{"id":"https://openalex.org/W4229444831","doi":"https://doi.org/10.1109/osmses54027.2022.9769104","title":"Data-Driven Generation of Mixed-Integer Linear Programming Formulations for Model Predictive Control of Hybrid Energy Storage Systems using detailed nonlinear Simulation Models","display_name":"Data-Driven Generation of Mixed-Integer Linear Programming Formulations for Model Predictive Control of Hybrid Energy Storage Systems using detailed nonlinear Simulation Models","publication_year":2022,"publication_date":"2022-04-04","ids":{"openalex":"https://openalex.org/W4229444831","doi":"https://doi.org/10.1109/osmses54027.2022.9769104"},"language":"en","primary_location":{"id":"doi:10.1109/osmses54027.2022.9769104","is_oa":false,"landing_page_url":"https://doi.org/10.1109/osmses54027.2022.9769104","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 Open Source Modelling and Simulation of Energy Systems (OSMSES)","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/A5075190662","display_name":"Alexander Holtwerth","orcid":"https://orcid.org/0000-0002-9578-6127"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Alexander Holtwerth","raw_affiliation_strings":["Forschungszentrum J&#x00FC;lich,Energy Systems Engineering (IEK-10),J&#x00FC;lich,Germany","lich, J&#x00FC","lich, Germany"],"affiliations":[{"raw_affiliation_string":"Forschungszentrum J&#x00FC;lich,Energy Systems Engineering (IEK-10),J&#x00FC;lich,Germany","institution_ids":[]},{"raw_affiliation_string":"lich, J&#x00FC","institution_ids":[]},{"raw_affiliation_string":"lich, Germany","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084646178","display_name":"Andr\u00e9 Xhonneux","orcid":"https://orcid.org/0000-0001-5399-2363"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Andre Xhonneux","raw_affiliation_strings":["Forschungszentrum J&#x00FC;lich,Energy Systems Engineering (IEK-10),J&#x00FC;lich,Germany","lich, Germany","lich, J&#x00FC"],"affiliations":[{"raw_affiliation_string":"Forschungszentrum J&#x00FC;lich,Energy Systems Engineering (IEK-10),J&#x00FC;lich,Germany","institution_ids":[]},{"raw_affiliation_string":"lich, Germany","institution_ids":[]},{"raw_affiliation_string":"lich, J&#x00FC","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5042146726","display_name":"Dirk M\u00fcller","orcid":"https://orcid.org/0000-0002-6106-6607"},"institutions":[{"id":"https://openalex.org/I887968799","display_name":"RWTH Aachen University","ror":"https://ror.org/04xfq0f34","country_code":"DE","type":"education","lineage":["https://openalex.org/I887968799"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Dirk Muller","raw_affiliation_strings":["RWTH Aachen University,E.ON ERC, Institute for Energy Efficient Buildings and Indoor Climate,Aachen,Germany","lich, J&#x00FC","lich, Germany","Energy Systems Engineering (IEK-10), Forschungszentrum J&#x00FC","E.ON ERC, Institute for Energy Efficient Buildings and Indoor Climate, RWTH Aachen University, Aachen, Germany"],"affiliations":[{"raw_affiliation_string":"RWTH Aachen University,E.ON ERC, Institute for Energy Efficient Buildings and Indoor Climate,Aachen,Germany","institution_ids":["https://openalex.org/I887968799"]},{"raw_affiliation_string":"lich, J&#x00FC","institution_ids":[]},{"raw_affiliation_string":"lich, Germany","institution_ids":[]},{"raw_affiliation_string":"Energy Systems Engineering (IEK-10), Forschungszentrum J&#x00FC","institution_ids":[]},{"raw_affiliation_string":"E.ON ERC, Institute for Energy Efficient Buildings and Indoor Climate, RWTH Aachen University, Aachen, Germany","institution_ids":["https://openalex.org/I887968799"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5075190662"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.1548,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.52669405,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11007","display_name":"Hybrid Renewable Energy Systems","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/2102","display_name":"Energy Engineering and Power Technology"},"field":{"id":"https://openalex.org/fields/21","display_name":"Energy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11007","display_name":"Hybrid Renewable Energy Systems","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/2102","display_name":"Energy Engineering and Power Technology"},"field":{"id":"https://openalex.org/fields/21","display_name":"Energy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10768","display_name":"Electric Vehicles and