{"id":"https://openalex.org/W4400446344","doi":"https://doi.org/10.1145/3632775.3661967","title":"Knowledge-Guided Learning of Temporal Dynamics and its Application to Gas Turbines","display_name":"Knowledge-Guided Learning of Temporal Dynamics and its Application to Gas Turbines","publication_year":2024,"publication_date":"2024-05-31","ids":{"openalex":"https://openalex.org/W4400446344","doi":"https://doi.org/10.1145/3632775.3661967"},"language":"en","primary_location":{"id":"doi:10.1145/3632775.3661967","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3632775.3661967","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":"The 15th ACM International Conference on Future and Sustainable Energy Systems","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3632775.3661967","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102824529","display_name":"Pawel Bielski","orcid":"https://orcid.org/0009-0005-3242-9113"},"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":"Pawel Bielski","raw_affiliation_strings":["Karlsruhe Institute of Technology, Germany"],"raw_orcid":"https://orcid.org/0009-0005-3242-9113","affiliations":[{"raw_affiliation_string":"Karlsruhe Institute of Technology, Germany","institution_ids":["https://openalex.org/I102335020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100281603","display_name":"Aleksandr Eismont","orcid":"https://orcid.org/0009-0007-4722-2873"},"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":"Aleksandr Eismont","raw_affiliation_strings":["Karlsruhe Institute of Technology, Germany"],"raw_orcid":"https://orcid.org/0009-0007-4722-2873","affiliations":[{"raw_affiliation_string":"Karlsruhe Institute of Technology, Germany","institution_ids":["https://openalex.org/I102335020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072503548","display_name":"Jakob Bach","orcid":"https://orcid.org/0000-0003-0301-2798"},"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":"Jakob Bach","raw_affiliation_strings":["Karlsruhe Institute of Technology, Germany"],"raw_orcid":"https://orcid.org/0000-0003-0301-2798","affiliations":[{"raw_affiliation_string":"Karlsruhe Institute of Technology, Germany","institution_ids":["https://openalex.org/I102335020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049343851","display_name":"Florian Leiser","orcid":"https://orcid.org/0000-0001-5347-0493"},"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":"Florian Leiser","raw_affiliation_strings":["Karlsruhe Institute of Technology, Germany"],"raw_orcid":"https://orcid.org/0000-0001-5347-0493","affiliations":[{"raw_affiliation_string":"Karlsruhe Institute of Technology, Germany","institution_ids":["https://openalex.org/I102335020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056735333","display_name":"Dustin Kottonau","orcid":"https://orcid.org/0000-0002-5571-1729"},"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":"Dustin Kottonau","raw_affiliation_strings":["Karlsruhe Institute of Technology, Germany"],"raw_orcid":"https://orcid.org/0000-0002-5571-1729","affiliations":[{"raw_affiliation_string":"Karlsruhe Institute of Technology, Germany","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, Germany"],"raw_orcid":"https://orcid.org/0000-0002-1706-1913","affiliations":[{"raw_affiliation_string":"Karlsruhe Institute of Technology, Germany","institution_ids":["https://openalex.org/I102335020"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I102335020"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"279","last_page":"290"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10568","display_name":"Thermodynamic and Exergetic Analyses of Power and Cooling Systems","score":0.9765999913215637,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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/T10568","display_name":"Thermodynamic and Exergetic Analyses of Power and Cooling Systems","score":0.9765999913215637,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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/T11524","display_name":"Advanced Aircraft Design and Technologies","score":0.9726999998092651,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10117","display_name":"Advanced Combustion Engine Technologies","score":0.9524000287055969,"subfield":{"id":"https://openalex.org/subfields/1507","display_name":"Fluid Flow and Transfer Processes"},"field":{"id":"https://openalex.org/fields/15","display_name":"Chemical Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/dynamics","display_name":"Dynamics (music)","score":0.6321435570716858},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6110900640487671},{"id":"https://openalex.org/keywords/gas-turbines","display_name":"Gas turbines","score":0.4350312650203705},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.16043013334274292},{"id":"https://openalex.org/keywords/mechanical-engineering","display_name":"Mechanical engineering","score":0.0830434262752533},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.07030171155929565}],"concepts":[{"id":"https://openalex.org/C145912823","wikidata":"https://www.wikidata.org/wiki/Q113558","display_name":"Dynamics (music)","level":2,"score":0.6321435570716858},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6110900640487671},{"id":"https://openalex.org/C2987684023","wikidata":"https://www.wikidata.org/wiki/Q193470","display_name":"Gas turbines","level":2,"score":0.4350312650203705},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.16043013334274292},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0830434262752533},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.07030171155929565},{"id":"https://openalex.org/C24890656","wikidata":"https://www.wikidata.org/wiki/Q82811","display_name":"Acoustics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3632775.3661967","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3632775.3661967","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":"The 15th ACM International Conference on Future and Sustainable Energy Systems","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3632775.3661967","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3632775.3661967","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":"The 15th ACM International Conference on Future and Sustainable Energy Systems","raw_type":"proceedings-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy","score":0.6700000166893005}],"awards":[],"funders":[{"id":"https://openalex.org/F4320323817","display_name":"Universitas Brawijaya","ror":"https://ror.org/01wk3d929"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W1940496428","https://openalex.org/W2103160355","https://openalex.org/W2144264770","https://openalex.org/W2564993337","https://openalex.org/W2734256217","https://openalex.org/W2913159621","https://openalex.org/W2971940059","https://openalex.org/W2982585804","https://openalex.org/W3006087551","https://openalex.org/W3094381768","https://openalex.org/W3104020727","https://openalex.org/W3122349497","https://openalex.org/W3133294546","https://openalex.org/W3160258528","https://openalex.org/W3172264170","https://openalex.org/W3185585276","https://openalex.org/W4240433220","https://openalex.org/W4241388405","https://openalex.org/W4280564014","https://openalex.org/W4308121876","https://openalex.org/W4313889782","https://openalex.org/W4390701764"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278","https://openalex.org/W4395014643"],"abstract_inverted_index":{"Modeling":[0],"dynamical":[1,98],"systems":[2,121],"is":[3,42,78,85,117,138],"a":[4,39,97,110,147,159,201],"fundamental":[5],"task":[6],"in":[7,22,122,204],"scientific":[8],"and":[9,67,105,182,241],"engineering":[10],"fields,":[11],"often":[12,62,118],"accomplished":[13],"by":[14,192,222],"applying":[15,193],"theory-based":[16,33],"models":[17,34,61],"with":[18,53,179,247],"mathematical":[19],"equations.":[20],"Yet,":[21],"cases":[23],"where":[24],"these":[25],"equations":[26],"cannot":[27],"be":[28],"established":[29],"or":[30],"parameterized":[31],"properly,":[32],"are":[35],"not":[36],"applicable.":[37],"Instead,":[38],"viable":[40],"alternative":[41],"to":[43,69,71,82,140,151,165,173,195,206,224,228],"learn":[44],"the":[45,93,123,136,187,197,215,219,230,243,248],"system":[46,108,137],"dynamics":[47,127],"directly":[48],"from":[49],"data,":[50,73,235],"for":[51,120],"example":[52],"deep":[54,59,87,167],"learning":[55,60,168],"models.":[56],"However,":[57],"traditional":[58],"produce":[63],"physically":[64],"inconsistent":[65],"results":[66,212],"struggle":[68],"generalize":[70],"unseen":[72],"especially":[74],"when":[75],"training":[76,234,239],"data":[77,183],"limited.":[79],"One":[80],"solution":[81],"this":[83,101,153],"shortcoming":[84],"knowledge-guided":[86,148],"learning,":[88],"leveraging":[89],"prior":[90,114,130,156],"knowledge":[91,115,131,157],"about":[92],"expected":[94,249],"behavior":[95,199],"of":[96,113,125,155,189,200,245],"system.":[99],"In":[100,226],"work,":[102],"we":[103],"identify":[104],"formalize":[106],"permissible":[107],"states,":[109],"novel":[111],"type":[112,154],"that":[116,135,214],"available":[119],"context":[124],"temporal":[126,198],"modeling.":[128],"This":[129,170],"describes":[132],"dynamic":[133],"states":[134],"allowed":[139],"take":[141],"during":[142],"its":[143],"operation.":[144],"We":[145,185],"propose":[146],"multi-state":[149],"constraint":[150],"encode":[152],"through":[158],"loss":[160],"function,":[161],"making":[162],"it":[163,194],"applicable":[164],"any":[166],"model.":[169],"approach":[171],"allows":[172],"create":[174],"an":[175,207],"accurate":[176],"data-driven":[177],"model":[178,196],"minimal":[180],"effort":[181],"requirements.":[184],"validate":[186],"effectiveness":[188],"our":[190,236],"method":[191,217,237],"gas":[202],"turbine":[203],"response":[205],"input":[208],"control":[209],"signal.":[210],"Our":[211],"indicate":[213],"proposed":[216],"reduces":[218],"prediction":[220],"error":[221],"up":[223],"40%.":[225],"addition":[227],"reducing":[229],"dependency":[231],"on":[232],"extensive":[233],"mitigates":[238],"randomness":[240],"enhances":[242],"consistency":[244],"predictions":[246],"behavior.":[250]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
