{"id":"https://openalex.org/W2950036067","doi":"https://doi.org/10.1145/3307772.3331023","title":"The Effect of Temporal Aggregation on Battery Sizing for Peak Shaving","display_name":"The Effect of Temporal Aggregation on Battery Sizing for Peak Shaving","publication_year":2019,"publication_date":"2019-06-13","ids":{"openalex":"https://openalex.org/W2950036067","doi":"https://doi.org/10.1145/3307772.3331023","mag":"2950036067"},"language":"en","primary_location":{"id":"doi:10.1145/3307772.3331023","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3307772.3331023","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Tenth ACM International Conference on Future Energy Systems","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/A5003242230","display_name":"Dominik Werle","orcid":"https://orcid.org/0000-0002-2430-2578"},"institutions":[{"id":"https://openalex.org/I102335020","display_name":"Karlsruhe Institute of Technology","ror":"https://ror.org/04t3en479","country_code":"DE","type":"education","lineage":["https://openalex.org/I102335020","https://openalex.org/I1305996414"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Dominik Werle","raw_affiliation_strings":["Karlsruhe Institute of Technology (KIT), Germany, Institute for Program Structures and Data Organization (IPD)"],"affiliations":[{"raw_affiliation_string":"Karlsruhe Institute of Technology (KIT), Germany, Institute for Program Structures and Data Organization (IPD)","institution_ids":["https://openalex.org/I102335020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014222625","display_name":"Daniel Warzel","orcid":null},"institutions":[{"id":"https://openalex.org/I102335020","display_name":"Karlsruhe Institute of Technology","ror":"https://ror.org/04t3en479","country_code":"DE","type":"education","lineage":["https://openalex.org/I102335020","https://openalex.org/I1305996414"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Daniel Warzel","raw_affiliation_strings":["Karlsruhe Institute of Technology (KIT), Germany, Institute for Program Structures and Data Organization (IPD)"],"affiliations":[{"raw_affiliation_string":"Karlsruhe Institute of Technology (KIT), Germany, Institute for Program Structures and Data Organization (IPD)","institution_ids":["https://openalex.org/I102335020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018675749","display_name":"Simon Bischof","orcid":null},"institutions":[{"id":"https://openalex.org/I102335020","display_name":"Karlsruhe Institute of Technology","ror":"https://ror.org/04t3en479","country_code":"DE","type":"education","lineage":["https://openalex.org/I102335020","https://openalex.org/I1305996414"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Simon Bischof","raw_affiliation_strings":["Karlsruhe Institute of Technology (KIT), Germany, Institute for Data Processing and Electronics (IPE)"],"affiliations":[{"raw_affiliation_string":"Karlsruhe Institute of Technology (KIT), Germany, Institute for Data Processing and Electronics (IPE)","institution_ids":["https://openalex.org/I102335020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069105710","display_name":"Anne Koziolek","orcid":"https://orcid.org/0000-0002-1593-3394"},"institutions":[{"id":"https://openalex.org/I102335020","display_name":"Karlsruhe Institute of Technology","ror":"https://ror.org/04t3en479","country_code":"DE","type":"education","lineage":["https://openalex.org/I102335020","https://openalex.org/I1305996414"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Anne Koziolek","raw_affiliation_strings":["Karlsruhe Institute of Technology (KIT), Germany, Institute for Program Structures and Data Organization (IPD)"],"affiliations":[{"raw_affiliation_string":"Karlsruhe Institute of Technology (KIT), Germany, Institute for Program Structures and Data Organization (IPD)","institution_ids":["https://openalex.org/I102335020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032207241","display_name":"Holger Trittenbach","orcid":"https://orcid.org/0000-0003-0049-9000"},"institutions":[{"id":"https://openalex.org/I102335020","display_name":"Karlsruhe Institute of Technology","ror":"https://ror.org/04t3en479","country_code":"DE","type":"education","lineage":["https://openalex.org/I102335020","https://openalex.org/I1305996414"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Holger Trittenbach","raw_affiliation_strings":["Karlsruhe Institute of Technology (KIT), Germany, Institute for Program Structures and Data Organization (IPD)"],"affiliations":[{"raw_affiliation_string":"Karlsruhe Institute of Technology (KIT), Germany, Institute for Program Structures and Data Organization (IPD)","institution_ids":["https://openalex.org/I102335020"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5049768806","display_name":"Klemens B\u00f6hm","orcid":"https://orcid.org/0000-0002-1706-1913"},"institutions":[{"id":"https://openalex.org/I102335020","display_name":"Karlsruhe Institute of Technology","ror":"https://ror.org/04t3en479","country_code":"DE","type":"education","lineage":["https://openalex.org/I102335020","https://openalex.org/I1305996414"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Klemens B\u00f6hm","raw_affiliation_strings":["Karlsruhe Institute of Technology (KIT), Germany, Institute for Program Structures and Data Organization (IPD)"],"affiliations":[{"raw_affiliation_string":"Karlsruhe Institute of Technology (KIT), Germany, Institute for Program Structures and Data Organization (IPD)","institution_ids":["https://openalex.org/I102335020"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5003242230"],"corresponding_institution_ids":["https://openalex.org/I102335020"],"apc_list":null,"apc_paid":null,"fwci":0.1261,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.48855508,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"482","last_page":"485"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10663","display_name":"Advanced Battery Technologies Research","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T10663","display_name":"Advanced Battery Technologies Research","score":0.9998999834060669,"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"}},{"id":"https://openalex.org/T10603","display_name":"Smart Grid Energy Management","score":0.9987000226974487,"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/T10768","display_name":"Electric Vehicles and Infrastructure","score":0.994700014591217,"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":0.8592426776885986},{"id":"https://openalex.org/keywords/sizing","display_name":"Sizing","score":0.7854710817337036},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7185812592506409},{"id":"https://openalex.org/keywords/margin","display_name":"Margin (machine learning)","score":0.6645820140838623},{"id":"https://openalex.org/keywords/imperfect","display_name":"Imperfect","score":0.51424640417099},{"id":"https://openalex.org/keywords/state-of-charge","display_name":"State of charge","score":0.4215455651283264},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.3273064196109772},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.26649779081344604},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.0868082046508789}],"concepts":[{"id":"https://openalex.org/C555008776","wikidata":"https://www.wikidata.org/wiki/Q267298","display_name":"Battery (electricity)","level":3,"score":0.8592426776885986},{"id":"https://openalex.org/C2777767291","wikidata":"https://www.wikidata.org/wiki/Q1080291","display_name":"Sizing","level":2,"score":0.7854710817337036},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7185812592506409},{"id":"https://openalex.org/C774472","wikidata":"https://www.wikidata.org/wiki/Q6760393","display_name":"Margin (machine learning)","level":2,"score":0.6645820140838623},{"id":"https://openalex.org/C2780310539","wikidata":"https://www.wikidata.org/wiki/Q12547192","display_name":"Imperfect","level":2,"score":0.51424640417099},{"id":"https://openalex.org/C2776582896","wikidata":"https://www.wikidata.org/wiki/Q5368536","display_name":"State of charge","level":4,"score":0.4215455651283264},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3273064196109772},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.26649779081344604},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.0868082046508789},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3307772.3331023","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3307772.3331023","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Tenth ACM International Conference on Future Energy Systems","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6399999856948853,"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320320879","display_name":"Deutsche Forschungsgemeinschaft","ror":"https://ror.org/018mejw64"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W2038621246","https://openalex.org/W2063866856","https://openalex.org/W2070493638","https://openalex.org/W2135811075","https://openalex.org/W2657873105","https://openalex.org/W2746034235","https://openalex.org/W2800892045","https://openalex.org/W2803256322","https://openalex.org/W2803731767","https://openalex.org/W2804170114"],"related_works":["https://openalex.org/W4387389839","https://openalex.org/W1562159987","https://openalex.org/W2004734718","https://openalex.org/W3190332208","https://openalex.org/W4388623464","https://openalex.org/W3126531014","https://openalex.org/W2519883542","https://openalex.org/W2098124661","https://openalex.org/W3006423619","https://openalex.org/W3195056770"],"abstract_inverted_index":{"Battery":[0],"systems":[1],"can":[2,51,107],"reduce":[3],"the":[4,38,59,124,134],"peak":[5],"electrical":[6],"consumption":[7,22],"through":[8],"proper":[9],"charging":[10],"and":[11],"discharging":[12],"strategies.":[13],"To":[14],"this":[15,64,95,109],"end,":[16],"consumers":[17],"often":[18],"rely":[19],"on":[20,86],"historic":[21,31,98,121],"data":[23,32,92,122],"to":[24,93,123],"select":[25],"a":[26,43,71,87,116,128],"cost-efficient":[27],"battery":[28,60,73,125],"system.":[29],"However,":[30,114],"is":[33,127],"an":[34,77],"imperfect":[35],"mapping":[36],"of":[37,42,90,132],"real":[39],"consumption,":[40],"because":[41],"coarse":[44],"sampling":[45],"rate":[46],"or":[47],"measurement":[48],"inaccuracies.":[49],"This":[50],"result":[52],"in":[53,111],"non-optimal":[54],"decisions,":[55],"e.g.,":[56],"by":[57],"underestimating":[58],"capacity":[61],"required.":[62],"In":[63],"article,":[65],"we":[66],"analyze":[67],"how":[68],"aggregation":[69],"affects":[70],"state-of-the-art":[72],"sizing":[74],"algorithm":[75],"for":[76],"industrial":[78],"production":[79],"site.":[80],"We":[81],"then":[82],"use":[83],"machine":[84,104],"learning":[85,105],"short":[88],"period":[89],"high-resolution":[91],"correct":[94,108],"error":[96,110],"from":[97,120],"data.":[99],"Our":[100],"experiments":[101],"indicate":[102],"that":[103],"models":[106],"some":[112],"cases.":[113],"adding":[115],"safety":[117],"margin":[118],"obtained":[119],"size":[126],"more":[129],"reliable":[130],"way":[131],"reducing":[133],"error.":[135]},"counts_by_year":[{"year":2020,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}