{"id":"https://openalex.org/W4381946250","doi":"https://doi.org/10.3390/a16050243","title":"Optimizing Crop Yield and Reducing Energy Consumption in Greenhouse Control Using PSO-MPC Algorithm","display_name":"Optimizing Crop Yield and Reducing Energy Consumption in Greenhouse Control Using PSO-MPC Algorithm","publication_year":2023,"publication_date":"2023-05-07","ids":{"openalex":"https://openalex.org/W4381946250","doi":"https://doi.org/10.3390/a16050243"},"language":"en","primary_location":{"id":"doi:10.3390/a16050243","is_oa":true,"landing_page_url":"https://doi.org/10.3390/a16050243","pdf_url":"https://www.mdpi.com/1999-4893/16/5/243/pdf?version=1683517437","source":{"id":"https://openalex.org/S190629608","display_name":"Algorithms","issn_l":"1999-4893","issn":["1999-4893"],"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":"Algorithms","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1999-4893/16/5/243/pdf?version=1683517437","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5029956297","display_name":"Liyun Gong","orcid":"https://orcid.org/0000-0002-7223-5904"},"institutions":[{"id":"https://openalex.org/I51532219","display_name":"University of Lincoln","ror":"https://ror.org/03yeq9x20","country_code":"GB","type":"education","lineage":["https://openalex.org/I51532219"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Liyun Gong","raw_affiliation_strings":["School of Computer Science, University of Lincoln, Lincoln LN6 7TS, UK"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, University of Lincoln, Lincoln LN6 7TS, UK","institution_ids":["https://openalex.org/I51532219"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044367644","display_name":"Miao Yu","orcid":"https://orcid.org/0000-0001-6576-9564"},"institutions":[{"id":"https://openalex.org/I51532219","display_name":"University of Lincoln","ror":"https://ror.org/03yeq9x20","country_code":"GB","type":"education","lineage":["https://openalex.org/I51532219"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Miao Yu","raw_affiliation_strings":["School of Computer Science, University of Lincoln, Lincoln LN6 7TS, UK"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, University of Lincoln, Lincoln LN6 7TS, UK","institution_ids":["https://openalex.org/I51532219"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5001457450","display_name":"Stefanos Kollias","orcid":"https://orcid.org/0000-0003-2899-0598"},"institutions":[{"id":"https://openalex.org/I51532219","display_name":"University of Lincoln","ror":"https://ror.org/03yeq9x20","country_code":"GB","type":"education","lineage":["https://openalex.org/I51532219"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Stefanos Kollias","raw_affiliation_strings":["School of Computer Science, University of Lincoln, Lincoln LN6 7TS, UK"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, University of Lincoln, Lincoln LN6 7TS, UK","institution_ids":["https://openalex.org/I51532219"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5044367644"],"corresponding_institution_ids":["https://openalex.org/I51532219"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":7.4627,"has_fulltext":true,"cited_by_count":19,"citation_normalized_percentile":{"value":0.96634072,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"16","issue":"5","first_page":"243","last_page":"243"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12093","display_name":"Greenhouse Technology and Climate Control","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9448999762535095,"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/T11268","display_name":"Light effects on plants","score":0.9394999742507935,"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/particle-swarm-optimization","display_name":"Particle swarm optimization","score":0.7964727878570557},{"id":"https://openalex.org/keywords/model-predictive-control","display_name":"Model predictive control","score":0.6307113170623779},{"id":"https://openalex.org/keywords/energy-consumption","display_name":"Energy consumption","score":0.6125202178955078},{"id":"https://openalex.org/keywords/greenhouse","display_name":"Greenhouse","score":0.6102567911148071},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5831268429756165},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.5622178316116333},{"id":"https://openalex.org/keywords/optimal-control","display_name":"Optimal control","score":0.5483206510543823},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.31839263439178467},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3121424615383148},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.21240568161010742},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.16342157125473022},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.11372533440589905},{"id":"https://openalex.org/keywords/agronomy","display_name":"Agronomy","score":0.05883479118347168}],"concepts":[{"id":"https://openalex.org/C85617194","wikidata":"https://www.wikidata.org/wiki/Q2072794","display_name":"Particle swarm optimization","level":2,"score":0.7964727878570557},{"id":"https://openalex.org/C172205157","wikidata":"https://www.wikidata.org/wiki/Q1782962","display_name":"Model predictive control","level":3,"score":0.6307113170623779},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.6125202178955078},{"id":"https://openalex.org/C32198211","wikidata":"https://www.wikidata.org/wiki/Q165044","display_name":"Greenhouse","level":2,"score":0.6102567911148071},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5831268429756165},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.5622178316116333},{"id":"https://openalex.org/C91575142","wikidata":"https://www.wikidata.org/wiki/Q1971426","display_name":"Optimal