{"id":"https://openalex.org/W7164944961","doi":"https://doi.org/10.1145/3744255.3811715","title":"Tariff-Aware Imitation Learning for Transferable Battery Storage Control","display_name":"Tariff-Aware Imitation Learning for Transferable Battery Storage Control","publication_year":2026,"publication_date":"2026-06-16","ids":{"openalex":"https://openalex.org/W7164944961","doi":"https://doi.org/10.1145/3744255.3811715"},"language":null,"primary_location":{"id":"doi:10.1145/3744255.3811715","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3744255.3811715","pdf_url":null,"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 17th 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://doi.org/10.1145/3744255.3811715","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5120345744","display_name":"Manuel Katholnigg","orcid":"https://orcid.org/0009-0002-0724-5054"},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Manuel Katholnigg","raw_affiliation_strings":["Technical University of Munich, Munich, Germany"],"raw_orcid":"https://orcid.org/0009-0002-0724-5054","affiliations":[{"raw_affiliation_string":"Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103513410","display_name":"Sheng Yin","orcid":"https://orcid.org/0009-0001-3527-7638"},"institutions":[{"id":"https://openalex.org/I2802623092","display_name":"Kempten University of Applied Sciences","ror":"https://ror.org/02m4p8096","country_code":"DE","type":"education","lineage":["https://openalex.org/I2802623092"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Sheng Yin","raw_affiliation_strings":["Kempten University of Applied Sciences, Kempten, Germany"],"raw_orcid":"https://orcid.org/0009-0000-6059-0047","affiliations":[{"raw_affiliation_string":"Kempten University of Applied Sciences, Kempten, Germany","institution_ids":["https://openalex.org/I2802623092"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107744675","display_name":"Elgin Kollnig","orcid":null},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Elgin Kollnig","raw_affiliation_strings":["Technical University of Munich, Munich, Germany"],"raw_orcid":"https://orcid.org/0009-0008-0446-6285","affiliations":[{"raw_affiliation_string":"Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5030903555","display_name":"Christoph Goebel","orcid":"https://orcid.org/0000-0002-5756-6983"},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Christoph Goebel","raw_affiliation_strings":["Technical University of Munich, Munich, Germany"],"raw_orcid":"https://orcid.org/0000-0002-5756-6983","affiliations":[{"raw_affiliation_string":"Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"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":0.88288315,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"469","last_page":"479"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10603","display_name":"Smart Grid Energy Management","score":0.9358000159263611,"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/T10603","display_name":"Smart Grid Energy Management","score":0.9358000159263611,"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/T10223","display_name":"Microgrid Control and Optimization","score":0.031199999153614044,"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/T10663","display_name":"Advanced Battery Technologies Research","score":0.013500000350177288,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive 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/tariff","display_name":"Tariff","score":0.7124000191688538},{"id":"https://openalex.org/keywords/heuristic","display_name":"Heuristic","score":0.4997999966144562},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.46299999952316284},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.43639999628067017},{"id":"https://openalex.org/keywords/electricity","display_name":"Electricity","score":0.4345000088214874},{"id":"https://openalex.org/keywords/overfitting","display_name":"Overfitting","score":0.3792000114917755},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.37689998745918274},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.3596000075340271}],"concepts":[{"id":"https://openalex.org/C2776060655","wikidata":"https://www.wikidata.org/wiki/Q52389","display_name":"Tariff","level":2,"score":0.7124000191688538},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6725000143051147},{"id":"https://openalex.org/C173801870","wikidata":"https://www.wikidata.org/wiki/Q201413","display_name":"Heuristic","level":2,"score":0.4997999966144562},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.46299999952316284},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.43639999628067017},{"id":"https://openalex.org/C206658404","wikidata":"https://www.wikidata.org/wiki/Q12725","display_name":"Electricity","level":2,"score":0.4345000088214874},{"id":"https://openalex.org/C22019652","wikidata":"https://www.wikidata.org/wiki/Q331309","display_name":"Overfitting","level":3,"score":0.3792000114917755},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.37689998745918274},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.3596000075340271},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.35740000009536743},{"id":"https://openalex.org/C184773241","wikidata":"https://www.wikidata.org/wiki/Q387400","display_name":"Mains electricity","level":3,"score":0.35740000009536743},{"id":"https://openalex.org/C203479927","wikidata":"https://www.wikidata.org/wiki/Q5165939","display_name":"Controller (irrigation)","level":2,"score":0.3287999927997589},{"id":"https://openalex.org/C172205157","wikidata":"https://www.wikidata.org/wiki/Q1782962","display_name":"Model predictive control","level":3,"score":0.32249999046325684},{"id":"https://openalex.org/C9233905","wikidata":"https://www.wikidata.org/wiki/Q3276328","display_name":"Bidding","level":2,"score":0.3179999887943268},{"id":"https://openalex.org/C27548731","wikidata":"https://www.wikidata.org/wiki/Q88272","display_name":"Investment (military)","level":3,"score":0.3176000118255615},{"id":"https://openalex.org/C555008776","wikidata":"https://www.wikidata.org/wiki/Q267298","display_name":"Battery (electricity)","level":3,"score":0.2985999882221222},{"id":"https://openalex.org/C125411270","wikidata":"https://www.wikidata.org/wiki/Q18653","display_name":"Encoding (memory)","level":2,"score":0.2935999929904938},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2881999909877777},{"id":"https://openalex.org/C2777030403","wikidata":"https://www.wikidata.org/wiki/Q17099419","display_name":"Load shifting","level":3,"score":0.2718999981880188},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.2662999927997589},{"id":"https://openalex.org/C2742236","wikidata":"https://www.wikidata.org/wiki/Q924713","display_name":"Efficient energy use","level":2,"score":0.2574000060558319},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.2531000077724457},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.25220000743865967},{"id":"https://openalex.org/C2779280359","wikidata":"https://www.wikidata.org/wiki/Q870344","display_name":"Electricity pricing","level":4,"score":0.2517000138759613}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3744255.3811715","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3744255.3811715","pdf_url":null,"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 17th ACM International Conference on Future and Sustainable Energy Systems","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3744255.3811715","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3744255.3811715","pdf_url":null,"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 17th ACM International Conference on Future and Sustainable Energy Systems","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W2267748571","https://openalex.org/W2748162992","https://openalex.org/W2784465508","https://openalex.org/W2898436992","https://openalex.org/W2964444695","https://openalex.org/W3113899116","https://openalex.org/W3162079807","https://openalex.org/W3205423339","https://openalex.org/W4206250532","https://openalex.org/W4287251144","https://openalex.org/W4309801643","https://openalex.org/W4315480006","https://openalex.org/W4362602732","https://openalex.org/W4381803561","https://openalex.org/W4387634987","https://openalex.org/W4387682360","https://openalex.org/W4391944292","https://openalex.org/W4402114587","https://openalex.org/W4402261851","https://openalex.org/W4404350923","https://openalex.org/W4406842773","https://openalex.org/W4408182128","https://openalex.org/W4411346139","https://openalex.org/W4412031563","https://openalex.org/W4413861906","https://openalex.org/W4414501355","https://openalex.org/W4416132479","https://openalex.org/W4416563493","https://openalex.org/W4416713476","https://openalex.org/W7083199560"],"related_works":[],"abstract_inverted_index":{"Demand":[0],"charges":[1],"penalize":[2],"a":[3,21,72,90,124,250,254],"building\u2019s":[4],"peak":[5],"power":[6],"draw":[7],"and":[8,41,55,104,179,219,245],"often":[9],"dominate":[10],"commercial":[11,156],"electricity":[12,134,181],"bills,":[13],"making":[14],"battery":[15,119,262],"storage":[16],"economically":[17],"attractive.":[18],"Yet":[19],"deploying":[20],"single":[22,165],"controller":[23],"across":[24],"different":[25,161],"tariff":[26,162,192,243],"schedules":[27,50,178],"remains":[28],"difficult:":[29],"optimization-based":[30],"approaches":[31],"such":[32],"as":[33],"Model":[34],"Predictive":[35],"Control":[36],"(MPC)":[37],"require":[38],"costly":[39],"solvers":[40],"per-site":[42,265],"engineering,":[43],"while":[44],"learned":[45,222],"policies":[46],"overfit":[47],"to":[48,80,176,257],"the":[49,99,105,112,115,133,149,190,203,221],"they":[51,136],"were":[52],"trained":[53,169],"on":[54,154,170,229,234],"fail":[56],"when":[57],"pricing":[58],"windows":[59],"shift.":[60],"We":[61,152],"propose":[62],"Tariff-Aware":[63],"Imitation":[64],"Learning,":[65],"which":[66],"distills":[67],"an":[68],"MPC":[69,225],"optimizer":[70],"into":[71,253],"lightweight":[73],"neural":[74,204],"policy.":[75],"The":[76],"key":[77],"idea":[78],"is":[79,93],"replace":[81],"absolute":[82],"clock":[83],"time":[84],"with":[85,148],"tariff-derived":[86],"input":[87],"features:":[88],"whether":[89],"peak-pricing":[91],"window":[92,101],"currently":[94],"active,":[95],"how":[96],"far":[97],"away":[98],"next":[100],"boundary":[102],"is,":[103],"current":[106],"energy":[107],"price.":[108],"These":[109],"features":[110],"let":[111],"policy":[113,166,205,223],"learn":[114],"economic":[116,246],"logic":[117],"of":[118,198],"dispatch":[120],"rather":[121,140,232],"than":[122,141,196,233],"memorize":[123],"fixed":[125],"schedule.":[126],"During":[127],"training,":[128],"models":[129],"are":[130],"selected":[131],"by":[132,142,183],"bill":[135],"produce":[137],"in":[138],"simulation":[139],"prediction":[143],"error,":[144],"aligning":[145],"model":[146,247],"selection":[147,248],"deployment":[150,263],"objective.":[151],"evaluate":[153],"25":[155],"buildings":[157],"under":[158],"three":[159],"structurally":[160],"designs.":[163],"A":[164,186],"per":[167],"design,":[168],"only":[171],"two":[172],"rate":[173],"schedules,":[174],"transfers":[175],"unseen":[177],"reduces":[180],"bills":[182],"12\u201315":[184],"%.":[185],"rule-based":[187],"heuristic":[188],"given":[189],"same":[191],"information":[193],"captures":[194],"less":[195],"half":[197],"these":[199,238],"savings,":[200],"confirming":[201],"that":[202,241],"learns":[206],"strategies":[207],"beyond":[208],"simple":[209],"threshold":[210],"rules.":[211],"Under":[212],"noisy":[213],"load":[214],"forecasts":[215],"(5":[216],"%":[217],"error":[218],"above),":[220],"outperforms":[224],"because":[226],"it":[227],"acts":[228],"observed":[230],"conditions":[231],"degraded":[235],"forecasts.":[236],"Together,":[237],"results":[239],"show":[240],"explicit":[242],"encoding":[244],"turn":[249],"pre-trained":[251],"network":[252],"practical":[255],"alternative":[256],"site-specific":[258],"optimizers,":[259],"enabling":[260],"scalable":[261],"without":[264],"retraining":[266],"or":[267],"online":[268],"solvers.":[269]},"counts_by_year":[],"updated_date":"2026-06-17T06:18:53.044164","created_date":"2026-06-17T00:00:00"}