Infrastructure","score":0.9979000091552734,"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":0.9976000189781189,"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/model-predictive-control","display_name":"Model predictive control","score":0.841141402721405},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6292599439620972},{"id":"https://openalex.org/keywords/energy-storage","display_name":"Energy storage","score":0.500514030456543},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.4819457530975342},{"id":"https://openalex.org/keywords/integer-programming","display_name":"Integer programming","score":0.4668116569519043},{"id":"https://openalex.org/keywords/component","display_name":"Component (thermodynamics)","score":0.4599565267562866},{"id":"https://openalex.org/keywords/renewable-energy","display_name":"Renewable energy","score":0.4522096514701843},{"id":"https://openalex.org/keywords/hybrid-system","display_name":"Hybrid system","score":0.44697603583335876},{"id":"https://openalex.org/keywords/nonlinear-system","display_name":"Nonlinear system","score":0.4364355504512787},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.42950624227523804},{"id":"https://openalex.org/keywords/nonlinear-programming","display_name":"Nonlinear programming","score":0.4207385778427124},{"id":"https://openalex.org/keywords/control-engineering","display_name":"Control engineering","score":0.3417120575904846},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.22243312001228333},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.15774863958358765},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.1405538022518158},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.09244143962860107}],"concepts":[{"id":"https://openalex.org/C172205157","wikidata":"https://www.wikidata.org/wiki/Q1782962","display_name":"Model predictive control","level":3,"score":0.841141402721405},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6292599439620972},{"id":"https://openalex.org/C73916439","wikidata":"https://www.wikidata.org/wiki/Q837718","display_name":"Energy storage","level":3,"score":0.500514030456543},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.4819457530975342},{"id":"https://openalex.org/C56086750","wikidata":"https://www.wikidata.org/wiki/Q6042592","display_name":"Integer programming","level":2,"score":0.4668116569519043},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.4599565267562866},{"id":"https://openalex.org/C188573790","wikidata":"https://www.wikidata.org/wiki/Q12705","display_name":"Renewable energy","level":2,"score":0.4522096514701843},{"id":"https://openalex.org/C50897621","wikidata":"https://www.wikidata.org/wiki/Q2665508","display_name":"Hybrid system","level":2,"score":0.44697603583335876},{"id":"https://openalex.org/C158622935","wikidata":"https://www.wikidata.org/wiki/Q660848","display_name":"Nonlinear system","level":2,"score":0.4364355504512787},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.42950624227523804},{"id":"https://openalex.org/C115527620","wikidata":"https://www.wikidata.org/wiki/Q769909","display_name":"Nonlinear programming","level":3,"score":0.4207385778427124},{"id":"https://openalex.org/C133731056","wikidata":"https://www.wikidata.org/wiki/Q4917288","display_name":"Control engineering","level":1,"score":0.3417120575904846},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.22243312001228333},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.15774863958358765},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.1405538022518158},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.09244143962860107},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.0},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"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/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","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":2,"locations":[{"id":"doi:10.1109/osmses54027.2022.9769104","is_oa":false,"landing_page_url":"https://doi.org/10.1109/osmses54027.2022.9769104","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 Open Source Modelling and Simulation of Energy Systems (OSMSES)","raw_type":"proceedings-article"},{"id":"pmh:oai:publications.rwth-aachen.de:853903","is_oa":false,"landing_page_url":"https://publications.rwth-aachen.de/record/853903","pdf_url":null,"source":{"id":"https://openalex.org/S4306401033","display_name":"RWTH Publications (RWTH Aachen)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I887968799","host_organization_name":"RWTH