{"id":"https://openalex.org/W2791138779","doi":"https://doi.org/10.1109/access.2018.2806370","title":"Intelligent Modeling Method for a Combined Radiation-Convection Grain Dryer: A Support Vector Regression Algorithm Based on an Improved Particle Swarm Optimization Algorithm","display_name":"Intelligent Modeling Method for a Combined Radiation-Convection Grain Dryer: A Support Vector Regression Algorithm Based on an Improved Particle Swarm Optimization Algorithm","publication_year":2018,"publication_date":"2018-01-01","ids":{"openalex":"https://openalex.org/W2791138779","doi":"https://doi.org/10.1109/access.2018.2806370","mag":"2791138779"},"language":"en","primary_location":{"id":"doi:10.1109/access.2018.2806370","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2018.2806370","pdf_url":null,"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":null,"license_id":null,"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://doi.org/10.1109/access.2018.2806370","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5020331478","display_name":"Aini Dai","orcid":"https://orcid.org/0000-0002-4039-4441"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]},{"id":"https://openalex.org/I146773158","display_name":"Qingdao Agricultural University","ror":"https://ror.org/051qwcj72","country_code":"CN","type":"education","lineage":["https://openalex.org/I146773158"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Aini Dai","raw_affiliation_strings":["School of Automation, Beijing University of Posts and Telecommunications, Beijing, China","Science and Information College, Qingdao Agricultural University, Qingdao, China"],"raw_orcid":"https://orcid.org/0000-0002-4039-4441","affiliations":[{"raw_affiliation_string":"School of Automation, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]},{"raw_affiliation_string":"Science and Information College, Qingdao Agricultural University, Qingdao, China","institution_ids":["https://openalex.org/I146773158"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101815043","display_name":"Xiaoguang Zhou","orcid":"https://orcid.org/0000-0002-1829-927X"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoguang Zhou","raw_affiliation_strings":["School of Automation, Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Automation, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101802747","display_name":"Hao Dang","orcid":"https://orcid.org/0000-0003-1009-8200"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hao Dang","raw_affiliation_strings":["School of Automation, Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Automation, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084960489","display_name":"Muyi Sun","orcid":"https://orcid.org/0000-0001-9506-7643"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Muyi Sun","raw_affiliation_strings":["School of Automation, Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Automation, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102373136","display_name":"Zidan Wu","orcid":null},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zidan Wu","raw_affiliation_strings":["School of Automation, Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Automation, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5020331478"],"corresponding_institution_ids":["https://openalex.org/I139759216","https://openalex.org/I146773158"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":1.6651,"has_fulltext":false,"cited_by_count":21,"citation_normalized_percentile":{"value":0.81219487,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"6","issue":null,"first_page":"14285","last_page":"14297"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12304","display_name":"Radiative Heat Transfer Studies","score":0.9927999973297119,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12304","display_name":"Radiative Heat Transfer Studies","score":0.9927999973297119,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"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/T11945","display_name":"Heat Transfer Mechanisms","score":0.9405999779701233,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical Engineering"},"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/T11666","display_name":"Color Science and Applications","score":0.9366000294685364,"subfield":{"id":"https://openalex.org/subfields/3107","display_name":"Atomic and Molecular Physics, and Optics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/particle-swarm-optimization","display_name":"Particle swarm optimization","score":0.8136521577835083},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.7299437522888184},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.6634013056755066},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5745561122894287},{"id":"https://openalex.org/keywords/inertia","display_name":"Inertia","score":0.449144184589386},{"id":"https://openalex.org/keywords/nonlinear-system","display_name":"Nonlinear system","score":0.4312835931777954},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.3540785610675812},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.24118295311927795},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.21726566553115845}],"concepts":[{"id":"https://openalex.org/C85617194","wikidata":"https://www.wikidata.org/wiki/Q2072794","display_name":"Particle swarm optimization","level":2,"score":0.8136521577835083},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.7299437522888184},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.6634013056755066},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5745561122894287},{"id":"https://openalex.org/C110407247","wikidata":"https://www.wikidata.org/wiki/Q122508","display_name":"Inertia","level":2,"score":0.449144184589386},{"id":"https://openalex.org/C158622935","wikidata":"https://www.wikidata.org/wiki/Q660848","display_name":"Nonlinear