{"id":"https://openalex.org/W4416132479","doi":"https://doi.org/10.1145/3736425.3772098","title":"The Impact of Load Forecasting Model Choice on the Economic Operation of Industrial Energy Storage","display_name":"The Impact of Load Forecasting Model Choice on the Economic Operation of Industrial Energy Storage","publication_year":2025,"publication_date":"2025-11-11","ids":{"openalex":"https://openalex.org/W4416132479","doi":"https://doi.org/10.1145/3736425.3772098"},"language":null,"primary_location":{"id":"doi:10.1145/3736425.3772098","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3736425.3772098","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3736425.3772098","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 12th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3736425.3772098","any_repository_has_fulltext":true},"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":"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":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I62916508"],"apc_list":null,"apc_paid":null,"fwci":1.0114,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.79974829,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"12","last_page":"22"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11052","display_name":"Energy Load and Power Forecasting","score":0.828000009059906,"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/T11052","display_name":"Energy Load and Power Forecasting","score":0.828000009059906,"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/T11941","display_name":"Power System Reliability and Maintenance","score":0.03180000185966492,"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/T10603","display_name":"Smart Grid Energy Management","score":0.024000000208616257,"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/battery","display_name":"Battery (electricity)","score":0.4837000072002411},{"id":"https://openalex.org/keywords/energy","display_name":"Energy (signal processing)","score":0.4578999876976013},{"id":"https://openalex.org/keywords/demand-forecasting","display_name":"Demand forecasting","score":0.397599995136261},{"id":"https://openalex.org/keywords/energy-storage","display_name":"Energy storage","score":0.3634999990463257},{"id":"https://openalex.org/keywords/peak-load","display_name":"Peak load","score":0.36309999227523804},{"id":"https://openalex.org/keywords/economic-forecasting","display_name":"Economic forecasting","score":0.34709998965263367},{"id":"https://openalex.org/keywords/economic-indicator","display_name":"Economic indicator","score":0.3409000039100647},{"id":"https://openalex.org/keywords/energy-demand","display_name":"Energy demand","score":0.3352000117301941}],"concepts":[{"id":"https://openalex.org/C555008776","wikidata":"https://www.wikidata.org/wiki/Q267298","display_name":"Battery (electricity)","level":3,"score":0.4837000072002411},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.4578999876976013},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.41830000281333923},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.4034000039100647},{"id":"https://openalex.org/C193809577","wikidata":"https://www.wikidata.org/wiki/Q3409300","display_name":"Demand forecasting","level":2,"score":0.397599995136261},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3772999942302704},{"id":"https://openalex.org/C73916439","wikidata":"https://www.wikidata.org/wiki/Q837718","display_name":"Energy storage","level":3,"score":0.3634999990463257},{"id":"https://openalex.org/C2986689482","wikidata":"https://www.wikidata.org/wiki/Q1806775","display_name":"Peak load","level":2,"score":0.36309999227523804},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.34929999709129333},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.3483999967575073},{"id":"https://openalex.org/C163068380","wikidata":"https://www.wikidata.org/wiki/Q3409313","display_name":"Economic forecasting","level":2,"score":0.34709998965263367},{"id":"https://openalex.org/C202353208","wikidata":"https://www.wikidata.org/wiki/Q1167393","display_name":"Economic indicator","level":2,"score":0.3409000039100647},{"id":"https://openalex.org/C2983177510","wikidata":"https://www.wikidata.org/wiki/Q1853339","display_name":"Energy demand","level":2,"score":0.3352000117301941},{"id":"https://openalex.org/C2986587452","wikidata":"https://www.wikidata.org/wiki/Q938438","display_name":"Statistical analysis","level":2,"score":0.3125999867916107},{"id":"https://openalex.org/C2777908891","wikidata":"https://www.wikidata.org/wiki/Q1806775","display_name":"Load profile","level":3,"score":0.3109999895095825},{"id":"https://openalex.org/C114289077","wikidata":"https://www.wikidata.org/wiki/Q3284399","display_name":"Statistical