{"id":"https://openalex.org/W2844466095","doi":"https://doi.org/10.1145/3205651.3205724","title":"Improving greenhouse environmental control using crop-model-driven multi-objective optimization","display_name":"Improving greenhouse environmental control using crop-model-driven multi-objective optimization","publication_year":2018,"publication_date":"2018-07-06","ids":{"openalex":"https://openalex.org/W2844466095","doi":"https://doi.org/10.1145/3205651.3205724","mag":"2844466095"},"language":"en","primary_location":{"id":"doi:10.1145/3205651.3205724","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3205651.3205724","pdf_url":null,"source":{"id":"https://openalex.org/S4363608771","display_name":"Proceedings of the Genetic and Evolutionary Computation Conference Companion","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Genetic and Evolutionary Computation Conference Companion","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5024418503","display_name":"Jos\u00e9 R. Llera","orcid":null},"institutions":[{"id":"https://openalex.org/I87216513","display_name":"Michigan State University","ror":"https://ror.org/05hs6h993","country_code":"US","type":"education","lineage":["https://openalex.org/I87216513"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Jos\u00e9 R. Llera","raw_affiliation_strings":["Michigan State University"],"affiliations":[{"raw_affiliation_string":"Michigan State University","institution_ids":["https://openalex.org/I87216513"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034853476","display_name":"Erik D. Goodman","orcid":"https://orcid.org/0000-0002-2419-0692"},"institutions":[{"id":"https://openalex.org/I87216513","display_name":"Michigan State University","ror":"https://ror.org/05hs6h993","country_code":"US","type":"education","lineage":["https://openalex.org/I87216513"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Erik D. Goodman","raw_affiliation_strings":["Michigan State University"],"affiliations":[{"raw_affiliation_string":"Michigan State University","institution_ids":["https://openalex.org/I87216513"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077980401","display_name":"Erik S. Runkle","orcid":"https://orcid.org/0000-0003-0398-4183"},"institutions":[{"id":"https://openalex.org/I87216513","display_name":"Michigan State University","ror":"https://ror.org/05hs6h993","country_code":"US","type":"education","lineage":["https://openalex.org/I87216513"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Erik S. Runkle","raw_affiliation_strings":["Michigan State University"],"affiliations":[{"raw_affiliation_string":"Michigan State University","institution_ids":["https://openalex.org/I87216513"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005604241","display_name":"Lihong Xu","orcid":"https://orcid.org/0000-0003-0533-5275"},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lihong Xu","raw_affiliation_strings":["Tongji University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Tongji University, Shanghai, China","institution_ids":["https://openalex.org/I116953780"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5024418503"],"corresponding_institution_ids":["https://openalex.org/I87216513"],"apc_list":null,"apc_paid":null,"fwci":0.5602,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.6163114,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"292","last_page":"293"},"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/T10266","display_name":"Plant Water Relations and Carbon Dynamics","score":0.9894000291824341,"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/T11404","display_name":"Irrigation Practices and Water Management","score":0.9739000201225281,"subfield":{"id":"https://openalex.org/subfields/1111","display_name":"Soil 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":0.822785496711731},{"id":"https://openalex.org/keywords/microclimate","display_name":"Microclimate","score":0.7284484505653381},{"id":"https://openalex.org/keywords/profitability-index","display_name":"Profitability index","score":0.6292483806610107},{"id":"https://openalex.org/keywords/agricultural-engineering","display_name":"Agricultural engineering","score":0.5207845568656921},{"id":"https://openalex.org/keywords/multi-objective-optimization","display_name":"Multi-objective optimization","score":0.5023412704467773},{"id":"https://openalex.org/keywords/variable","display_name":"Variable (mathematics)","score":0.4903452396392822},{"id":"https://openalex.org/keywords/control-variable","display_name":"Control variable","score":0.48201337456703186},{"id":"https://openalex.org/keywords/optimal-control","display_name":"Optimal control","score":0.44774961471557617},{"id":"https://openalex.org/keywords/crop-yield","display_name":"Crop