{"id":"https://openalex.org/W7131845844","doi":"https://doi.org/10.1109/sii64115.2026.11404496","title":"Integrated ML-Calibrated Sensing with Neural Network Control for Horticultural Lighting","display_name":"Integrated ML-Calibrated Sensing with Neural Network Control for Horticultural Lighting","publication_year":2026,"publication_date":"2026-01-11","ids":{"openalex":"https://openalex.org/W7131845844","doi":"https://doi.org/10.1109/sii64115.2026.11404496"},"language":null,"primary_location":{"id":"doi:10.1109/sii64115.2026.11404496","is_oa":false,"landing_page_url":"https://doi.org/10.1109/sii64115.2026.11404496","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 IEEE/SICE International Symposium on System Integration (SII)","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/A5005637686","display_name":"Afagh Mohagheghi","orcid":"https://orcid.org/0000-0002-6386-7803"},"institutions":[{"id":"https://openalex.org/I18014758","display_name":"Simon Fraser University","ror":"https://ror.org/0213rcc28","country_code":"CA","type":"education","lineage":["https://openalex.org/I18014758"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Afagh Mohagheghi","raw_affiliation_strings":["Simon Fraser University,School of Mechatronic Systems Engineering,Surrey,Canada"],"affiliations":[{"raw_affiliation_string":"Simon Fraser University,School of Mechatronic Systems Engineering,Surrey,Canada","institution_ids":["https://openalex.org/I18014758"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5031639432","display_name":"Mehrdad Moallem","orcid":"https://orcid.org/0000-0003-4700-7026"},"institutions":[{"id":"https://openalex.org/I18014758","display_name":"Simon Fraser University","ror":"https://ror.org/0213rcc28","country_code":"CA","type":"education","lineage":["https://openalex.org/I18014758"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Mehrdad Moallem","raw_affiliation_strings":["Simon Fraser University,School of Mechatronic Systems Engineering,Surrey,Canada"],"affiliations":[{"raw_affiliation_string":"Simon Fraser University,School of Mechatronic Systems Engineering,Surrey,Canada","institution_ids":["https://openalex.org/I18014758"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5005637686"],"corresponding_institution_ids":["https://openalex.org/I18014758"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.5047516,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"770","last_page":"775"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.30979999899864197,"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/T10616","display_name":"Smart Agriculture and AI","score":0.30979999899864197,"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/T12093","display_name":"Greenhouse Technology and Climate Control","score":0.22540000081062317,"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/T12321","display_name":"Insect Pheromone Research and Control","score":0.034699998795986176,"subfield":{"id":"https://openalex.org/subfields/1109","display_name":"Insect 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/modular-design","display_name":"Modular design","score":0.7940999865531921},{"id":"https://openalex.org/keywords/automation","display_name":"Automation","score":0.5436999797821045},{"id":"https://openalex.org/keywords/intelligent-control","display_name":"Intelligent control","score":0.5121999979019165},{"id":"https://openalex.org/keywords/energy-consumption","display_name":"Energy consumption","score":0.47269999980926514},{"id":"https://openalex.org/keywords/greenhouse","display_name":"Greenhouse","score":0.4713999927043915},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.45170000195503235},{"id":"https://openalex.org/keywords/efficient-energy-use","display_name":"Efficient energy use","score":0.4507000148296356},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.3905999958515167},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.3799999952316284}],"concepts":[{"id":"https://openalex.org/C101468663","wikidata":"https://www.wikidata.org/wiki/Q1620158","display_name":"Modular design","level":2,"score":0.7940999865531921},{"id":"https://openalex.org/C115901376","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automation","level":2,"score":0.5436999797821045},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.5128999948501587},{"id":"https://openalex.org/C82327864","wikidata":"https://www.wikidata.org/wiki/Q835100","display_name":"Intelligent control","level":2,"score":0.5121999979019165},{"id":"https://openalex.org/C133731056","wikidata":"https://www.wikidata.org/wiki/Q4917288","display_name":"Control engineering","level":1,"score":0.4860000014305115},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.47269999980926514},{"id":"https://openalex.org/C32198211","wikidata":"https://www.wikidata.org/wiki/Q165044","display_name":"Greenhouse","level":2,"score":0.4713999927043915},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.45170000195503235},{"id":"https://openalex.org/C2742236","wikidata":"https://www.wikidata.org/wiki/Q924713","display_name":"Efficient