{"id":"https://openalex.org/W7134846136","doi":"https://doi.org/10.48550/arxiv.2603.06964","title":"Topology-Aware Reinforcement Learning over Graphs for Resilient Power Distribution Networks","display_name":"Topology-Aware Reinforcement Learning over Graphs for Resilient Power Distribution Networks","publication_year":2026,"publication_date":"2026-03-07","ids":{"openalex":"https://openalex.org/W7134846136","doi":"https://doi.org/10.48550/arxiv.2603.06964"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2603.06964","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.06964","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2603.06964","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5074040288","display_name":"Roshni Anna Jacob","orcid":"https://orcid.org/0000-0002-4661-5241"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jacob, Roshni Anna","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083140373","display_name":"Prithvi Poddar","orcid":"https://orcid.org/0000-0003-1172-8294"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Poddar, Prithvi","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109772100","display_name":"Jaidev Goel","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Goel, Jaidev","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074202796","display_name":"Souma Chowdhury","orcid":"https://orcid.org/0000-0002-1500-2696"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chowdhury, Souma","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058024103","display_name":"Yulia R. Gel","orcid":"https://orcid.org/0000-0002-4500-6495"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Gel, Yulia R.","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5128680500","display_name":"Jie Zhang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhang, Jie","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10454","display_name":"Optimal Power Flow Distribution","score":0.8256999850273132,"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":0.8256999850273132,"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":0.028999999165534973,"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":0.027000000700354576,"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/control-reconfiguration","display_name":"Control reconfiguration","score":0.7179999947547913},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.6317999958992004},{"id":"https://openalex.org/keywords/load-shedding","display_name":"Load Shedding","score":0.6315000057220459},{"id":"https://openalex.org/keywords/resilience","display_name":"Resilience (materials science)","score":0.5378999710083008},{"id":"https://openalex.org/keywords/topology","display_name":"Topology (electrical circuits)","score":0.44780001044273376},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.44029998779296875},{"id":"https://openalex.org/keywords/network-topology","display_name":"Network topology","score":0.39980000257492065},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.3792000114917755},{"id":"https://openalex.org/keywords/voltage","display_name":"Voltage","score":0.36250001192092896}],"concepts":[{"id":"https://openalex.org/C119701452","wikidata":"https://www.wikidata.org/wiki/Q5165881","display_name":"Control reconfiguration","level":2,"score":0.7179999947547913},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.6317999958992004},{"id":"https://openalex.org/C2779777743","wikidata":"https://www.wikidata.org/wiki/Q5255048","display_name":"Load Shedding","level":4,"score":0.6315000057220459},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6008999943733215},{"id":"https://openalex.org/C2779585090","wikidata":"https://www.wikidata.org/wiki/Q3457762","display_name":"Resilience (materials science)","level":2,"score":0.5378999710083008},{"id":"https://openalex.org/C184720557","wikidata":"https://www.wikidata.org/wiki/Q7825049","display_name":"Topology (electrical circuits)","level":2,"score":0.44780001044273376},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.44029998779296875},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4092999994754791},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.40149998664855957},{"id":"https://openalex.org/C199845137","wikidata":"https://www.wikidata.org/wiki/Q145490","display_name":"Network topology","level":2,"score":0.39980000257492065},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.3792000114917755},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.36250001192092896},{"id":"https://openalex.org/C89227174","wikidata":"https://www.wikidata.org/wiki/Q2388981","display_name":"Electric power system","level":3,"score":0.33340001106262207},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.325300008058548},{"id":"https://openalex.org/C88230418","wikidata":"https://www.wikidata.org/wiki/Q131476","display_name":"Graph theory","level":2,"score":0.32339999079704285},{"id":"https://openalex.org/C67203356","wikidata":"https://www.wikidata.org/wiki/Q1321905","display_name":"Reinforcement","level":2,"score":0.310699999332428},{"id":"https://openalex.org/C2779370713","wikidata":"https://www.wikidata.org/wiki/Q357554","display_name":"Load management","level":2,"score":0.30970001220703125},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.30880001187324524},{"id":"https://openalex.org/C138959212","wikidata":"https://www.wikidata.org/wiki/Q1806783","display_name":"Load balancing (electrical power)","level":3,"score":0.28859999775886536},{"id":"https://openalex.org/C7817414","wikidata":"https://www.wikidata.org/wiki/Q1779504","display_name":"Energy management","level":3,"score":0.2851000130176544},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.28130000829696655},{"id":"https://openalex.org/C112758219","wikidata":"https://www.wikidata.org/wiki/Q16038819","display_name":"Duration (music)","level":2,"score":0.2784999907016754},{"id":"https://openalex.org/C137176749","wikidata":"https://www.wikidata.org/wiki/Q4105337","display_name":"Psychological resilience","level":2,"score":0.2727000117301941},{"id":"https://openalex.org/C2874115","wikidata":"https://www.wikidata.org/wiki/Q17099562","display_name":"Persistent homology","level":2,"score":0.2572000026702881},{"id":"https://openalex.org/C119323957","wikidata":"https://www.wikidata.org/wiki/Q5048226","display_name":"Cascading failure","level":4,"score":0.2522999942302704}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2603.06964","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.06964","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2603.06964","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.06964","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.758728563785553,"id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Extreme":[0],"weather":[1],"events":[2],"and":[3,9,21,58,105,134],"cyberattacks":[4],"can":[5],"cause":[6],"component":[7],"failures":[8],"disrupt":[10],"the":[11,49,71,84,119],"operation":[12],"of":[13,48,121],"power":[14,103],"distribution":[15],"networks":[16],"(DNs),":[17],"during":[18],"which":[19],"reconfiguration":[20,57],"load":[22,59],"shedding":[23,60],"are":[24],"often":[25],"adopted":[26],"for":[27,40],"resilience":[28],"enhancement.":[29],"This":[30],"study":[31],"introduces":[32],"a":[33,52,112],"topology-aware":[34],"graph":[35],"reinforcement":[36],"learning":[37],"(RL)":[38],"framework":[39],"outage":[41,79],"management":[42],"that":[43,82],"embeds":[44],"higher-order":[45],"topological":[46,85],"features":[47],"DN":[50],"into":[51],"graph-based":[53],"RL":[54,123],"model,":[55],"enabling":[56],"to":[61,99,111,126],"maximize":[62],"energy":[63],"supply":[64],"while":[65],"maintaining":[66],"operational":[67],"stability.":[68],"Results":[69],"on":[70],"modified":[72],"IEEE":[73],"123-bus":[74],"feeder":[75],"across":[76],"300":[77],"diverse":[78],"scenarios":[80],"demonstrate":[81],"incorporating":[83],"data":[86],"analysis":[87],"(TDA)":[88],"tool,":[89],"persistence":[90],"homology":[91],"(PH),":[92],"yields":[93],"9-18%":[94],"higher":[95],"cumulative":[96],"rewards,":[97],"up":[98],"6%":[100],"increase":[101],"in":[102,129],"delivery,":[104],"6-8%":[106],"fewer":[107],"voltage":[108],"violations":[109],"compared":[110],"baseline":[113],"graph-RL":[114],"model.":[115],"These":[116],"findings":[117],"highlight":[118],"potential":[120],"integrating":[122],"with":[124],"TDA":[125],"enable":[127],"self-healing":[128],"DNs,":[130],"facilitating":[131],"fast,":[132],"adaptive,":[133],"automated":[135],"restoration.":[136]},"counts_by_year":[],"updated_date":"2026-08-16T07:02:28.622633","created_date":"2026-03-11T00:00:00"}