{"id":"https://openalex.org/W3215068633","doi":"https://doi.org/10.1109/access.2021.3131649","title":"Multivariate Multi-Step Agrometeorological Forecast Model for Rapid Spray","display_name":"Multivariate Multi-Step Agrometeorological Forecast Model for Rapid Spray","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3215068633","doi":"https://doi.org/10.1109/access.2021.3131649","mag":"3215068633"},"language":"en","primary_location":{"id":"doi:10.1109/access.2021.3131649","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2021.3131649","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/09628128.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/09628128.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5012198453","display_name":"Guobin Shi","orcid":"https://orcid.org/0000-0002-6983-8878"},"institutions":[{"id":"https://openalex.org/I4210124184","display_name":"Heilongjiang Bayi Agricultural University","ror":"https://ror.org/030jxf285","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210124184"]},{"id":"https://openalex.org/I4210128140","display_name":"Guangdong University of Petrochemical Technology","ror":"https://ror.org/030ffke25","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210128140"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Guobin Shi","raw_affiliation_strings":["College of Engineering, Heilongjiang Bayi Agricultural University, Daqing 163319, China and College of Computer Science, Guangdong University of Petrochemical Technology, Maoming 525000, China. (e-mail: shiguobin@gdupt.edu.cn)","College of Computer Science, Guangdong University of Petrochemical Technology, Maoming 525000, China","College of Engineering, Heilongjiang Bayi Agricultural University, Daqing 163319, China"],"affiliations":[{"raw_affiliation_string":"College of Engineering, Heilongjiang Bayi Agricultural University, Daqing 163319, China and College of Computer Science, Guangdong University of Petrochemical Technology, Maoming 525000, China. (e-mail: shiguobin@gdupt.edu.cn)","institution_ids":["https://openalex.org/I4210124184","https://openalex.org/I4210128140"]},{"raw_affiliation_string":"College of Computer Science, Guangdong University of Petrochemical Technology, Maoming 525000, China","institution_ids":["https://openalex.org/I4210128140"]},{"raw_affiliation_string":"College of Engineering, Heilongjiang Bayi Agricultural University, Daqing 163319, China","institution_ids":["https://openalex.org/I4210124184"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101610760","display_name":"Wang Chun","orcid":"https://orcid.org/0000-0002-6074-8091"},"institutions":[{"id":"https://openalex.org/I4210151662","display_name":"Zhanjiang Experimental Station","ror":"https://ror.org/05rvyrg53","country_code":"CN","type":"facility","lineage":["https://openalex.org/I107851509","https://openalex.org/I4210127390","https://openalex.org/I4210151662","https://openalex.org/I4210151987"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chun Wang","raw_affiliation_strings":["College of Engineering, Heilongjiang Bayi Agricultural University, Daqing 163319, China and South Subtropical Crops Research Institute, Chinese Academy of Tropical Agricultural Sciences, National Soil Quality Zhanjiang Observation and Experimental Station, Zhanjiang, 524003, China"],"affiliations":[{"raw_affiliation_string":"College of Engineering, Heilongjiang Bayi Agricultural University, Daqing 163319, China and South Subtropical Crops Research Institute, Chinese Academy of Tropical Agricultural Sciences, National Soil Quality Zhanjiang Observation and Experimental Station, Zhanjiang, 524003, China","institution_ids":["https://openalex.org/I4210151662"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5012198453"],"corresponding_institution_ids":["https://openalex.org/I4210124184","https://openalex.org/I4210128140"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":0.6642,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.7825167,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"9","issue":null,"first_page":"159271","last_page":"159282"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.9814000129699707,"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":0.9814000129699707,"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/T12161","display_name":"Plant Surface Properties and Treatments","score":0.9726999998092651,"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/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9650999903678894,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6901066899299622},{"id":"https://openalex.org/keywords/encoder","display_name":"Encoder","score":0.5748549103736877},{"id":"https://openalex.org/keywords/wind-speed","display_name":"Wind speed","score":0.563809335231781},{"id":"https://openalex.org/keywords/multivariate-statistics","display_name":"Multivariate statistics","score":0.5563809871673584},{"id":"https://openalex.org/keywords/relative-humidity","display_name":"Relative humidity","score":0.4454977512359619},{"id":"https://openalex.org/keywords/interval","display_name":"Interval (graph theory)","score":0.4384094774723053},{"id":"https://openalex.org/keywords/track","display_name":"Track (disk drive)","score":0.41726917028427124},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.38419800996780396},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.33354562520980835},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.2921030521392822},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.11514657735824585}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6901066899299622},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.5748549103736877},{"id":"https://openalex.org/C161067210","wikidata":"https://www.wikidata.org/wiki/Q1464943","display_name":"Wind speed","level":2,"score":0.563809335231781},{"id":"https://openalex.org/C161584116","wikidata":"https://www.wikidata.org/wiki/Q1952580","display_name":"Multivariate statistics","level":2,"score":0.5563809871673584},{"id":"https://openalex.org/C158960510","wikidata":"https://www.wikidata.org/wiki/Q180600","display_name":"Relative humidity","level":2,"score":0.4454977512359619},{"id":"https://openalex.org/C2778067643","wikidata":"https://www.wikidata.org/wiki/Q166507","display_name":"Interval (graph theory)","level":2,"score":0.4384094774723053},{"id":"https://openalex.org/C89992363","wikidata":"https://www.wikidata.org/wiki/Q5961558","display_name":"Track (disk drive)","level":2,"score":0.41726917028427124},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38419800996780396},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.33354562520980835},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.2921030521392822},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11514657735824585},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","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/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2021.3131649","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2021.3131649","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/09628128.