control","level":2,"score":0.5483206510543823},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.31839263439178467},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3121424615383148},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.21240568161010742},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.16342157125473022},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.11372533440589905},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"score":0.05883479118347168},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/a16050243","is_oa":true,"landing_page_url":"https://doi.org/10.3390/a16050243","pdf_url":"https://www.mdpi.com/1999-4893/16/5/243/pdf?version=1683517437","source":{"id":"https://openalex.org/S190629608","display_name":"Algorithms","issn_l":"1999-4893","issn":["1999-4893"],"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":"Algorithms","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:e97cb98b040b4bbfb372b1a14676ad18","is_oa":true,"landing_page_url":"https://doaj.org/article/e97cb98b040b4bbfb372b1a14676ad18","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":"Algorithms, Vol 16, Iss 5, p 243 (2023)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1999-4893/16/5/243/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/a16050243","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":"Algorithms; Volume 16; Issue 5; Pages: 243","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/a16050243","is_oa":true,"landing_page_url":"https://doi.org/10.3390/a16050243","pdf_url":"https://www.mdpi.com/1999-4893/16/5/243/pdf?version=1683517437","source":{"id":"https://openalex.org/S190629608","display_name":"Algorithms","issn_l":"1999-4893","issn":["1999-4893"],"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":"Algorithms","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7","score":0.8700000047683716}],"awards":[{"id":"https://openalex.org/G3875748329","display_name":null,"funder_award_id":"European Regional Development Fund","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G5350617355","display_name":null,"funder_award_id":"SMART","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G8538941428","display_name":null,"funder_award_id":"Regional Development Fund","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320335322","display_name":"European Regional Development Fund","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320337753","display_name":"Interreg","ror":null}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4381946250.pdf"},"referenced_works_count":21,"referenced_works":["https://openalex.org/W1551153323","https://openalex.org/W1947320420","https://openalex.org/W1978865129","https://openalex.org/W1984619177","https://openalex.org/W1986685922","https://openalex.org/W2042082265","https://openalex.org/W2097609876","https://openalex.org/W2480924317","https://openalex.org/W2529444660","https://openalex.org/W2559816743","https://openalex.org/W2726507384","https://openalex.org/W2915692302","https://openalex.org/W2921413227","https://openalex.org/W3013201942","https://openalex.org/W3015615438","https://openalex.org/W3042656839","https://openalex.org/W3086767264","https://openalex.org/W3093856499","https://openalex.org/W3208230579","https://openalex.org/W4285701509","https://openalex.org/W6682642761"],"related_works":["https://openalex.org/W234340964","https://openalex.org/W4309832218","https://openalex.org/W2166797008","https://openalex.org/W1990079087","https://openalex.org/W3193919099","https://openalex.org/W3039676608","https://openalex.org/W2960233689","https://openalex.org/W2351877779","https://openalex.org/W2364328341","https://openalex.org/W2613985883"],"abstract_inverted_index":{"In":[0],"this":[1],"study,":[2],"we":[3,23],"present":[4],"a":[5,27,32,130],"novel":[6],"smart":[7,134],"greenhouse":[8,28,33,135],"control":[9,44,88,101,117,136],"algorithm":[10,54,89,125],"that":[11],"optimizes":[12],"crop":[13,34,74,142],"yield":[14,35,75,143],"while":[15,76,144],"minimizing":[16,77,145],"energy":[17,78,95,146],"consumption":[18,79],"costs.":[19,80,147],"To":[20],"achieve":[21],"this,":[22],"relied":[24],"on":[25],"both":[26],"climate":[29],"model":[30,42],"and":[31,94],"model.":[36],"Our":[37],"approach":[38,132],"involves":[39],"applying":[40],"the":[41,49,69,83,99,106,122,138],"predictive":[43],"(MPC)":[45],"method,":[46],"which":[47],"utilizes":[48],"particle":[50],"swarm":[51],"optimization":[52,70,108],"(PSO)":[53],"to":[55,72,98,133],"identify":[56],"optimal":[57,112],"controllable":[58,113],"parameters":[59,114],"such":[60],"as":[61],"heating,":[62],"lighting,":[63],"ventilation":[64],"levels.":[65],"The":[66,103],"objective":[67],"of":[68,85,92,105],"is":[71,118],"maximize":[73],"We":[81],"demonstrate":[82],"superiority":[84],"our":[86],"proposed":[87],"in":[90],"terms":[91],"performance":[93],"efficiency":[96],"compared":[97],"traditional":[100,123],"algorithm.":[102],"effectiveness":[104],"PSO-based":[107],"strategy":[109],"for":[110,115,140],"finding":[111],"MPC":[116],"also":[119],"demonstrated,":[120],"outperforming":[121],"genetic":[124],"optimization.":[126],"This":[127],"study":[128],"provides":[129],"promising":[131],"with":[137],"potential":[139],"increasing":[141]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}
