{"id":"https://openalex.org/W4392035998","doi":"https://doi.org/10.1186/s13634-024-01119-1","title":"Prediction modeling of cigarette ventilation rate based on genetic algorithm backpropagation (GABP) neural network","display_name":"Prediction modeling of cigarette ventilation rate based on genetic algorithm backpropagation (GABP) neural network","publication_year":2024,"publication_date":"2024-02-22","ids":{"openalex":"https://openalex.org/W4392035998","doi":"https://doi.org/10.1186/s13634-024-01119-1"},"language":"en","primary_location":{"id":"doi:10.1186/s13634-024-01119-1","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13634-024-01119-1","pdf_url":"https://asp-eurasipjournals.springeropen.com/counter/pdf/10.1186/s13634-024-01119-1","source":{"id":"https://openalex.org/S35920007","display_name":"EURASIP Journal on Advances in Signal Processing","issn_l":"1687-6172","issn":["1687-6172","1687-6180"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"EURASIP Journal on Advances in Signal Processing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://asp-eurasipjournals.springeropen.com/counter/pdf/10.1186/s13634-024-01119-1","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101376711","display_name":"Jiaxin Wei","orcid":null},"institutions":[{"id":"https://openalex.org/I903994226","display_name":"Xuchang University","ror":"https://ror.org/03k174p87","country_code":"CN","type":"education","lineage":["https://openalex.org/I903994226"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiaxin Wei","raw_affiliation_strings":["Xuchang Cigarette Factory of Henan Zhongyan Industry Co., Ltd, Xuchang, 461001, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Xuchang Cigarette Factory of Henan Zhongyan Industry Co., Ltd, Xuchang, 461001, China","institution_ids":["https://openalex.org/I903994226"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017132636","display_name":"Zhengwei Wang","orcid":"https://orcid.org/0000-0002-2671-9297"},"institutions":[{"id":"https://openalex.org/I903994226","display_name":"Xuchang University","ror":"https://ror.org/03k174p87","country_code":"CN","type":"education","lineage":["https://openalex.org/I903994226"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhengwei Wang","raw_affiliation_strings":["Xuchang Cigarette Factory of Henan Zhongyan Industry Co., Ltd, Xuchang, 461001, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Xuchang Cigarette Factory of Henan Zhongyan Industry Co., Ltd, Xuchang, 461001, China","institution_ids":["https://openalex.org/I903994226"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101483121","display_name":"Shufang Li","orcid":"https://orcid.org/0000-0002-9359-8202"},"institutions":[{"id":"https://openalex.org/I903994226","display_name":"Xuchang University","ror":"https://ror.org/03k174p87","country_code":"CN","type":"education","lineage":["https://openalex.org/I903994226"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shufang Li","raw_affiliation_strings":["Xuchang Cigarette Factory of Henan Zhongyan Industry Co., Ltd, Xuchang, 461001, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Xuchang Cigarette Factory of Henan Zhongyan Industry Co., Ltd, Xuchang, 461001, China","institution_ids":["https://openalex.org/I903994226"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000563672","display_name":"Xiaoming Wang","orcid":"https://orcid.org/0000-0002-3276-8773"},"institutions":[{"id":"https://openalex.org/I4750791","display_name":"Henan Agricultural University","ror":"https://ror.org/04eq83d71","country_code":"CN","type":"education","lineage":["https://openalex.org/I4750791"]},{"id":"https://openalex.org/I903994226","display_name":"Xuchang University","ror":"https://ror.org/03k174p87","country_code":"CN","type":"education","lineage":["https://openalex.org/I903994226"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoming Wang","raw_affiliation_strings":["College of Mechanical and Electrical Engineering, Henan Agricultural University, Zhengzhou, 450002, China","Xuchang Cigarette Factory of Henan Zhongyan Industry Co., Ltd, Xuchang, 461001, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Mechanical and Electrical Engineering, Henan Agricultural University, Zhengzhou, 450002, China","institution_ids":["https://openalex.org/I4750791"]},{"raw_affiliation_string":"Xuchang Cigarette Factory of Henan Zhongyan Industry Co., Ltd, Xuchang, 461001, China","institution_ids":["https://openalex.org/I903994226"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101601883","display_name":"Huan Xu","orcid":"https://orcid.org/0009-0003-1002-0785"},"institutions":[{"id":"https://openalex.org/I4750791","display_name":"Henan