Aachen University","host_organization_lineage":["https://openalex.org/I887968799"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"2022 Open Source Modelling and Simulation of Energy Systems (OSMSES) : April 4-5, 2022, Aachen, Germany : proceedings / co-sponsored by IEEE - Indutrial Electronic Society ; technically supported by IEEE IES Technical Committee on Smart Grids (TC-SG), IEEE SMCS Technical Committee on Intelligent Industrial Systems (TC-IIS)<br/>1. International Workshop on Open Source Modelling and Simulation of Energy Systems, OSMSES 2022, Aachen, Germany, 2022-04-04 - 2022-04-05","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","score":0.8899999856948853,"display_name":"Affordable and clean energy"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320311649","display_name":"Ministry of Education","ror":"https://ror.org/036nq5137"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W1994722663","https://openalex.org/W2011938518","https://openalex.org/W2153504150","https://openalex.org/W2159519995","https://openalex.org/W2161116097","https://openalex.org/W2288806451","https://openalex.org/W2762240024","https://openalex.org/W2789314400","https://openalex.org/W2904328733","https://openalex.org/W2994981995","https://openalex.org/W3003257820","https://openalex.org/W3004179364","https://openalex.org/W3009401070","https://openalex.org/W3038586156","https://openalex.org/W3110211156","https://openalex.org/W3137802909","https://openalex.org/W3161519418","https://openalex.org/W3190846398","https://openalex.org/W3192953634","https://openalex.org/W4230469013","https://openalex.org/W6787233417","https://openalex.org/W6812437970","https://openalex.org/W6960153649"],"related_works":["https://openalex.org/W1990079087","https://openalex.org/W2060165215","https://openalex.org/W2101188133","https://openalex.org/W3202234113","https://openalex.org/W4248731570","https://openalex.org/W2362194702","https://openalex.org/W2478592842","https://openalex.org/W2047956094","https://openalex.org/W1980522505","https://openalex.org/W2003270086"],"abstract_inverted_index":{"The":[0,182,196,216],"scheduling":[1,48],"of":[2,19,31,46,57,79,87,105,122,143,155,169,176,192,205,212,220],"hybrid":[3,124,179],"energy":[4,125,180,223],"systems":[5,9,14],"with":[6],"battery":[7],"storage":[8,13,18],"(BSS)":[10],"and":[11,33,36,53,90,117,230],"hydrogen":[12,73,81],"(HSS)":[15],"for":[16,71,96,110,130,165,188,234],"the":[17,28,37,47,50,55,63,77,84,106,156,162,166,177,193,206,213,221,227],"renewable":[20,42],"energies":[21],"is":[22,185],"a":[23,119,123,128,131,136],"non-trivial":[24],"task":[25],"due":[26,75],"to":[27,61,76,93,101,147],"nonlinear":[29],"nature":[30],"electrolyzers":[32],"fuel":[34],"cells":[35],"volatile":[38],"electricity":[39,59],"generation":[40,89],"by":[41],"energies.":[43],"Mathematical":[44],"optimization":[45,174,183,218],"increases":[49],"system":[51,98,126,224],"efficiency":[52],"decreases":[54],"share":[56],"grid":[58],"required":[60,70],"cover":[62],"electrical":[64],"demand.":[65],"Hence,":[66],"tailor-made":[67,149],"models":[68,108,146,204],"are":[69],"each":[72,80,170],"component":[74,171,207],"uniqueness":[78],"system.":[82,133,181],"Therefore,":[83],"time-consuming":[85],"work":[86,115],"model":[88,111,121,175,184,189,219,229,235],"validation":[91],"needs":[92],"be":[94],"done":[95],"every":[97],"in":[99],"order":[100],"ensure":[102],"adequate":[103],"accuracy":[104],"mathematical":[107],"used":[109,187],"predictive":[112,190,236],"control.":[113,237],"This":[114],"derives":[116],"utilizes":[118],"simulation":[120,145,194,214,228],"as":[127],"substitute":[129],"real-world":[132],"We":[134,160],"propose":[135],"framework":[137],"that":[138,199],"uses":[139],"functional":[140],"mock-up":[141],"units":[142],"detailed":[144,210],"derive":[148],"mixed-integer":[150],"linear":[151],"programming":[152],"(MILP)":[153],"formulations":[154,164],"steady-state":[157],"operational":[158,167],"behavior.":[159],"combine":[161],"derived":[163],"behavior":[168,208],"into":[172],"an":[173],"whole":[178,222],"then":[186],"control":[191],"model.":[195,215],"results":[197],"show":[198],"we":[200],"can":[201],"generate":[202],"accurate":[203],"without":[209],"knowledge":[211],"resulting":[217],"accurately":[225],"reflects":[226],"is,":[231],"therefore,":[232],"suitable":[233]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2022,"cited_by_count":1}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}