{"id":"https://openalex.org/W1996558157","doi":"https://doi.org/10.1109/cdc.2012.6426767","title":"Learning near-optimal decision rules for energy efficient building control","display_name":"Learning near-optimal decision rules for energy efficient building control","publication_year":2012,"publication_date":"2012-12-01","ids":{"openalex":"https://openalex.org/W1996558157","doi":"https://doi.org/10.1109/cdc.2012.6426767","mag":"1996558157"},"language":"en","primary_location":{"id":"doi:10.1109/cdc.2012.6426767","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cdc.2012.6426767","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 IEEE 51st IEEE Conference on Decision and Control (CDC)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://infoscience.epfl.ch/record/181937","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5079722989","display_name":"Alexander Domahidi","orcid":"https://orcid.org/0000-0002-6828-1668"},"institutions":[{"id":"https://openalex.org/I35440088","display_name":"ETH Zurich","ror":"https://ror.org/05a28rw58","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Alexander Domahidi","raw_affiliation_strings":["Automatic Control Laboratory, Department of Information Technology and Electrical Engineering, ETH Zurich, Zurich, Switzerland","[Automatic Control Laboratory, Department of Information Technology and Electrical Engineering, ETH Zurich, 8092, Switzerland]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Automatic Control Laboratory, Department of Information Technology and Electrical Engineering, ETH Zurich, Zurich, Switzerland","institution_ids":["https://openalex.org/I35440088"]},{"raw_affiliation_string":"[Automatic Control Laboratory, Department of Information Technology and Electrical Engineering, ETH Zurich, 8092, Switzerland]","institution_ids":["https://openalex.org/I35440088"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084428097","display_name":"Fabian Ullmann","orcid":null},"institutions":[{"id":"https://openalex.org/I35440088","display_name":"ETH Zurich","ror":"https://ror.org/05a28rw58","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Fabian Ullmann","raw_affiliation_strings":["Automatic Control Laboratory, Department of Information Technology and Electrical Engineering, ETH Zurich, Zurich, Switzerland","[Automatic Control Laboratory, Department of Information Technology and Electrical Engineering, ETH Zurich, 8092, Switzerland]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Automatic Control Laboratory, Department of Information Technology and Electrical Engineering, ETH Zurich, Zurich, Switzerland","institution_ids":["https://openalex.org/I35440088"]},{"raw_affiliation_string":"[Automatic Control Laboratory, Department of Information Technology and Electrical Engineering, ETH Zurich, 8092, Switzerland]","institution_ids":["https://openalex.org/I35440088"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025946191","display_name":"Manfred Morari","orcid":"https://orcid.org/0000-0002-7696-5058"},"institutions":[{"id":"https://openalex.org/I35440088","display_name":"ETH Zurich","ror":"https://ror.org/05a28rw58","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Manfred Morari","raw_affiliation_strings":["Automatic Control Laboratory, Department of Information Technology and Electrical Engineering, ETH Zurich, Zurich, Switzerland","[Automatic Control Laboratory, Department of Information Technology and Electrical Engineering, ETH Zurich, 8092, Switzerland]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Automatic Control Laboratory, Department of Information Technology and Electrical Engineering, ETH Zurich, Zurich, Switzerland","institution_ids":["https://openalex.org/I35440088"]},{"raw_affiliation_string":"[Automatic Control Laboratory, Department of Information Technology and Electrical Engineering, ETH Zurich, 8092, Switzerland]","institution_ids":["https://openalex.org/I35440088"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5085117832","display_name":"Colin N. Jones","orcid":"https://orcid.org/0000-0001-7239-4799"},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Colin N. Jones","raw_affiliation_strings":["Automatic Control Laboratory, \u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne, Lausanne, Switzerland","Automatic Control Laboratory, Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne (EPFL), 1015, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Automatic Control Laboratory, \u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne, Lausanne, Switzerland","institution_ids":["https://openalex.org/I5124864"]},{"raw_affiliation_string":"Automatic Control Laboratory, Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne (EPFL), 1015, Switzerland","institution_ids":["https://openalex.org/I5124864"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"7571","last_page":"7576"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10121","display_name":"Building Energy and Comfort Optimization","score":0.9980000257492065,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"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/T10121","display_name":"Building Energy and Comfort Optimization","score":0.9980000257492065,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"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/T10791","display_name":"Advanced Control Systems Optimization","score":0.9932000041007996,"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/T10603","display_name":"Smart Grid Energy Management","score":0.9646999835968018,"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/pruning","display_name":"Pruning","score":0.7397289872169495},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6862404942512512},{"id":"https://openalex.org/keywords/ranking","display_name":"Ranking (information retrieval)","score":0.6131306886672974},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5642257928848267},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.5511597394943237},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5484085083007812},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.5305431485176086},{"id":"https://openalex.org/keywords/reduction","display_name":"Reduction (mathematics)","score":0.4835226535797119},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.46620023250579834},{"id":"https://openalex.org/keywords/construct","display_name":"Construct (python library)","score":0.4508129060268402},{"id":"https://openalex.org/keywords/model-predictive-control","display_name":"Model predictive