{"id":"https://openalex.org/W4317726997","doi":"https://doi.org/10.3390/s23031250","title":"A Soft Sensor to Estimate the Opening of Greenhouse Vents Based on an LSTM-RNN Neural Network","display_name":"A Soft Sensor to Estimate the Opening of Greenhouse Vents Based on an LSTM-RNN Neural Network","publication_year":2023,"publication_date":"2023-01-21","ids":{"openalex":"https://openalex.org/W4317726997","doi":"https://doi.org/10.3390/s23031250","pmid":"https://pubmed.ncbi.nlm.nih.gov/36772289"},"language":"en","primary_location":{"id":"doi:10.3390/s23031250","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23031250","pdf_url":"https://www.mdpi.com/1424-8220/23/3/1250/pdf?version=1674294598","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/23/3/1250/pdf?version=1674294598","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5034991187","display_name":"Mounir Guesbaya","orcid":null},"institutions":[{"id":"https://openalex.org/I206961696","display_name":"University of Biskra","ror":"https://ror.org/05fr5y859","country_code":"DZ","type":"education","lineage":["https://openalex.org/I206961696"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Mounir Guesbaya","raw_affiliation_strings":["LI3CUB Laboratory, Department of Electrical Engineering, University of Biskra, BP 145 RP, Biskra 07000, Algeria"],"affiliations":[{"raw_affiliation_string":"LI3CUB Laboratory, Department of Electrical Engineering, University of Biskra, BP 145 RP, Biskra 07000, Algeria","institution_ids":["https://openalex.org/I206961696"]}]},{"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, E04120 Almer\u00eda, Spain"],"affiliations":[{"raw_affiliation_string":"Department of Informatics, University of Almer\u00eda, CIESOL, ceiA3, E04120 Almer\u00eda, Spain","institution_ids":["https://openalex.org/I52354020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100447845","display_name":"Francisco Rodr\u00edguez","orcid":"https://orcid.org/0000-0001-9536-1922"},"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":true,"raw_author_name":"Francisco Rodr\u00edguez","raw_affiliation_strings":["Department of Informatics, University of Almer\u00eda, CIESOL, ceiA3, E04120 Almer\u00eda, Spain"],"affiliations":[{"raw_affiliation_string":"Department of Informatics, University of Almer\u00eda, CIESOL, ceiA3, E04120 Almer\u00eda, Spain","institution_ids":["https://openalex.org/I52354020"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5030167475","display_name":"Hassina Megherbi","orcid":null},"institutions":[{"id":"https://openalex.org/I206961696","display_name":"University of Biskra","ror":"https://ror.org/05fr5y859","country_code":"DZ","type":"education","lineage":["https://openalex.org/I206961696"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Hassina Megherbi","raw_affiliation_strings":["LARHYSS Laboratory, University of Biskra, BP 145 RP, Biskra 07000, Algeria"],"affiliations":[{"raw_affiliation_string":"LARHYSS Laboratory, University of Biskra, BP 145 RP, Biskra 07000, Algeria","institution_ids":["https://openalex.org/I206961696"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5100447845"],"corresponding_institution_ids":["https://openalex.org/I52354020"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2598},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2598},"fwci":7.4627,"has_fulltext":true,"cited_by_count":19,"citation_normalized_percentile":{"value":0.96505627,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"23","issue":"3","first_page":"1250","last_page":"1250"},"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/T10616","display_name":"Smart Agriculture and AI","score":0.9864000082015991,"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/T14365","display_name":"Leaf Properties and Growth Measurement","score":0.9769999980926514,"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/greenhouse","display_name":"Greenhouse","score":0.8180848360061646},{"id":"https://openalex.org/keywords/soft-sensor","display_name":"Soft sensor","score":0.574474036693573},{"id":"https://openalex.org/keywords/mediterranean-climate","display_name":"Mediterranean climate","score":0.5716825127601624},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5606583952903748},{"id":"https://openalex.org/keywords/greenhouse-gas","display_name":"Greenhouse