bildung und Forschung","ror":"https://ror.org/04pz7b180"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4411345772.pdf","grobid_xml":"https://content.openalex.org/works/W4411345772.grobid-xml"},"referenced_works_count":22,"referenced_works":["https://openalex.org/W1998847371","https://openalex.org/W2046298081","https://openalex.org/W2057936307","https://openalex.org/W2076063813","https://openalex.org/W2116341502","https://openalex.org/W2502165879","https://openalex.org/W2556163764","https://openalex.org/W2602846546","https://openalex.org/W2604382266","https://openalex.org/W2757615817","https://openalex.org/W2765323781","https://openalex.org/W2981436548","https://openalex.org/W2999186648","https://openalex.org/W3007940425","https://openalex.org/W3037822235","https://openalex.org/W3183845133","https://openalex.org/W3195577433","https://openalex.org/W4251425472","https://openalex.org/W4285216230","https://openalex.org/W4285384196","https://openalex.org/W4400280367","https://openalex.org/W4407951823"],"related_works":["https://openalex.org/W4236696095","https://openalex.org/W3143779693","https://openalex.org/W2626808643","https://openalex.org/W2004064826","https://openalex.org/W3103727510","https://openalex.org/W97045569","https://openalex.org/W1527069879","https://openalex.org/W1993039745","https://openalex.org/W1581129489","https://openalex.org/W2369252416"],"abstract_inverted_index":{"With":[0],"the":[1,52,59,64,119,140,144,152,157],"ongoing":[2],"transformation":[3],"in":[4,51,112],"electricity":[5],"grids,":[6],"new":[7],"components":[8],"such":[9],"as":[10,143],"decentralized":[11],"generation":[12,84],"systems":[13],"and":[14,25,92],"high-load":[15],"electric":[16],"vehicle":[17],"charging":[18],"infrastructures":[19],"are":[20,35,41],"installed.To":[21],"foresee":[22],"congestion":[23,87,133,155],"scenarios":[24],"lay":[26],"out":[27],"flexibility-providing":[28],"distributed":[29],"energy":[30],"resources,":[31],"power":[32,38,56,76,104,130],"flow":[33,39,57,77,105],"calculations":[34,40],"generally":[36],"required.Since":[37],"computationally":[42],"expensive,":[43],"various":[44],"neural":[45,69],"network":[46,70],"architectures":[47],"have":[48],"been":[49],"developed":[50,74],"literature":[53],"to":[54,79,115,151,163],"infer":[55,80],"estimates.In":[58],"present":[60],"paper,":[61],"we":[62,94],"extend":[63],"application":[65],"of":[66,118,139,154],"a":[67,97,102,109],"graph":[68],"(GNN)":[71],"architecture":[72],"initially":[73],"for":[75,86,132],"approximation":[78],"minimum":[81],"load":[82],"or":[83],"requirements":[85],"mitigation.Evaluating":[88],"different":[89],"training":[90,99,113,117,141,146],"procedures":[91],"models,":[93],"find":[95],"that":[96],"two-step":[98],"process":[100],"using":[101],"pre-trained":[103,121],"inferring":[106,128],"GNN":[107],"has":[108],"head":[110],"start":[111],"compared":[114],"end-to-end":[116],"GNN.The":[120],"model":[122],"demonstrates":[123],"robust":[124],"generalization":[125],"capabilities,":[126],"effectively":[127],"optimal":[129],"values":[131],"mitigation":[134],"across":[135],"grid":[136],"topologies":[137],"outside":[138],"distribution.Furthermore,":[142],"second":[145],"step":[147],"is":[148],"not":[149],"limited":[150],"task":[153],"mitigation,":[156],"approach":[158],"can":[159],"easily":[160],"be":[161],"adapted":[162],"other":[164],"use":[165],"cases.":[166]},"counts_by_year":[],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}
