{"id":"https://openalex.org/W4360584098","doi":"https://doi.org/10.1109/isgt51731.2023.10066364","title":"Risk-Informed Condition Evaluation of Solar-centered Energy Generation and Distribution Networks through Bayesian Learning and Inference","display_name":"Risk-Informed Condition Evaluation of Solar-centered Energy Generation and Distribution Networks through Bayesian Learning and Inference","publication_year":2023,"publication_date":"2023-01-16","ids":{"openalex":"https://openalex.org/W4360584098","doi":"https://doi.org/10.1109/isgt51731.2023.10066364"},"language":"en","primary_location":{"id":"doi:10.1109/isgt51731.2023.10066364","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isgt51731.2023.10066364","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE Power & Energy Society Innovative Smart Grid Technologies Conference (ISGT)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://www.osti.gov/servlets/purl/2000019","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5090025528","display_name":"Dimitrios Pylorof","orcid":"https://orcid.org/0000-0003-3909-7578"},"institutions":[{"id":"https://openalex.org/I2800102766","display_name":"Idaho National Laboratory","ror":"https://ror.org/00ty2a548","country_code":"US","type":"facility","lineage":["https://openalex.org/I1325736334","https://openalex.org/I1330989302","https://openalex.org/I2800102766","https://openalex.org/I2801818860"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Dimitrios Pylorof","raw_affiliation_strings":["Systems Science & Engineering Division, Idaho National Laboratory,U.S. Department of Energy,Idaho Falls,ID,USA,83415"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Systems Science & Engineering Division, Idaho National Laboratory,U.S. Department of Energy,Idaho Falls,ID,USA,83415","institution_ids":["https://openalex.org/I2800102766"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075870308","display_name":"Humberto E. Garcia","orcid":"https://orcid.org/0000-0002-4107-2882"},"institutions":[{"id":"https://openalex.org/I2800102766","display_name":"Idaho National Laboratory","ror":"https://ror.org/00ty2a548","country_code":"US","type":"facility","lineage":["https://openalex.org/I1325736334","https://openalex.org/I1330989302","https://openalex.org/I2800102766","https://openalex.org/I2801818860"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Humberto E. Garcia","raw_affiliation_strings":["Systems Science & Engineering Division, Idaho National Laboratory,U.S. Department of Energy,Idaho Falls,ID,USA,83415"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Systems Science & Engineering Division, Idaho National Laboratory,U.S. Department of Energy,Idaho Falls,ID,USA,83415","institution_ids":["https://openalex.org/I2800102766"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5086286555","display_name":"Rojan Bhattarai","orcid":"https://orcid.org/0000-0002-2485-2983"},"institutions":[{"id":"https://openalex.org/I1332737386","display_name":"General Electric (United States)","ror":"https://ror.org/013msgt25","country_code":"US","type":"company","lineage":["https://openalex.org/I1332737386"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Rojan Bhattarai","raw_affiliation_strings":["General Electric,Greenville,SC,USA,29615"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"General Electric,Greenville,SC,USA,29615","institution_ids":["https://openalex.org/I1332737386"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.1183,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.69825787,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10917","display_name":"Smart Grid Security and Resilience","score":0.9984999895095825,"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"}},"topics":[{"id":"https://openalex.org/T10917","display_name":"Smart Grid Security and Resilience","score":0.9984999895095825,"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"}},{"id":"https://openalex.org/T11941","display_name":"Power System Reliability and Maintenance","score":0.9898999929428101,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"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/T11357","display_name":"Risk and Safety Analysis","score":0.9732999801635742,"subfield":{"id":"https://openalex.org/subfields/1804","display_name":"Statistics, Probability and Uncertainty"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/graphical-model","display_name":"Graphical