{"id":"https://openalex.org/W4415399303","doi":"https://doi.org/10.1109/smartgridcomm65349.2025.11204606","title":"Neural Pontryagin Optimal Controller for Lossy Energy Storage with Nonlinear Efficiency","display_name":"Neural Pontryagin Optimal Controller for Lossy Energy Storage with Nonlinear Efficiency","publication_year":2025,"publication_date":"2025-09-29","ids":{"openalex":"https://openalex.org/W4415399303","doi":"https://doi.org/10.1109/smartgridcomm65349.2025.11204606"},"language":"en","primary_location":{"id":"doi:10.1109/smartgridcomm65349.2025.11204606","doi":"https://doi.org/10.1109/smartgridcomm65349.2025.11204606","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smartgridcomm65349.2025.11204606","pdf_url":null,"source":{"id":"https://openalex.org/S7407088225","display_name":"IEEE International Conference on Communications, Control, and Computing Technologies for Smart Grids (SmartGridComm)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Communications, Control, and Computing Technologies for Smart Grids (SmartGridComm)","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.2139/ssrn.5062952","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5123003920","display_name":"Chengyang Gu","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I200769079","display_name":"Hong Kong University of Science and Technology","ror":"https://ror.org/00q4vv597","country_code":"HK","type":"education","lineage":["https://openalex.org/I200769079"]},{"id":"https://openalex.org/I4405261251","display_name":"The Hong Kong University of Science and Technology (Guangzhou)","ror":"https://ror.org/050h0vm43","country_code":"CN","type":"education","lineage":["https://openalex.org/I4405261251"]}],"countries":["CN","HK"],"is_corresponding":false,"raw_author_name":"Chengyang Gu","raw_affiliation_strings":["Hong Kong University of Science & Technology (HKUST)","Hong Kong University of Science and Technology (Guangzhou),Artificial Intelligence Thrust,Guangzhou,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hong Kong University of Science & Technology (HKUST)","institution_ids":["https://openalex.org/I200769079"]},{"raw_affiliation_string":"Hong Kong University of Science and Technology (Guangzhou),Artificial Intelligence Thrust,Guangzhou,China","institution_ids":["https://openalex.org/I4405261251"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101862104","display_name":"Hui Xiong","orcid":"https://orcid.org/0000-0001-6016-6465","observed_orcids":["https://orcid.org/0000-0001-6016-6465","https://orcid.org/0000-0002-4665-9850","https://orcid.org/0000-0001-5759-3001"]},"institutions":[{"id":"https://openalex.org/I154425047","display_name":"University of Alberta","ror":"https://ror.org/0160cpw27","country_code":"CA","type":"education","lineage":["https://openalex.org/I154425047"]},{"id":"https://openalex.org/I200769079","display_name":"Hong Kong University of Science and Technology","ror":"https://ror.org/00q4vv597","country_code":"HK","type":"education","lineage":["https://openalex.org/I200769079"]}],"countries":["CA","HK"],"is_corresponding":false,"raw_author_name":"Hui Xiong","raw_affiliation_strings":["Hong Kong University of Science & Technology (HKUST)","University of Alberta,Department of Electrical and Computer Engineering,Edmonton,Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hong Kong University of Science & Technology (HKUST)","institution_ids":["https://openalex.org/I200769079"]},{"raw_affiliation_string":"University of Alberta,Department of Electrical and Computer Engineering,Edmonton,Canada","institution_ids":["https://openalex.org/I154425047"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5080591736","display_name":"Yize Chen","orcid":"https://orcid.org/0000-0003-4481-3858","observed_orcids":["https://orcid.org/0000-0003-4481-3858"]},"institutions":[{"id":"https://openalex.org/I154425047","display_name":"University of Alberta","ror":"https://ror.org/0160cpw27","country_code":"CA","type":"education","lineage":["https://openalex.org/I154425047"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Yize Chen","raw_affiliation_strings":["University of Alberta","University of Alberta, Edmonton, T6G 2R3, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Alberta","institution_ids":["https://openalex.org/I154425047"]},{"raw_affiliation_string":"University