gas","score":0.5164046883583069},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.5035771727561951},{"id":"https://openalex.org/keywords/control-variable","display_name":"Control variable","score":0.47172632813453674},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.460178017616272},{"id":"https://openalex.org/keywords/recurrent-neural-network","display_name":"Recurrent neural network","score":0.45974475145339966},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.45522013306617737},{"id":"https://openalex.org/keywords/wireless-sensor-network","display_name":"Wireless sensor network","score":0.4376099109649658},{"id":"https://openalex.org/keywords/variable","display_name":"Variable (mathematics)","score":0.4289740324020386},{"id":"https://openalex.org/keywords/state-variable","display_name":"State variable","score":0.42726999521255493},{"id":"https://openalex.org/keywords/ventilation","display_name":"Ventilation (architecture)","score":0.4133645296096802},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.35078269243240356},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.25595343112945557},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.23417845368385315},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.22571268677711487},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.20378583669662476},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.09156456589698792}],"concepts":[{"id":"https://openalex.org/C32198211","wikidata":"https://www.wikidata.org/wiki/Q165044","display_name":"Greenhouse","level":2,"score":0.8180848360061646},{"id":"https://openalex.org/C115575686","wikidata":"https://www.wikidata.org/wiki/Q18822403","display_name":"Soft sensor","level":3,"score":0.574474036693573},{"id":"https://openalex.org/C4646841","wikidata":"https://www.wikidata.org/wiki/Q13996","display_name":"Mediterranean climate","level":2,"score":0.5716825127601624},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5606583952903748},{"id":"https://openalex.org/C47737302","wikidata":"https://www.wikidata.org/wiki/Q167336","display_name":"Greenhouse gas","level":2,"score":0.5164046883583069},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.5035771727561951},{"id":"https://openalex.org/C153240184","wikidata":"https://www.wikidata.org/wiki/Q3243772","display_name":"Control variable","level":2,"score":0.47172632813453674},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.460178017616272},{"id":"https://openalex.org/C147168706","wikidata":"https://www.wikidata.org/wiki/Q1457734","display_name":"Recurrent neural network","level":3,"score":0.45974475145339966},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.45522013306617737},{"id":"https://openalex.org/C24590314","wikidata":"https://www.wikidata.org/wiki/Q336038","display_name":"Wireless sensor network","level":2,"score":0.4376099109649658},{"id":"https://openalex.org/C182365436","wikidata":"https://www.wikidata.org/wiki/Q50701","display_name":"Variable (mathematics)","level":2,"score":0.4289740324020386},{"id":"https://openalex.org/C129537906","wikidata":"https://www.wikidata.org/wiki/Q7603913","display_name":"State variable","level":2,"score":0.42726999521255493},{"id":"https://openalex.org/C200457457","wikidata":"https://www.wikidata.org/wiki/Q584049","display_name":"Ventilation (architecture)","level":2,"score":0.4133645296096802},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.35078269243240356},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.25595343112945557},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.23417845368385315},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.22571268677711487},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.20378583669662476},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.09156456589698792},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","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/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C144027150","wikidata":"https://www.wikidata.org/wiki/Q48803","display_name":"Horticulture","level":1,"score":0.0}],"mesh":[],"locations_count":6,"locations":[{"id":"doi:10.3390/s23031250","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23031250","pdf_url":"https://www.mdpi.com/1424-8220/23/3/1250/pdf?version=1674294598","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},{"id":"pmid:36772289","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36772289","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:9921858","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9921858","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC9921858/pdf/sensors-23-01250.