model","score":0.7533587217330933},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7263679504394531},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.7063310742378235},{"id":"https://openalex.org/keywords/distributed-generation","display_name":"Distributed generation","score":0.6077438592910767},{"id":"https://openalex.org/keywords/bayesian-network","display_name":"Bayesian network","score":0.5796327590942383},{"id":"https://openalex.org/keywords/grid","display_name":"Grid","score":0.556413471698761},{"id":"https://openalex.org/keywords/bayesian-inference","display_name":"Bayesian inference","score":0.5305293798446655},{"id":"https://openalex.org/keywords/photovoltaic-system","display_name":"Photovoltaic system","score":0.5150639414787292},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.5100732445716858},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4805196225643158},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4694095849990845},{"id":"https://openalex.org/keywords/bayesian-probability","display_name":"Bayesian probability","score":0.4071992039680481},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.38202640414237976},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.33911192417144775},{"id":"https://openalex.org/keywords/renewable-energy","display_name":"Renewable energy","score":0.19711372256278992},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.12102493643760681}],"concepts":[{"id":"https://openalex.org/C155846161","wikidata":"https://www.wikidata.org/wiki/Q1143367","display_name":"Graphical model","level":2,"score":0.7533587217330933},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7263679504394531},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.7063310742378235},{"id":"https://openalex.org/C544738498","wikidata":"https://www.wikidata.org/wiki/Q861135","display_name":"Distributed generation","level":3,"score":0.6077438592910767},{"id":"https://openalex.org/C33724603","wikidata":"https://www.wikidata.org/wiki/Q812540","display_name":"Bayesian network","level":2,"score":0.5796327590942383},{"id":"https://openalex.org/C187691185","wikidata":"https://www.wikidata.org/wiki/Q2020720","display_name":"Grid","level":2,"score":0.556413471698761},{"id":"https://openalex.org/C160234255","wikidata":"https://www.wikidata.org/wiki/Q812535","display_name":"Bayesian inference","level":3,"score":0.5305293798446655},{"id":"https://openalex.org/C41291067","wikidata":"https://www.wikidata.org/wiki/Q1897785","display_name":"Photovoltaic system","level":2,"score":0.5150639414787292},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.5100732445716858},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4805196225643158},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4694095849990845},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.4071992039680481},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.38202640414237976},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.33911192417144775},{"id":"https://openalex.org/C188573790","wikidata":"https://www.wikidata.org/wiki/Q12705","display_name":"Renewable energy","level":2,"score":0.19711372256278992},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.12102493643760681},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","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},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/isgt51731.2023.10066364","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isgt51731.2023.10066364","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE Power & Energy Society Innovative Smart Grid Technologies Conference (ISGT)","raw_type":"proceedings-article"},{"id":"pmh:oai:osti.gov:2000019","is_oa":true,"landing_page_url":"https://www.osti.gov/biblio/2000019","pdf_url":"https://www.osti.gov/servlets/purl/2000019","source":{"id":"https://openalex.org/S4306402487","display_name":"OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I139351228","host_organization_name":"Office of Scientific and Technical Information","host_organization_lineage":["https://openalex.org/I139351228"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null}],"best_oa_location":{"id":"pmh:oai:osti.gov:2000019","is_oa":true,"landing_page_url":"https://www.osti.gov/biblio/2000019","pdf_url":"https://www.osti.gov/servlets/purl/2000019","source":{"id":"https://openalex.org/S4306402487","display_name":"OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I139351228","host_organization_name":"Office of Scientific and