{"id":"https://openalex.org/W4410882065","doi":"https://doi.org/10.1515/auto-2024-0163","title":"Learning-based model identification for greenhouse climate control","display_name":"Learning-based model identification for greenhouse climate control","publication_year":2025,"publication_date":"2025-05-28","ids":{"openalex":"https://openalex.org/W4410882065","doi":"https://doi.org/10.1515/auto-2024-0163"},"language":"en","primary_location":{"id":"doi:10.1515/auto-2024-0163","is_oa":true,"landing_page_url":"https://doi.org/10.1515/auto-2024-0163","pdf_url":"https://www.degruyterbrill.com/document/doi/10.1515/auto-2024-0163/pdf","source":{"id":"https://openalex.org/S4210170077","display_name":"at - Automatisierungstechnik","issn_l":"0178-2312","issn":["0178-2312","2196-677X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319967","host_organization_name":"R. Oldenbourg Verlag","host_organization_lineage":["https://openalex.org/P4310319967"],"host_organization_lineage_names":["R. Oldenbourg Verlag"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"at - Automatisierungstechnik","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://www.degruyterbrill.com/document/doi/10.1515/auto-2024-0163/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5020472790","display_name":"Michael Fink","orcid":"https://orcid.org/0000-0003-4197-5464"},"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":true,"raw_author_name":"Michael Fink","raw_affiliation_strings":["Chair for Automatic Control at the Technical University of Munich , Munich , Germany"],"affiliations":[{"raw_affiliation_string":"Chair for Automatic Control at the Technical University of Munich , Munich , Germany","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113352970","display_name":"Annalena Daniels","orcid":"https://orcid.org/0000-0002-3680-7610"},"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":"Annalena Daniels","raw_affiliation_strings":["Chair for Automatic Control at the Technical University of Munich , Munich , Germany"],"affiliations":[{"raw_affiliation_string":"Chair for Automatic Control at the Technical University of Munich , Munich , Germany","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078222878","display_name":"Francisco Garc\u00eda-Ma\u00f1as","orcid":"https://orcid.org/0000-0002-2030-252X"},"institutions":[{"id":"https://openalex.org/I52354020","display_name":"University of Almer\u00eda","ror":"https://ror.org/003d3xx08","country_code":"ES","type":"education","lineage":["https://openalex.org/I52354020"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Francisco Garc\u00eda-Ma\u00f1as","raw_affiliation_strings":["Department of Informatics , University of Almer\u00eda , CIESOL, ceiA3, 04120 , Almer\u00eda , Spain"],"affiliations":[{"raw_affiliation_string":"Department of Informatics , University of Almer\u00eda , CIESOL, ceiA3, 04120 , Almer\u00eda , Spain","institution_ids":["https://openalex.org/I52354020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048719166","display_name":"Francisco J. Rodr\u00edguez\u2010Valadez","orcid":"https://orcid.org/0000-0001-9257-552X"},"institutions":[{"id":"https://openalex.org/I52354020","display_name":"University of Almer\u00eda","ror":"https://ror.org/003d3xx08","country_code":"ES","type":"education","lineage":["https://openalex.org/I52354020"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Francisco Rodr\u00edguez","raw_affiliation_strings":["Department of Informatics , University of Almer\u00eda , CIESOL, ceiA3, 04120 , Almer\u00eda , Spain"],"affiliations":[{"raw_affiliation_string":"Department of Informatics , University of Almer\u00eda , CIESOL, ceiA3, 04120 , Almer\u00eda , Spain","institution_ids":["https://openalex.org/I52354020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032338124","display_name":"Marion Leibold","orcid":"https://orcid.org/0000-0002-2802-5600"},"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":"Marion Leibold","raw_affiliation_strings":["Chair for Automatic Control at the Technical University of Munich , Munich , Germany"],"affiliations":[{"raw_affiliation_string":"Chair for Automatic Control at the Technical University of Munich , Munich , Germany","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5061769472","display_name":"Dirk Wollherr","orcid":"https://orcid.org/0000-0003-2810-6790"},"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":"Dirk Wollherr","raw_affiliation_strings":["Chair for Automatic Control at the Technical University of Munich , Munich , Germany"],"affiliations":[{"raw_affiliation_string":"Chair for Automatic Control at the Technical University of Munich , Munich , Germany","institution_ids":["https://openalex.org/I62916508"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5020472790"],"corresponding_institution_ids":["https://openalex.org/I62916508"],"apc_list":null,"apc_paid":null,"fwci":7.234,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.96449401,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"73","issue":"6","first_page":"451","last_page":"465"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12093","display_name":"Greenhouse Technology and Climate Control","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T12093","display_name":"Greenhouse Technology and Climate Control","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10121","display_name":"Building Energy and Comfort Optimization","score":0.9689000248908997,"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/T10616","display_name":"Smart Agriculture and AI","score":0.9641000032424927,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.6839478611946106},{"id":"https://openalex.org/keywords/greenhouse","display_name":"Greenhouse","score":0.6713495850563049},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.5482662916183472},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.4213504493236542},{"id":"https://openalex.org/keywords/environmental-resource-management","display_name":"Environmental resource management","score":0.3536110818386078},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.35087478160858154},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2506791353225708},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.13319739699363708},{"id":"https://openalex.org/keywords/agronomy","display_name":"Agronomy","score":0.09668895602226257},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.07238098978996277}],"concepts":[{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.6839478611946106},{"id":"https://openalex.org/C32198211","wikidata":"https://www.wikidata.org/wiki/Q165044","display_name":"Greenhouse","level":2,"score":0.6713495850563049},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.5482662916183472},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.4213504493236542},{"id":"https://openalex.org/C107826830","wikidata":"https://www.wikidata.org/wiki/Q929380","display_name":"Environmental resource management","level":1,"score":0.3536110818386078},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.35087478160858154},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2506791353225708},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.13319739699363708},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"score":0.09668895602226257},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.07238098978996277}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1515/auto-2024-0163","is_oa":true,"landing_page_url":"https://doi.org/10.1515/auto-2024-0163","pdf_url":"https://www.degruyterbrill.com/document/doi/10.1515/auto-2024-0163/pdf","source":{"id":"https://openalex.org/S4210170077","display_name":"at - Automatisierungstechnik","issn_l":"0178-2312","issn":["0178-2312","2196-677X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319967","host_organization_name":"R. Oldenbourg Verlag","host_organization_lineage":["https://openalex.org/P4310319967"],"host_organization_lineage_names":["R. Oldenbourg Verlag"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"at - Automatisierungstechnik","raw_type":"journal-article"},{"id":"pmh:oai:repositorio.ual.es:10835/19790","is_oa":true,"landing_page_url":"http://hdl.handle.net/10835/19790","pdf_url":"https://repositorio.ual.es/bitstream/10835/19790/1/2025_AT_Learning%20greenhouse.pdf","source":{"id":"https://openalex.org/S4306400756","display_name":"Repositorio de Patentes de la Universidad de Almer\u00eda (Universidad de Almer\u00eda)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:mediatum.ub.tum.de:node/1784836","is_oa":false,"landing_page_url":"https://mediatum.ub.tum.de/1784836","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"doi:10.1515/auto-2024-0163","is_oa":true,"landing_page_url":"https://doi.org/10.1515/auto-2024-0163","pdf_url":"https://www.degruyterbrill.com/document/doi/10.1515/auto-2024-0163/pdf","source":{"id":"https://openalex.org/S4210170077","display_name":"at - Automatisierungstechnik","issn_l":"0178-2312","issn":["0178-2312","2196-677X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319967","host_organization_name":"R. Oldenbourg Verlag","host_organization_lineage":["https://openalex.org/P4310319967"],"host_organization_lineage_names":["R. Oldenbourg Verlag"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"at - Automatisierungstechnik","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320331435","display_name":"Universidad