of Alberta, Edmonton, T6G 2R3, Canada","institution_ids":["https://openalex.org/I154425047"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5080591736"],"corresponding_institution_ids":["https://openalex.org/I154425047"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.30250735,"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":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10424","display_name":"Electric Power System Optimization","score":0.2393999993801117,"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/T10424","display_name":"Electric Power System Optimization","score":0.2393999993801117,"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/T10791","display_name":"Advanced Control Systems Optimization","score":0.17749999463558197,"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/T11185","display_name":"Integrated Energy Systems Optimization","score":0.15870000422000885,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/pontryagin-s-maximum-principle","display_name":"Pontryagin maximum principle","score":0.8629999756813049},{"id":"https://openalex.org/keywords/surrogate-modeling","display_name":"surrogate models","score":0.5429999828338623},{"id":"https://openalex.org/keywords/optimal-control","display_name":"optimal control","score":0.7179999947547913},{"id":"https://openalex.org/keywords/sample-efficiency","display_name":"sample efficiency","score":0.8159999847412109},{"id":"https://openalex.org/keywords/grid-connected-energy-storage","display_name":"grid-connected energy storage","score":0.8190000057220459},{"id":"https://openalex.org/keywords/reinforcement-learning-comparison","display_name":"reinforcement learning comparison","score":0.7440000176429749}],"concepts":[{"id":"https://openalex.org/C165021410","wikidata":"https://www.wikidata.org/wiki/Q55564","display_name":"Lossy compression","level":2,"score":0.6771000027656555},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6539000272750854},{"id":"https://openalex.org/C91575142","wikidata":"https://www.wikidata.org/wiki/Q1971426","display_name":"Optimal control","level":2,"score":0.6503999829292297},{"id":"https://openalex.org/C203479927","wikidata":"https://www.wikidata.org/wiki/Q5165939","display_name":"Controller (irrigation)","level":2,"score":0.6015999913215637},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.5084999799728394},{"id":"https://openalex.org/C165464430","wikidata":"https://www.wikidata.org/wiki/Q1570441","display_name":"Parameterized complexity","level":2,"score":0.507099986076355},{"id":"https://openalex.org/C47446073","wikidata":"https://www.wikidata.org/wiki/Q5165890","display_name":"Control theory (sociology)","level":3,"score":0.4959000051021576},{"id":"https://openalex.org/C158622935","wikidata":"https://www.wikidata.org/wiki/Q660848","display_name":"Nonlinear system","level":2,"score":0.4925000071525574},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.4447000026702881},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4099000096321106},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.38609999418258667},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.3506999909877777},{"id":"https://openalex.org/C2742236","wikidata":"https://www.wikidata.org/wiki/Q924713","display_name":"Efficient energy use","level":2,"score":0.34779998660087585},{"id":"https://openalex.org/C73916439","wikidata":"https://www.wikidata.org/wiki/Q837718","display_name":"Energy storage","level":3,"score":0.3285999894142151},{"id":"https://openalex.org/C194739806","wikidata":"https://www.wikidata.org/wiki/Q66221","display_name":"Computer data storage","level":2,"score":0.29159998893737793},{"id":"https://openalex.org/C198531522","wikidata":"https://www.wikidata.org/wiki/Q485146","display_name":"Sample (material)","level":2,"score":0.2896000146865845},{"id":"https://openalex.org/C91581856","wikidata":"https://www.wikidata.org/wiki/Q2707001","display_name":"Nonlinear control","level":3,"score":0.27459999918937683},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.2619999945163727},{"id":"https://openalex.org/C17500928","wikidata":"https://www.wikidata.org/wiki/Q959968","display_name":"Control