system","level":2,"score":0.4312835931777954},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.3540785610675812},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.24118295311927795},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.21726566553115845},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","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},{"id":"https://openalex.org/C74650414","wikidata":"https://www.wikidata.org/wiki/Q11397","display_name":"Classical mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2018.2806370","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2018.2806370","pdf_url":null,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:3e99feb369f944b6a8a8b822e47ea6df","is_oa":true,"landing_page_url":"https://doaj.org/article/3e99feb369f944b6a8a8b822e47ea6df","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 6, Pp 14285-14297 (2018)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2018.2806370","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2018.2806370","pdf_url":null,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":51,"referenced_works":["https://openalex.org/W639474776","https://openalex.org/W1148370904","https://openalex.org/W1772569843","https://openalex.org/W1867513930","https://openalex.org/W1964053714","https://openalex.org/W1964357740","https://openalex.org/W1969520630","https://openalex.org/W1971243638","https://openalex.org/W1975872257","https://openalex.org/W1993163877","https://openalex.org/W2005355353","https://openalex.org/W2015263929","https://openalex.org/W2027627435","https://openalex.org/W2028319918","https://openalex.org/W2031437707","https://openalex.org/W2045622843","https://openalex.org/W2052086969","https://openalex.org/W2054215401","https://openalex.org/W2062015398","https://openalex.org/W2063133250","https://openalex.org/W2063158166","https://openalex.org/W2064087909","https://openalex.org/W2064904035","https://openalex.org/W2067430680","https://openalex.org/W2070286350","https://openalex.org/W2072662494","https://openalex.org/W2073438420","https://openalex.org/W2095215859","https://openalex.org/W2109364787","https://openalex.org/W2125683643","https://openalex.org/W2149298154","https://openalex.org/W2153635508","https://openalex.org/W2165299997","https://openalex.org/W2187150571","https://openalex.org/W2216734650","https://openalex.org/W2270468071","https://openalex.org/W2273322351","https://openalex.org/W2277932177","https://openalex.org/W2340583006","https://openalex.org/W2353924536","https://openalex.org/W2394715551","https://openalex.org/W2398851267","https://openalex.org/W2408852042","https://openalex.org/W2464289440","https://openalex.org/W2553090555","https://openalex.org/W2558651951","https://openalex.org/W2589578140","https://openalex.org/W2739590054","https://openalex.org/W2755139738","https://openalex.org/W3140041896","https://openalex.org/W4231132678"],"related_works":["https://openalex.org/W1979758163","https://openalex.org/W2090763504","https://openalex.org/W2294490033","https://openalex.org/W1985052846","https://openalex.org/W4386036352","https://openalex.org/W3213378276","https://openalex.org/W1982679530","https://openalex.org/W3111286355","https://openalex.org/W4285212364","https://openalex.org/W2360100473"],"abstract_inverted_index":{"This":[0,171],"paper":[1],"aims":[2],"to":[3,37,72,165],"investigate":[4],"an":[5,25,189],"intelligent":[6],"model":[7,97,121,143,191],"for":[8,98,192],"a":[9,17,67,79,89,124,142],"combined":[10],"infrared":[11],"radiationconvection":[12],"(IRC)":[13],"dryer":[14,101],"by":[15,65,77,152],"using":[16,153],"support":[18],"vector":[19],"regression":[20],"(SVR)":[21],"algorithm":[22,30,34,59,64],"based":[23],"on":[24,84],"improved":[26,47],"particle":[27],"swarm":[28],"optimization":[29,49],"(IPSO).":[31],"The":[32,117],"IPSO":[33,53],"was":[35,102,148],"designed":[36],"optimize":[38],"the":[39,42,48,52,61,73,85,93,99,106,130,134,137,154,158,182,193],"parameters":[40],"of":[41,51,81,110,136,144,181,196],"SVR":[43],"algorithm,":[44],"which":[45],"has":[46,122],"ability":[50],"[linear":[54],"decreasing":[55],"inertia":[56],"weight":[57],"(LDIW)]":[58],"and":[60,76,105,185],"standard":[62],"PSO":[63],"introducing":[66],"relative":[68],"fitness":[69],"deviation":[70],"(FD)":[71],"LDIW":[74],"equation":[75],"combining":[78],"concept":[80],"mutation.":[82],"Based":[83],"data":[86],"collected":[87],"from":[88],"practical":[90],"drying":[91,147,169],"experiment,":[92],"best":[94],"IPSO-SVR":[95,119],"(LDIW-FD)":[96,120],"IRC":[100],"successfully":[103,150],"constructed,":[104],"prediction":[107,194],"performance":[108],"comparisons":[109],"different":[111,168],"modeling":[112,172],"methods":[113],"were":[114],"also":[115,149],"made.":[116],"resulting":[118],"achieved":[123],"remarkable":[125],"predictive":[126,178],"accuracy":[127],"compared":[128],"with":[129],"other":[131],"models,":[132],"demonstrating":[133],"effectiveness":[135],"proposed":[138,159],"model.":[139],"In":[140],"addition,":[141],"concurrent-counter":[145],"flow":[146],"established":[151],"same":[155],"method,":[156],"depicting":[157],"method":[160,173],"can":[161,174],"be":[162],"readily":[163],"used":[164],"precisely":[166],"predict":[167],"processes.":[170],"give":[175],"relatively":[176],"good":[177],"output":[179],"information":[180],"nonlinear":[183],"system,":[184],"it":[186],"may":[187],"provide":[188],"accurate":[190],"control":[195],"grain":[197],"drying.":[198]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":3}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}