yield","score":0.43799203634262085},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.36798417568206787},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.3415820598602295},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.31513941287994385},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.24835166335105896},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.22781458497047424},{"id":"https://openalex.org/keywords/agronomy","display_name":"Agronomy","score":0.1209249496459961},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.09645947813987732},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.07552039623260498}],"concepts":[{"id":"https://openalex.org/C32198211","wikidata":"https://www.wikidata.org/wiki/Q165044","display_name":"Greenhouse","level":2,"score":0.822785496711731},{"id":"https://openalex.org/C32957820","wikidata":"https://www.wikidata.org/wiki/Q215108","display_name":"Microclimate","level":2,"score":0.7284484505653381},{"id":"https://openalex.org/C129361004","wikidata":"https://www.wikidata.org/wiki/Q2470236","display_name":"Profitability index","level":2,"score":0.6292483806610107},{"id":"https://openalex.org/C88463610","wikidata":"https://www.wikidata.org/wiki/Q194118","display_name":"Agricultural engineering","level":1,"score":0.5207845568656921},{"id":"https://openalex.org/C68781425","wikidata":"https://www.wikidata.org/wiki/Q2052203","display_name":"Multi-objective optimization","level":2,"score":0.5023412704467773},{"id":"https://openalex.org/C182365436","wikidata":"https://www.wikidata.org/wiki/Q50701","display_name":"Variable (mathematics)","level":2,"score":0.4903452396392822},{"id":"https://openalex.org/C153240184","wikidata":"https://www.wikidata.org/wiki/Q3243772","display_name":"Control variable","level":2,"score":0.48201337456703186},{"id":"https://openalex.org/C91575142","wikidata":"https://www.wikidata.org/wiki/Q1971426","display_name":"Optimal control","level":2,"score":0.44774961471557617},{"id":"https://openalex.org/C126343540","wikidata":"https://www.wikidata.org/wiki/Q889514","display_name":"Crop yield","level":2,"score":0.43799203634262085},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.36798417568206787},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.3415820598602295},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.31513941287994385},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.24835166335105896},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.22781458497047424},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"score":0.1209249496459961},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.09645947813987732},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.07552039623260498},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","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/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3205651.3205724","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3205651.3205724","pdf_url":null,"source":{"id":"https://openalex.org/S4363608771","display_name":"Proceedings of the Genetic and Evolutionary Computation Conference Companion","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Genetic and Evolutionary Computation Conference Companion","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":4,"referenced_works":["https://openalex.org/W1555993888","https://openalex.org/W2083631564","https://openalex.org/W2126105956","https://openalex.org/W2591475602"],"related_works":["https://openalex.org/W2348921879","https://openalex.org/W2278747580","https://openalex.org/W2386888651","https://openalex.org/W3114722316","https://openalex.org/W4402991651","https://openalex.org/W2901169164","https://openalex.org/W2367086696","https://openalex.org/W3102911822","https://openalex.org/W2945509375","https://openalex.org/W2596946144"],"abstract_inverted_index":{"Optimal":[0],"control":[1,21,34,54],"of":[2,17,70,87],"greenhouse":[3,18,33,57],"environments":[4],"can":[5,81,121],"be":[6],"improved":[7],"by":[8],"using":[9],"a":[10,56,85],"combined":[11],"microclimate-crop-yield":[12],"model":[13],"to":[14,23,38,48,95,106],"allow":[15],"selection":[16],"designs":[19],"and":[20,59,66,116],"algorithms":[22],"maximize":[24],"the":[25,40,50,68,71,78,83,107,110],"profit":[26],"margin.":[27],"However,":[28],"classical":[29],"methods":[30],"for":[31,52],"optimal":[32],"are":[35],"not":[36],"adequate":[37],"establish":[39],"tradeoffs":[41,112],"between":[42,113],"multiple":[43],"objectives.":[44],"We":[45],"use":[46],"NSGA-II":[47],"evolve":[49],"setpoints":[51,80],"microclimate":[53],"in":[55,91,123],"simulation":[58],"define":[60],"two":[61],"objectives:":[62],"minimizing":[63],"variable":[64,114],"costs":[65,115],"maximizing":[67],"value":[69],"tomato":[72,117],"crop":[73,118],"yield.":[74],"Results":[75],"show":[76],"that":[77],"evolved":[79],"provide":[82],"grower":[84],"variety":[86],"better":[88],"solutions,":[89],"resulting":[90],"greater":[92],"profitability":[93],"compared":[94],"prior":[96],"simulated":[97],"results.":[98],"The":[99],"Pareto":[100],"front":[101],"also":[102],"provides":[103],"additional":[104],"information":[105],"grower,":[108],"showing":[109],"economic":[111],"yield,":[119],"which":[120],"aid":[122],"decision":[124],"making.":[125]},"counts_by_year":[{"year":2022,"cited_by_count":1},{"year":2020,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