control","score":0.4484342932701111},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.4210747182369232},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.41344016790390015},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.4111813008785248},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.41098272800445557},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3468666076660156},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.11518114805221558}],"concepts":[{"id":"https://openalex.org/C108010975","wikidata":"https://www.wikidata.org/wiki/Q500094","display_name":"Pruning","level":2,"score":0.7397289872169495},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6862404942512512},{"id":"https://openalex.org/C189430467","wikidata":"https://www.wikidata.org/wiki/Q7293293","display_name":"Ranking (information retrieval)","level":2,"score":0.6131306886672974},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5642257928848267},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.5511597394943237},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5484085083007812},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5305431485176086},{"id":"https://openalex.org/C111335779","wikidata":"https://www.wikidata.org/wiki/Q3454686","display_name":"Reduction (mathematics)","level":2,"score":0.4835226535797119},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.46620023250579834},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.4508129060268402},{"id":"https://openalex.org/C172205157","wikidata":"https://www.wikidata.org/wiki/Q1782962","display_name":"Model predictive control","level":3,"score":0.4484342932701111},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.4210747182369232},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.41344016790390015},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.4111813008785248},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.41098272800445557},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3468666076660156},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11518114805221558},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","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},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","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/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/cdc.2012.6426767","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cdc.2012.6426767","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 IEEE 51st IEEE Conference on Decision and Control (CDC)","raw_type":"proceedings-article"},{"id":"pmh:oai:infoscience.epfl.ch:181937","is_oa":true,"landing_page_url":"http://infoscience.epfl.ch/record/181937","pdf_url":null,"source":{"id":"https://openalex.org/S4306400487","display_name":"Infoscience (Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"},{"id":"pmh:oai:infoscience.epfl.ch:181941","is_oa":true,"landing_page_url":"http://infoscience.epfl.ch/record/181941","pdf_url":null,"source":{"id":"https://openalex.org/S4306400487","display_name":"Infoscience (Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:infoscience.epfl.ch:181937","is_oa":true,"landing_page_url":"http://infoscience.epfl.ch/record/181937","pdf_url":null,"source":{"id":"https://openalex.org/S4306400487","display_name":"Infoscience (Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy","score":0.8899999856948853}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W597932189","https://openalex.org/W1521151440","https://openalex.org/W1988790447","https://openalex.org/W2001960389","https://openalex.org/W2026079951","https://openalex.org/W2030469774","https://openalex.org/W2042317950","https://openalex.org/W2053962074","https://openalex.org/W2092792488","https://openalex.org/W2105708535","https://openalex.org/W2110349823","https://openalex.org/W2116773335","https://openalex.org/W2163121678","https://openalex.org/W2166313543","https://openalex.org/W2182510773","https://openalex.org/W2536620281","https://openalex.org/W3097096317","https://openalex.org/W4245558064","https://openalex.org/W4248437541","https://openalex.org/W6650701902"],"related_works":["https://openalex.org/W2366107444","https://openalex.org/W4388145910","https://openalex.org/W2381570729","https://openalex.org/W1976205134","https://openalex.org/W4248336175","https://openalex.org/W2031260042","https://openalex.org/W2391445434","https://openalex.org/W3009369890","https://openalex.org/W4312490297","https://openalex.org/W1990079087"],"abstract_inverted_index":{"Recent":[0],"studies":[1,155],"suggest":[2,56],"that":[3,46,64,126],"advanced":[4],"optimization":[5],"based":[6,41,62,92],"control":[7,13,87],"methods":[8,25],"such":[9],"as":[10,31],"model":[11],"predictive":[12],"(MPC)":[14],"can":[15,47],"increase":[16],"energy":[17],"efficiency":[18],"of":[19,23,78,85,100,115,164],"buildings.":[20],"However,":[21],"adoption":[22],"these":[24],"by":[26,140],"industry":[27],"is":[28,91,130,147,157],"still":[29],"slow,":[30],"building":[32],"operators":[33],"are":[34,122],"used":[35],"to":[36,74,159],"working":[37],"with":[38,71],"simple":[39],"controllers":[40,63,73],"on":[42,93,105,117],"intuitive":[43],"decision":[44,120],"rules":[45,81,121],"be":[48],"tuned":[49],"easily":[50],"on-site.":[51],"In":[52],"this":[53,127],"paper,":[54],"we":[55],"a":[57,76],"synthesis":[58],"procedure":[59],"for":[60,132,151],"rule":[61],"extracts":[65],"prevalent":[66],"information":[67],"from":[68,97],"simulation":[69,150],"data":[70],"MPC":[72,165],"construct":[75],"set":[77],"human":[79],"readable":[80],"while":[82],"preserving":[83],"much":[84],"the":[86,94,98,111,119,161,167],"performance.":[88],"The":[89,144],"method":[90,146],"AdaBoost":[95],"algorithm":[96],"field":[99],"machine":[101],"learning.":[102],"We":[103,124],"focus":[104],"learning":[106],"binary":[107],"decisions,":[108],"considering":[109],"also":[110],"ranking":[112],"and":[113,136,156],"selection":[114,129],"measurements":[116],"which":[118],"based.":[123],"show":[125],"feature":[128],"useful":[131],"both":[133],"complexity":[134],"reduction":[135,169],"decreasing":[137],"investment":[138],"costs":[139],"pruning":[141],"unnecessary":[142],"sensors.":[143],"proposed":[145],"evaluated":[148],"in":[149,170],"six":[152],"different":[153],"case":[154],"shown":[158],"maintain":[160],"high":[162],"performance":[163],"despite":[166],"tremendous":[168],"complexity.":[171]},"counts_by_year":[{"year":2021,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1},{"year":2015,"cited_by_count":2},{"year":2014,"cited_by_count":4}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