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors (Basel)","raw_type":"Text"},{"id":"pmh:oai:repositorio.ual.es:10835/14179","is_oa":true,"landing_page_url":"http://hdl.handle.net/10835/14179","pdf_url":"https://repositorio.ual.es/bitstream/10835/14179/1/sensors-23-01250.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":"","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:doaj.org/article:7b09f6dae3f949ea8273ae91e11570e6","is_oa":true,"landing_page_url":"https://doaj.org/article/7b09f6dae3f949ea8273ae91e11570e6","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors, Vol 23, Iss 3, p 1250 (2023)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1424-8220/23/3/1250/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/s23031250","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors; Volume 23; Issue 3; Pages: 1250","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/s23031250","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23031250","pdf_url":"https://www.mdpi.com/1424-8220/23/3/1250/pdf?version=1674294598","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","display_name":"Climate action","score":0.6600000262260437}],"awards":[{"id":"https://openalex.org/G1622782223","display_name":null,"funder_award_id":"MCIN/AEI/10","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G2262748287","display_name":null,"funder_award_id":"501100011033","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G2750881567","display_name":null,"funder_award_id":"MCIN/AEI/","funder_id":"https://openalex.org/F4320315062","funder_display_name":"Ministerio de Ciencia, Innovaci\u00f3n y Universidades"},{"id":"https://openalex.org/G3179994354","display_name":null,"funder_award_id":"PID2021-122560OB-I00","funder_id":"https://openalex.org/F4320315062","funder_display_name":"Ministerio de Ciencia, Innovaci\u00f3n y Universidades"},{"id":"https://openalex.org/G3429648993","display_name":null,"funder_award_id":"PID202","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G3480869486","display_name":null,"funder_award_id":"13039","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G3727459686","display_name":null,"funder_award_id":"13039/50110001103","funder_id":"https://openalex.org/F4320315062","funder_display_name":"Ministerio de Ciencia, Innovaci\u00f3n y Universidades"},{"id":"https://openalex.org/G4126322094","display_name":null,"funder_award_id":"01100011033","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G451917667","display_name":null,"funder_award_id":"13039/501100011033","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G5967599077","display_name":null,"funder_award_id":"501100011033","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G661330594","display_name":null,"funder_award_id":"00110","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G6685425346","display_name":null,"funder_award_id":"0011033","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G7084143925","display_name":null,"funder_award_id":"AEI/10","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G7266728691","display_name":null,"funder_award_id":"13039/501100011033","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G8260616629","display_name":null,"funder_award_id":"011033","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G8497050386","display_name":null,"funder_award_id":"501100011033","funder_id":"https://openalex.org/F4320315062","funder_display_name":"Ministerio de Ciencia, Innovaci\u00f3n y Universidades"},{"id":"https://openalex.org/G8516412140","display_name":null,"funder_award_id":"13039/501100011033","funder_id":"https://openalex.org/F4320315062","funder_display_name":"Ministerio de Ciencia, Innovaci\u00f3n y Universidades"},{"id":"https://openalex.org/G8570012161","display_name":null,"funder_award_id":"unknown","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"}],"funders":[{"id":"https://openalex.org/F4320315062","display_name":"Ministerio de Ciencia, Innovaci\u00f3n y Universidades","ror":null},{"id":"https://openalex.org/F4320335322","display_name":"European Regional Development Fund","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320335598","display_name":"Agencia Estatal de