model","level":2,"score":0.2937999963760376},{"id":"https://openalex.org/C82753439","wikidata":"https://www.wikidata.org/wiki/Q1419090","display_name":"Industrial production","level":2,"score":0.2937000095844269},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.2870999872684479},{"id":"https://openalex.org/C2778348673","wikidata":"https://www.wikidata.org/wiki/Q739302","display_name":"Production (economics)","level":2,"score":0.2870999872684479},{"id":"https://openalex.org/C2781099182","wikidata":"https://www.wikidata.org/wiki/Q24963825","display_name":"Cooling load","level":3,"score":0.2784999907016754},{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.2784000039100647},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.25859999656677246},{"id":"https://openalex.org/C119693030","wikidata":"https://www.wikidata.org/wiki/Q2180497","display_name":"Economic model","level":2,"score":0.25839999318122864},{"id":"https://openalex.org/C188897","wikidata":"https://www.wikidata.org/wiki/Q5333508","display_name":"Economic impact analysis","level":2,"score":0.25679999589920044},{"id":"https://openalex.org/C2985697011","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economic analysis","level":2,"score":0.25029999017715454}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3736425.3772098","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3736425.3772098","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3736425.3772098","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 12th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation","raw_type":"proceedings-article"},{"id":"pmh:oai:mediatum.ub.tum.de:node/1838822","is_oa":true,"landing_page_url":"https://mediatum.ub.tum.de/1838822","pdf_url":null,"source":{"id":"https://openalex.org/S4377196330","display_name":"mediaTUM  (Technical University of Munich)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I62916508","host_organization_name":"Technical University of Munich","host_organization_lineage":["https://openalex.org/I62916508"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"ConferencePaper"}],"best_oa_location":{"id":"doi:10.1145/3736425.3772098","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3736425.3772098","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3736425.3772098","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 12th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4416132479.pdf","grobid_xml":"https://content.openalex.org/works/W4416132479.grobid-xml"},"referenced_works_count":24,"referenced_works":["https://openalex.org/W2000304331","https://openalex.org/W2064675550","https://openalex.org/W2065089656","https://openalex.org/W2081770709","https://openalex.org/W2118788550","https://openalex.org/W2123007178","https://openalex.org/W2508391817","https://openalex.org/W2748162992","https://openalex.org/W2792764867","https://openalex.org/W2996552856","https://openalex.org/W3126241812","https://openalex.org/W3130434474","https://openalex.org/W3171884590","https://openalex.org/W4206250532","https://openalex.org/W4226429064","https://openalex.org/W4306399853","https://openalex.org/W4365140358","https://openalex.org/W4386758828","https://openalex.org/W4393171190","https://openalex.org/W4402114587","https://openalex.org/W4403667833","https://openalex.org/W4408182128","https://openalex.org/W4408396734","https://openalex.org/W4412031563"],"related_works":[],"abstract_inverted_index":{"Accurate":[0],"load":[1],"forecasts":[2,24],"are":[3,67],"crucial":[4],"for":[5],"optimizing":[6],"the":[7,21],"economic":[8,53],"operation":[9],"of":[10,23],"Battery":[11],"Energy":[12],"Storage":[13],"Systems":[14],"(BESS),":[15],"particularly":[16],"in":[17,60],"industrial":[18,61],"applications.":[19],"Although":[20],"evaluation":[22],"with":[25],"state-of-the-art":[26],"metrics":[27],"like":[28],"Root":[29],"Mean":[30],"Squared":[31],"Error":[32],"(RMSE)":[33],"and":[34],"Continuous":[35],"Ranked":[36],"Probability":[37],"Score":[38],"(CRPS)":[39],"is":[40,57],"standard":[41],"practice,":[42],"a":[43],"critical":[44],"gap":[45],"remains:":[46],"statistical":[47],"superiority":[48],"does":[49],"not":[50],"ensure":[51],"optimal":[52],"outcomes.":[54],"This":[55],"disconnect":[56],"especially":[58],"pronounced":[59],"energy":[62],"systems,":[63],"where":[64],"operational":[65],"costs":[66],"often":[68],"highly":[69],"asymmetric":[70],"due":[71],"to":[72],"factors":[73],"such":[74],"as":[75],"demand":[76],"charges":[77],"or":[78],"tariffs":[79],"without":[80],"export":[81],"compensation.":[82]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-11-11T00:00:00"}