energy use","level":2,"score":0.4507000148296356},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.3905999958515167},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.3822999894618988},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.3799999952316284},{"id":"https://openalex.org/C17500928","wikidata":"https://www.wikidata.org/wiki/Q959968","display_name":"Control system","level":2,"score":0.36820000410079956},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.36000001430511475},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.350600004196167},{"id":"https://openalex.org/C83931994","wikidata":"https://www.wikidata.org/wiki/Q1149653","display_name":"Building automation","level":2,"score":0.31279999017715454},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3102000057697296},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.30959999561309814},{"id":"https://openalex.org/C118974865","wikidata":"https://www.wikidata.org/wiki/Q7300773","display_name":"Real-time Control System","level":3,"score":0.30809998512268066},{"id":"https://openalex.org/C107464732","wikidata":"https://www.wikidata.org/wiki/Q235781","display_name":"Adaptive control","level":3,"score":0.2985000014305115},{"id":"https://openalex.org/C3020368824","wikidata":"https://www.wikidata.org/wiki/Q6546192","display_name":"Light intensity","level":2,"score":0.2897999882698059},{"id":"https://openalex.org/C120217122","wikidata":"https://www.wikidata.org/wiki/Q740083","display_name":"Precision agriculture","level":3,"score":0.2824000120162964},{"id":"https://openalex.org/C111335779","wikidata":"https://www.wikidata.org/wiki/Q3454686","display_name":"Reduction (mathematics)","level":2,"score":0.27570000290870667},{"id":"https://openalex.org/C98025372","wikidata":"https://www.wikidata.org/wiki/Q477538","display_name":"Systems architecture","level":3,"score":0.27300000190734863},{"id":"https://openalex.org/C176563091","wikidata":"https://www.wikidata.org/wiki/Q669238","display_name":"Intelligent sensor","level":3,"score":0.2587999999523163},{"id":"https://openalex.org/C32833848","wikidata":"https://www.wikidata.org/wiki/Q4115054","display_name":"Extensibility","level":2,"score":0.2549999952316284},{"id":"https://openalex.org/C163985040","wikidata":"https://www.wikidata.org/wiki/Q1172399","display_name":"Data acquisition","level":2,"score":0.25}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/sii64115.2026.11404496","is_oa":false,"landing_page_url":"https://doi.org/10.1109/sii64115.2026.11404496","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 IEEE/SICE International Symposium on System Integration (SII)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320334593","display_name":"Natural Sciences and Engineering Research Council of Canada","ror":"https://ror.org/01h531d29"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W380454452","https://openalex.org/W2134673975","https://openalex.org/W2249426319","https://openalex.org/W2264784471","https://openalex.org/W2282404210","https://openalex.org/W2416799949","https://openalex.org/W2587466508","https://openalex.org/W2589639332","https://openalex.org/W2790979755","https://openalex.org/W2793062918","https://openalex.org/W3041457592","https://openalex.org/W4319996402","https://openalex.org/W4403122907"],"related_works":[],"abstract_inverted_index":{"This":[0],"paper":[1],"presents":[2],"the":[3,99,102],"design":[4],"and":[5,16,43,58,65,72,94,109],"experimental":[6],"validation":[7],"of":[8,87,101],"a":[9,50,75,79],"modular":[10,66],"intelligent":[11,107],"platform":[12],"for":[13,112],"energy-efficient":[14],"lighting":[15,29],"monitoring":[17],"in":[18,74,82,105],"controlled":[19],"environment":[20],"agriculture":[21],"(CEA).":[22],"The":[23,47,68,96],"proposed":[24,103],"architecture":[25,104],"integrates":[26],"dimmable":[27],"LED":[28],"with":[30],"neural":[31],"network\u2013based":[32],"spectral":[33],"optimization,":[34],"machine":[35],"learning\u2013based":[36],"light":[37],"intensity":[38],"estimation,":[39],"image-based":[40],"plant":[41,92],"monitoring,":[42],"IoT-enabled":[44],"data":[45],"acquisition.":[46],"plat-form":[48],"emphasizes":[49],"unified":[51],"control":[52,108],"framework":[53],"that":[54],"bridges":[55],"perception,":[56],"control,":[57],"application":[59],"layers,":[60],"enabling":[61],"adaptive":[62],"real-time":[63],"decision-making":[64],"scalability.":[67],"system":[69],"was":[70],"implemented":[71],"tested":[73],"greenhouse":[76],"environment,":[77],"demonstrating":[78],"28%":[80],"reduction":[81],"energy":[83],"consumption":[84],"per":[85],"gram":[86],"dry":[88],"biomass":[89],"while":[90],"maintaining":[91],"health":[93],"productivity.":[95],"results":[97],"underscore":[98],"effectiveness":[100],"advancing":[106],"automation":[110],"strategies":[111],"sustainable":[113],"horticultural":[114],"systems.":[115]},"counts_by_year":[],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2026-02-28T00:00:00"}