Investigaci\u00f3n","ror":null}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4317726997.pdf"},"referenced_works_count":32,"referenced_works":["https://openalex.org/W2024796639","https://openalex.org/W2034419658","https://openalex.org/W2039223318","https://openalex.org/W2043626562","https://openalex.org/W2057587884","https://openalex.org/W2064675550","https://openalex.org/W2085862958","https://openalex.org/W2114390198","https://openalex.org/W2494315462","https://openalex.org/W2590543761","https://openalex.org/W2590649022","https://openalex.org/W2748203360","https://openalex.org/W2771058985","https://openalex.org/W2906157673","https://openalex.org/W2961306323","https://openalex.org/W2998464909","https://openalex.org/W3024761859","https://openalex.org/W3026288878","https://openalex.org/W3093874141","https://openalex.org/W3105849125","https://openalex.org/W3120143502","https://openalex.org/W3125123973","https://openalex.org/W3138032864","https://openalex.org/W3150635270","https://openalex.org/W3194074702","https://openalex.org/W4200178958","https://openalex.org/W4205143292","https://openalex.org/W4214616180","https://openalex.org/W4281396503","https://openalex.org/W4306835715","https://openalex.org/W6631190155","https://openalex.org/W7053385696"],"related_works":["https://openalex.org/W2136599217","https://openalex.org/W4281252219","https://openalex.org/W2581872955","https://openalex.org/W2005996332","https://openalex.org/W1976025103","https://openalex.org/W1982014502","https://openalex.org/W1989001513","https://openalex.org/W2566554758","https://openalex.org/W2085316060","https://openalex.org/W2087352281"],"abstract_inverted_index":{"In":[0,49],"greenhouses,":[1,51],"sensors":[2],"are":[3,80],"needed":[4],"to":[5,18,22,61,85,109,145,179,234],"measure":[6],"the":[7,24,35,38,56,59,63,66,69,114,147,150,155,191,198,204,208,220],"variables":[8,123,153],"of":[9,37,40,58,71,95,116,157,186,207,215,225],"interest.":[10],"They":[11],"help":[12],"farmers":[13,53,230],"and":[14,42,119,143,154,165,182,231],"allow":[15],"automatic":[16],"controllers":[17],"determine":[19],"control":[20,43,78],"actions":[21],"regulate":[23,62],"environmental":[25],"conditions":[26],"that":[27,197],"favor":[28],"crop":[29],"growth.":[30],"This":[31],"paper":[32,93],"focuses":[33],"on":[34],"problem":[36],"lack":[39],"monitoring":[41],"systems":[44,79,228],"in":[45,91,134],"traditional":[46,131],"Mediterranean":[47],"greenhouses.":[48],"such":[50,239],"most":[52],"manually":[54],"operate":[55],"opening":[57,73,112,206],"vents":[60,209],"temperature":[64],"during":[65],"daytime.":[67],"Therefore,":[68],"state":[70,156],"vent":[72,111,158],"is":[74],"not":[75,81],"recorded":[76,174],"because":[77],"usually":[82],"installed":[83],"due":[84],"economic":[86],"reasons.":[87],"The":[88,139,170,194],"solution":[89],"presented":[90],"this":[92],"consists":[94],"developing":[96],"a":[97,106,130,184,211],"Long":[98],"Short-Term":[99],"Memory":[100],"Recurrent":[101],"Neural":[102],"Network":[103],"(LSTM-RNN)":[104],"as":[105,124,223,240],"soft":[107,192,200,221],"sensor":[108,201,222],"estimate":[110,203],"using":[113,232],"measurements":[115],"different":[117],"inside":[118],"outside":[120],"greenhouse":[121,132,241],"climate":[122,152],"input":[125],"data.":[126],"A":[127],"dataset":[128,171],"from":[129],"located":[133],"Almer\u00eda":[135],"(Spain)":[136],"was":[137,176],"used.":[138],"data":[140],"were":[141],"processed":[142],"analyzed":[144],"study":[146],"relationships":[148],"between":[149],"measured":[151],"opening,":[159],"both":[160],"statistically":[161],"(using":[162],"correlation":[163],"coefficients)":[164],"graphically":[166],"(with":[167,172],"regression":[168],"analysis).":[169],"81":[173],"days)":[175],"then":[177],"used":[178],"train,":[180],"validate,":[181],"test":[183],"set":[185],"candidate":[187],"LSTM-based":[188],"networks":[189],"for":[190,229],"sensor.":[193],"results":[195],"show":[196],"developed":[199],"can":[202],"actual":[205],"with":[210],"mean":[212],"absolute":[213],"error":[214],"4.45%,":[216],"which":[217],"encourages":[218],"integrating":[219],"part":[224],"decision":[226],"support":[227],"it":[233],"calculate":[235],"other":[236],"essential":[237],"variables,":[238],"ventilation":[242],"rate.":[243]},"counts_by_year":[{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":4}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}
