{"id":"https://openalex.org/W4407362637","doi":"https://doi.org/10.1109/isgteurope62998.2024.10863046","title":"Physics-Informed Neural Networks for Privacy-Preserving Model Sharing in Power Systems","display_name":"Physics-Informed Neural Networks for Privacy-Preserving Model Sharing in Power Systems","publication_year":2024,"publication_date":"2024-10-14","ids":{"openalex":"https://openalex.org/W4407362637","doi":"https://doi.org/10.1109/isgteurope62998.2024.10863046"},"language":"en","primary_location":{"id":"doi:10.1109/isgteurope62998.2024.10863046","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isgteurope62998.2024.10863046","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE PES Innovative Smart Grid Technologies Europe (ISGT EUROPE)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5079537050","display_name":"Ilayda Canyakmaz","orcid":null},"institutions":[{"id":"https://openalex.org/I152815399","display_name":"Singapore University of Technology and Design","ror":"https://ror.org/05j6fvn87","country_code":"SG","type":"education","lineage":["https://openalex.org/I152815399"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Ilayda Canyakmaz","raw_affiliation_strings":["Singapore University of Technology and Design,Engineering Systems and Design Pillar,Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Singapore University of Technology and Design,Engineering Systems and Design Pillar,Singapore","institution_ids":["https://openalex.org/I152815399"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050779705","display_name":"Can Berk Saner","orcid":"https://orcid.org/0000-0002-5149-523X"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Can Berk Saner","raw_affiliation_strings":["National University of Singapore,Electrical and Computer Engineering Department,Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National University of Singapore,Electrical and Computer Engineering Department,Singapore","institution_ids":["https://openalex.org/I165932596"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078214509","display_name":"Antonios Varvitsiotis","orcid":"https://orcid.org/0000-0002-9658-6469"},"institutions":[{"id":"https://openalex.org/I152815399","display_name":"Singapore University of Technology and Design","ror":"https://ror.org/05j6fvn87","country_code":"SG","type":"education","lineage":["https://openalex.org/I152815399"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Antonios Varvitsiotis","raw_affiliation_strings":["Singapore University of Technology and Design,Engineering Systems and Design Pillar,Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Singapore University of Technology and Design,Engineering Systems and Design Pillar,Singapore","institution_ids":["https://openalex.org/I152815399"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.31025136,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"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":0.904699981212616,"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":0.904699981212616,"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/artificial-neural-network","display_name":"Artificial neural network","score":0.5989233255386353},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.5606520175933838},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.4330589473247528},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3575543761253357},{"id":"https://openalex.org/keywords/internet-privacy","display_name":"Internet privacy","score":0.33524075150489807},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.276424765586853},{"id":"https://openalex.org/keywords/quantum-mechanics","display_name":"Quantum mechanics","score":0.11750823259353638}],"concepts":[{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5989233255386353},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.5606520175933838},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.4330589473247528},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3575543761253357},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.33524075150489807},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.276424765586853},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.11750823259353638}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isgteurope62998.2024.10863046","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isgteurope62998.2024.10863046","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE PES Innovative Smart Grid Technologies Europe (ISGT EUROPE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320311687","display_name":"Ministry of Education","ror":"https://ror.org/03m01yf64"},{"id":"https://openalex.org/F4320320671","display_name":"National Research Foundation","ror":"https://ror.org/05s0g1g46"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W2327902538","https://openalex.org/W2730936454","https://openalex.org/W2769743845","https://openalex.org/W2899283552","https://openalex.org/W3114000978","https://openalex.org/W3190651871","https://openalex.org/W3193076486","https://openalex.org/W3207471124","https://openalex.org/W4205649808","https://openalex.org/W4226373039","https://openalex.org/W4295832050","https://openalex.org/W4312983473","https://openalex.org/W4391555678","https://openalex.org/W4399850049","https://openalex.org/W6863206758"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2935759653","https://openalex.org/W3105167352","https://openalex.org/W54078636","https://openalex.org/W2954470139","https://openalex.org/W1501425562","https://openalex.org/W2902782467","https://openalex.org/W3084825885"],"abstract_inverted_index":{"Data":[0],"privacy":[1],"concerns":[2],"in":[3,175],"the":[4,10,33,56,86,119,145,164],"power":[5,70,176],"systems":[6],"sector":[7],"significantly":[8],"complicate":[9],"sharing":[11,170],"and":[12,47,94,116,153,171],"integration":[13,117],"of":[14,58,118],"sensitive":[15,41,75],"operational":[16],"data":[17,42,93],"among":[18],"various":[19],"independent":[20],"entities.":[21],"This":[22],"challenge":[23],"is":[24],"particularly":[25,100],"pronounced":[26],"when":[27],"developing":[28],"system-wide":[29,172],"mathematical":[30],"models,":[31],"as":[32],"reluctance":[34],"to":[35,63,132,159],"share":[36],"sub-system":[37],"models":[38,66],"parametrized":[39],"by":[40],"hinders":[43],"effective":[44],"system":[45,71,96],"analysis":[46],"decision-making.":[48],"To":[49],"address":[50],"this":[51,53,130],"issue,":[52],"work":[54],"introduces":[55],"application":[57],"Physics-Informed":[59],"Neural":[60],"Networks":[61],"(PINNs)":[62],"develop":[64],"surrogate":[65],"that":[67,144],"accurately":[68],"replicate":[69],"dynamics":[72,152],"without":[73],"exposing":[74],"data,":[76],"enabling":[77],"privacy-preserving":[78,168],"model":[79,111,148,169],"sharing.":[80],"By":[81],"embedding":[82],"physical":[83],"laws":[84],"into":[85],"training":[87],"process,":[88],"PINNs":[89],"utilize":[90],"both":[91],"available":[92],"inherent":[95],"physics,":[97],"making":[98],"them":[99],"suitable":[101],"for":[102,110,166],"modeling":[103],"complex":[104],"dynamics.":[105],"We":[106],"propose":[107],"a":[108,126,133],"framework":[109,131],"development,":[112],"including":[113],"dataset":[114],"generation":[115],"physics":[120],"knowledge":[121],"during":[122],"PINN":[123,147],"training.":[124],"As":[125],"proof-of-concept,":[127],"we":[128],"apply":[129],"simplified":[134],"Single":[135],"Machine":[136],"Infinite":[137],"Bus":[138],"(SMIB)":[139],"system.":[140],"Case":[141],"studies":[142],"demonstrate":[143],"trained":[146],"closely":[149],"follows":[150],"ground-truth":[151],"consistently":[154],"achieves":[155],"higher":[156],"accuracy":[157],"compared":[158],"generic":[160],"neural":[161],"networks,":[162],"highlighting":[163],"potential":[165],"accurate,":[167],"dynamic":[173],"simulations":[174],"systems.":[177]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}