system","level":2,"score":0.25600001215934753}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/smartgridcomm65349.2025.11204606","doi":"https://doi.org/10.1109/smartgridcomm65349.2025.11204606","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smartgridcomm65349.2025.11204606","pdf_url":null,"source":{"id":"https://openalex.org/S7407088225","display_name":"IEEE International Conference on Communications, Control, and Computing Technologies for Smart Grids (SmartGridComm)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Communications, Control, and Computing Technologies for Smart Grids (SmartGridComm)","raw_type":"proceedings-article"},{"id":"doi:10.2139/ssrn.5062952","doi":"https://doi.org/10.2139/ssrn.5062952","is_oa":true,"landing_page_url":"https://doi.org/10.2139/ssrn.5062952","pdf_url":null,"source":{"id":"https://openalex.org/S4210172589","display_name":"SSRN Electronic Journal","issn_l":"1556-5068","issn":["1556-5068"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1318003438","host_organization_name":"RELX Group (Netherlands)","host_organization_lineage":["https://openalex.org/I1318003438"],"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":"posted-content"}],"best_oa_location":{"id":"doi:10.2139/ssrn.5062952","doi":"https://doi.org/10.2139/ssrn.5062952","is_oa":true,"landing_page_url":"https://doi.org/10.2139/ssrn.5062952","pdf_url":null,"source":{"id":"https://openalex.org/S4210172589","display_name":"SSRN Electronic Journal","issn_l":"1556-5068","issn":["1556-5068"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1318003438","host_organization_name":"RELX Group (Netherlands)","host_organization_lineage":["https://openalex.org/I1318003438"],"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":"posted-content"},"sustainable_development_goals":[{"score":0.9853000044822693,"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4320087184","https://openalex.org/W3036721101","https://openalex.org/W2949587434","https://openalex.org/W2563553385","https://openalex.org/W4308097793","https://openalex.org/W2043457390","https://openalex.org/W3198441906","https://openalex.org/W4408268213","https://openalex.org/W2877133098","https://openalex.org/W2980740521"],"abstract_inverted_index":{"Solving":[0],"real-world":[1],"lossy":[2,118],"battery":[3,119],"control":[4,32,159],"problems":[5],"are":[6,17],"challenging":[7],"tasks,":[8],"as":[9],"the":[10,21,30,51,81,87,99,104,139],"complex":[11,74],"charging":[12],"dynamics":[13],"involving":[14],"nonlinear":[15],"efficiency":[16],"usually":[18],"unrevealed":[19],"to":[20,28],"system":[22],"operators.":[23],"It":[24],"is":[25,125],"thus":[26],"hard":[27],"find":[29],"optimal":[31,105,134],"actions":[33],"numerically.":[34],"To":[35],"deal":[36],"with":[37,50,71,103,138],"such":[38],"modeling":[39],"and":[40,56,73,128,143,154],"computation":[41,130],"challenges,":[42],"in":[43,156],"this":[44],"paper,":[45],"we":[46],"integrate":[47],"Neural":[48],"Networks":[49],"Pontryagin's":[52],"Maximum":[53],"Principle":[54],"(PMP),":[55],"propose":[57],"a":[58,126],"sample":[59],"efficient":[60],"framework":[61,83],"Neural-PMP.":[62],"The":[63],"resulting":[64],"controller":[65],"can":[66],"be":[67],"implemented":[68],"for":[69,132,167],"systems":[70],"unknown":[72],"dynamics.":[75],"By":[76],"taking":[77],"an":[78],"iterative":[79],"approach,":[80],"proposed":[82,123],"not":[84],"only":[85],"utilizes":[86],"accurate":[88],"surrogate":[89],"models":[90],"parameterized":[91],"by":[92],"neural":[93],"networks,":[94],"it":[95],"also":[96,162],"efficiently":[97],"recovers":[98],"optimality":[100],"conditions":[101],"along":[102],"action":[106],"sequences":[107],"via":[108],"PMP":[109],"conditions.":[110],"Numerical":[111],"simulations":[112],"on":[113],"energy":[114,171],"arbitrage":[115],"of":[116,158],"grid-connected":[117],"tasks":[120],"demonstrate":[121],"our":[122,149,164],"Neural-PMP":[124,150,165],"general":[127],"versatile":[129],"tool":[131],"finding":[133],"solutions.":[135],"And":[136],"compared":[137],"widely":[140],"applied":[141],"model-free":[142],"model-based":[144],"reinforcement":[145],"learning":[146],"(RL)":[147],"algorithms,":[148],"achieves":[151],"higher":[152],"sample-efficiency":[153],"performance":[155],"terms":[157],"objectives.":[160],"We":[161],"open-source":[163],"implementations":[166],"achieving":[168],"more":[169],"competitive":[170],"storage":[172],"control.":[173]},"counts_by_year":[],"updated_date":"2026-11-09T13:22:03.289127","created_date":"2025-10-22T00:00:00"}