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:eae1fcc03cb94457b459f8ccc43e7948","is_oa":true,"landing_page_url":"https://doaj.org/article/eae1fcc03cb94457b459f8ccc43e7948","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-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 9, Pp 159271-159282 (2021)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2021.3131649","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2021.3131649","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/09628128.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3347879512","display_name":null,"funder_award_id":"519MS097","funder_id":"https://openalex.org/F4320322866","funder_display_name":"Natural Science Foundation of Hainan Province"},{"id":"https://openalex.org/G6488019787","display_name":null,"funder_award_id":"19CXTD-31","funder_id":"https://openalex.org/F4320321133","funder_display_name":"Chinese Academy of Sciences"}],"funders":[{"id":"https://openalex.org/F4320321133","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35"},{"id":"https://openalex.org/F4320322866","display_name":"Natural Science Foundation of Hainan Province","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320323166","display_name":"Chinese Academy of Tropical Agricultural Sciences","ror":"https://ror.org/003qeh975"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3215068633.pdf","grobid_xml":"https://content.openalex.org/works/W3215068633.grobid-xml"},"referenced_works_count":42,"referenced_works":["https://openalex.org/W1977587074","https://openalex.org/W1980739446","https://openalex.org/W1987540066","https://openalex.org/W1993370352","https://openalex.org/W1999969835","https://openalex.org/W2035174181","https://openalex.org/W2064675550","https://openalex.org/W2070960910","https://openalex.org/W2073498516","https://openalex.org/W2077713972","https://openalex.org/W2088581137","https://openalex.org/W2088910791","https://openalex.org/W2136939460","https://openalex.org/W2183028036","https://openalex.org/W2185918355","https://openalex.org/W2193549634","https://openalex.org/W2288074780","https://openalex.org/W2470894770","https://openalex.org/W2562411487","https://openalex.org/W2753526808","https://openalex.org/W2782791108","https://openalex.org/W2796072231","https://openalex.org/W2806104647","https://openalex.org/W2808956223","https://openalex.org/W2888169323","https://openalex.org/W2911605501","https://openalex.org/W2921054653","https://openalex.org/W2923910655","https://openalex.org/W2936399818","https://openalex.org/W2945584124","https://openalex.org/W2953578418","https://openalex.org/W2955689866","https://openalex.org/W2983736734","https://openalex.org/W2988847054","https://openalex.org/W3010192349","https://openalex.org/W3096902305","https://openalex.org/W3103913581","https://openalex.org/W6647182507","https://openalex.org/W6680230698","https://openalex.org/W6686123550","https://openalex.org/W6696429117","https://openalex.org/W6747337883"],"related_works":["https://openalex.org/W2086997807","https://openalex.org/W2369482644","https://openalex.org/W2387657553","https://openalex.org/W2385203707","https://openalex.org/W4390154551","https://openalex.org/W1964800836","https://openalex.org/W2789518417","https://openalex.org/W3148160511","https://openalex.org/W2106838884","https://openalex.org/W2092714726"],"abstract_inverted_index":{"The":[0,124,146],"timing":[1,160],"of":[2,30,35,101],"spray":[3,36,159],"application":[4],"plays":[5],"an":[6],"essential":[7],"role":[8],"in":[9,54,85,141,161],"daily":[10,91,138],"pesticides":[11],"management.":[12],"Proper":[13],"wind":[14],"speed,":[15],"air":[16],"temperature,":[17],"and":[18,38,70,97,120,134,149],"relative":[19],"humidity":[20],"are":[21],"the":[22,28,33,48,99,128],"main":[23],"external":[24],"factors":[25],"to":[26,79],"improve":[27],"efficacy":[29],"pesticides,":[31],"reduce":[32],"amount":[34],"drift":[37],"environmental":[39],"pollution.":[40],"Very":[41],"few":[42],"previous":[43],"studies":[44],"have":[45],"focused":[46],"on":[47],"need":[49],"for":[50,67,137,157],"short-term":[51],"weather":[52,92,139],"prediction":[53,72,151],"rapid":[55,148],"spraying":[56],"decisions.":[57],"In":[58],"this":[59],"paper,":[60],"a":[61,142,154],"Convolutional-LSTM":[62],"encoder-decoder":[63,122],"(ConvLSTM-AE)":[64],"hybrid":[65],"model":[66,88,130],"multivariate":[68],"output":[69],"multi-step":[71],"with":[73,110],"short":[74,143],"time":[75,144],"intervals":[76,96],"is":[77,135],"proposed":[78,129],"predict":[80,90],"these":[81],"three":[82],"agrometeorological":[83],"variables":[84],"advance.":[86],"This":[87,105],"can":[89],"conditions":[93],"at":[94],"15-minute":[95],"track":[98],"changes":[100],"time-varying":[102],"systems":[103],"effectively.":[104],"method":[106],"was":[107],"also":[108],"compared":[109],"other":[111,132],"methods":[112],"such":[113],"as":[114],"CNN,":[115,117],"multi-head":[116],"LSTM":[118],"encoder-decoder,":[119],"CNN-LSTM":[121],"models.":[123],"results":[125,152],"show":[126],"that":[127],"outperforms":[131],"models":[133],"suitable":[136],"forecasts":[140],"interval.":[145],"obtained":[147],"accurate":[150],"provide":[153],"reliable":[155],"basis":[156],"precise":[158],"actual":[162],"farming.":[163]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1}],"updated_date":"2026-03-27T14:29:43.386196","created_date":"2025-10-10T00:00:00"}