Technical Information","host_organization_lineage":["https://openalex.org/I139351228"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.4300000071525574,"id":"https://metadata.un.org/sdg/9"}],"awards":[{"id":"https://openalex.org/G127156130","display_name":null,"funder_award_id":"DE AC07\u201305ID14517","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G2873784832","display_name":null,"funder_award_id":"AC0705ID14517","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G3439656048","display_name":null,"funder_award_id":"DE AC07-05ID14517","funder_id":"https://openalex.org/F4320306250","funder_display_name":"Battelle"},{"id":"https://openalex.org/G597354990","display_name":null,"funder_award_id":"DE\u2010AC07\u201005ID14517","funder_id":"https://openalex.org/F4320332360","funder_display_name":"Office of Energy Efficiency and Renewable Energy"},{"id":"https://openalex.org/G8765966105","display_name":null,"funder_award_id":"DE-AC07-05ID14517","funder_id":"https://openalex.org/F4320337712","funder_display_name":"Solar Energy Technologies Office"},{"id":"https://openalex.org/G8976365216","display_name":null,"funder_award_id":"AC07-05ID14517","funder_id":"https://openalex.org/F4320332360","funder_display_name":"Office of Energy Efficiency and Renewable Energy"}],"funders":[{"id":"https://openalex.org/F4320306084","display_name":"U.S. Department of Energy","ror":"https://ror.org/01bj3aw27"},{"id":"https://openalex.org/F4320306250","display_name":"Battelle","ror":"https://ror.org/01h5tnr73"},{"id":"https://openalex.org/F4320332360","display_name":"Office of Energy Efficiency and Renewable Energy","ror":"https://ror.org/02xznz413"},{"id":"https://openalex.org/F4320337712","display_name":"Solar Energy Technologies Office","ror":"https://ror.org/033jmdj81"},{"id":"https://openalex.org/F4320337919","display_name":"Office of Energy Efficiency","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4360584098.pdf","grobid_xml":"https://content.openalex.org/works/W4360584098.grobid-xml"},"referenced_works_count":10,"referenced_works":["https://openalex.org/W1785882633","https://openalex.org/W2051073165","https://openalex.org/W2066124313","https://openalex.org/W2128088446","https://openalex.org/W2217402295","https://openalex.org/W2964239418","https://openalex.org/W2979638007","https://openalex.org/W3024147059","https://openalex.org/W3106559595","https://openalex.org/W3211711163"],"related_works":["https://openalex.org/W3183113072","https://openalex.org/W2126934800","https://openalex.org/W2187019487","https://openalex.org/W1715419791","https://openalex.org/W643788828","https://openalex.org/W2158940596","https://openalex.org/W4200510307","https://openalex.org/W2484652232","https://openalex.org/W3125134981","https://openalex.org/W2188106786"],"abstract_inverted_index":{"We":[0,70],"develop":[1],"a":[2,106],"methodology":[3],"based":[4,97],"on":[5,98,105,114],"Bayesian":[6],"inference":[7],"over":[8],"Probabilistic":[9],"Graphical":[10],"Models":[11],"(PGMs)":[12],"to":[13,33,110],"understand":[14],"and":[15,24,53,62,92],"quantify":[16],"risk":[17,40,95],"in":[18,68],"solar-centered":[19],"grids":[20],"using":[21],"targeted":[22],"measurements":[23],"learned":[25],"system":[26,35],"behavior.":[27],"Being":[28],"non-prescriptive":[29],"but,":[30],"rather,":[31],"able":[32],"infer":[34],"behavior":[36],"and,":[37],"ultimately,":[38],"address":[39],"queries":[41,96],"from":[42,83],"data,":[43],"our":[44],"machine":[45],"learning-type":[46],"paradigm":[47],"is":[48],"tailored":[49],"for":[50],"diverse":[51,99],"topologies":[52],"threat":[54],"scenarios":[55],"often":[56],"associated":[57],"with":[58],"distributed":[59,64],"energy":[60,65],"generation":[61],"photovoltaic":[63],"resources":[66],"(PV-DERs)":[67],"particular.":[69],"describe":[71],"algorithmic":[72],"processes":[73],"for:":[74],"(i)":[75],"learning":[76],"the":[77],"structure":[78],"of":[79],"PGMs":[80],"that":[81],"result":[82],"attack-prone":[84],"PV-DER-proliferated":[85],"distribution":[86],"systems,":[87],"(ii)":[88],"quantifying":[89],"cause-effect":[90],"relationships,":[91],"(iii)":[93],"evaluating":[94],"evidence.":[100],"The":[101],"contributions":[102],"are":[103],"illustrated":[104],"residential":[107],"grid":[108],"subject":[109],"output":[111],"impairment":[112],"attacks":[113],"its":[115],"PV-DER":[116],"infrastructure.":[117]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-08-25T07:29:55.448023","created_date":"2025-10-10T00:00:00"}