de Almer\u00eda","ror":"https://ror.org/003d3xx08"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4410882065.pdf","grobid_xml":"https://content.openalex.org/works/W4410882065.grobid-xml"},"referenced_works_count":43,"referenced_works":["https://openalex.org/W1585823841","https://openalex.org/W1680392829","https://openalex.org/W1964439162","https://openalex.org/W2015318062","https://openalex.org/W2016286236","https://openalex.org/W2024796639","https://openalex.org/W2040085420","https://openalex.org/W2046046401","https://openalex.org/W2095705004","https://openalex.org/W2101909703","https://openalex.org/W2110436414","https://openalex.org/W2146667062","https://openalex.org/W2165698076","https://openalex.org/W2335277946","https://openalex.org/W2494315462","https://openalex.org/W2529444660","https://openalex.org/W2842089854","https://openalex.org/W2949676527","https://openalex.org/W2970971581","https://openalex.org/W2992833799","https://openalex.org/W3012659837","https://openalex.org/W3083252036","https://openalex.org/W3183795420","https://openalex.org/W3203589573","https://openalex.org/W3211676960","https://openalex.org/W4200178958","https://openalex.org/W4205550208","https://openalex.org/W4206786181","https://openalex.org/W4225156945","https://openalex.org/W4225863314","https://openalex.org/W4245652688","https://openalex.org/W4280488347","https://openalex.org/W4321380998","https://openalex.org/W4361986561","https://openalex.org/W4376126145","https://openalex.org/W4387123704","https://openalex.org/W4388909948","https://openalex.org/W4389650743","https://openalex.org/W4401948034","https://openalex.org/W4401948061","https://openalex.org/W4401948154","https://openalex.org/W6631190155","https://openalex.org/W6745121187"],"related_works":["https://openalex.org/W234340964","https://openalex.org/W4309832218","https://openalex.org/W2166797008","https://openalex.org/W3039676608","https://openalex.org/W3193919099","https://openalex.org/W2351877779","https://openalex.org/W2960233689","https://openalex.org/W2364328341","https://openalex.org/W2916988783","https://openalex.org/W2352198611"],"abstract_inverted_index":{"Abstract":[0],"A":[1],"controller":[2,207],"for":[3,70,143,206],"the":[4,19,27,44,71,76,106,168,174,191,193,197,219],"air":[5],"temperature":[6,77,112,130],"and":[7,66,78,87,113,124,131,138,158,186],"relative":[8],"humidity":[9,79,114,194],"of":[10,22,29,46,75,167,190],"a":[11,63,67,81,95,139],"greenhouse":[12,31,129],"is":[13,40,182,195,204,214],"presented":[14,200],"that":[15],"relies":[16],"only":[17],"on":[18,128],"efficient":[20],"exploitation":[21],"natural":[23],"ventilation.":[24],"Due":[25],"to":[26,61,104,120,216],"difficulty":[28],"modeling":[30],"climate":[32],"from":[33],"first":[34],"principles,":[35],"Neural":[36,56],"Predictive":[37,50],"Control":[38,51],"(NPC)":[39],"chosen,":[41],"which":[42],"combines":[43],"advantages":[45],"learning":[47],"with":[48,89,152],"Model":[49],"(MPC)":[52],"under":[53],"constraints.":[54],"Feedforward":[55],"Networks":[57],"(NNs)":[58],"are":[59,85],"used":[60],"obtain":[62],"predictive":[64],"model":[65,69],"simulation":[68,151],"complex":[72],"nonlinear":[73],"dynamics":[74],"inside":[80],"greenhouse.":[82,97],"The":[83,98,145,161,170,199],"NNs":[84],"trained":[86],"validated":[88],"an":[90],"81-day":[91],"dataset":[92],"recorded":[93],"in":[94,150,173,177,187,212,218],"Mediterranean":[96],"MPC":[99],"approach":[100,176,203],"applies":[101],"operational":[102],"constraints":[103,134],"compute":[105],"optimal":[107],"vent":[108,136],"opening.":[109],"It":[110],"minimizes":[111],"tracking":[115,171],"errors,":[116],"limits":[117],"control":[118,175,202],"increments":[119],"reduce":[121],"motor":[122],"wear,":[123],"enforces":[125],"soft":[126],"bounds":[127],"humidity.":[132],"Hard":[133],"include":[135],"saturation":[137],"wind":[140],"speed":[141],"limit":[142],"safety.":[144],"NPC":[146],"strategy":[147],"was":[148],"evaluated":[149],"real":[153],"weather,":[154],"featuring":[155],"both":[156],"sunny":[157],"windy":[159],"conditions.":[160],"results":[162],"show":[163],"small":[164],"validation":[165],"errors":[166],"NNs.":[169],"error":[172],"situations":[178],"without":[179],"saturated":[180],"input":[181],"below":[183],"3":[184],"K":[185],"81":[188],"%":[189],"time":[192],"within":[196],"bounds.":[198],"data-driven":[201],"attractive":[205],"design":[208],"as":[209],"data":[210],"availability":[211],"greenhouses":[213],"expected":[215],"increase":[217],"coming":[220],"years.":[221]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":2}],"updated_date":"2026-03-24T08:02:53.985720","created_date":"2025-10-10T00:00:00"}