Agricultural University","ror":"https://ror.org/04eq83d71","country_code":"CN","type":"education","lineage":["https://openalex.org/I4750791"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Huan Xu","raw_affiliation_strings":["College of Mechanical and Electrical Engineering, Henan Agricultural University, Zhengzhou, 450002, China"],"raw_orcid":"https://orcid.org/0009-0003-1002-0785","affiliations":[{"raw_affiliation_string":"College of Mechanical and Electrical Engineering, Henan Agricultural University, Zhengzhou, 450002, China","institution_ids":["https://openalex.org/I4750791"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103117584","display_name":"Xiushan Wang","orcid":"https://orcid.org/0000-0001-7469-842X"},"institutions":[{"id":"https://openalex.org/I4750791","display_name":"Henan Agricultural University","ror":"https://ror.org/04eq83d71","country_code":"CN","type":"education","lineage":["https://openalex.org/I4750791"]},{"id":"https://openalex.org/I903994226","display_name":"Xuchang University","ror":"https://ror.org/03k174p87","country_code":"CN","type":"education","lineage":["https://openalex.org/I903994226"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiushan Wang","raw_affiliation_strings":["College of Mechanical and Electrical Engineering, Henan Agricultural University, Zhengzhou, 450002, China","Xuchang Cigarette Factory of Henan Zhongyan Industry Co., Ltd, Xuchang, 461001, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Mechanical and Electrical Engineering, Henan Agricultural University, Zhengzhou, 450002, China","institution_ids":["https://openalex.org/I4750791"]},{"raw_affiliation_string":"Xuchang Cigarette Factory of Henan Zhongyan Industry Co., Ltd, Xuchang, 461001, China","institution_ids":["https://openalex.org/I903994226"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064028484","display_name":"Sen Yao","orcid":"https://orcid.org/0000-0003-3812-5979"},"institutions":[{"id":"https://openalex.org/I4750791","display_name":"Henan Agricultural University","ror":"https://ror.org/04eq83d71","country_code":"CN","type":"education","lineage":["https://openalex.org/I4750791"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Sen Yao","raw_affiliation_strings":["College of Mechanical and Electrical Engineering, Henan Agricultural University, Zhengzhou, 450002, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Mechanical and Electrical Engineering, Henan Agricultural University, Zhengzhou, 450002, China","institution_ids":["https://openalex.org/I4750791"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016380445","display_name":"W. M. Song","orcid":"https://orcid.org/0000-0003-1338-2741"},"institutions":[{"id":"https://openalex.org/I2800556661","display_name":"China Tobacco","ror":"https://ror.org/030d08e08","country_code":"CN","type":"government","lineage":["https://openalex.org/I2800556661"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weimin Song","raw_affiliation_strings":["Technology Center, China Tobacco Henan Industrial Co., Ltd., Zhengzhou, 450000, Henan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Technology Center, China Tobacco Henan Industrial Co., Ltd., Zhengzhou, 450000, Henan, China","institution_ids":["https://openalex.org/I2800556661"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100707544","display_name":"Youwei Wang","orcid":"https://orcid.org/0000-0003-1583-8415"},"institutions":[{"id":"https://openalex.org/I4750791","display_name":"Henan Agricultural University","ror":"https://ror.org/04eq83d71","country_code":"CN","type":"education","lineage":["https://openalex.org/I4750791"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Youwei Wang","raw_affiliation_strings":["College of Mechanical and Electrical Engineering, Henan Agricultural University, Zhengzhou, 450002, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Mechanical and Electrical Engineering, Henan Agricultural University, Zhengzhou, 450002, China","institution_ids":["https://openalex.org/I4750791"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101833824","display_name":"Chao Mei","orcid":"https://orcid.org/0000-0002-3948-8897"},"institutions":[{"id":"https://openalex.org/I4750791","display_name":"Henan Agricultural University","ror":"https://ror.org/04eq83d71","country_code":"CN","type":"education","lineage":["https://openalex.org/I4750791"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chao Mei","raw_affiliation_strings":["College of Mechanical and Electrical Engineering, Henan Agricultural University, Zhengzhou, 450002, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Mechanical and Electrical Engineering, Henan Agricultural University, Zhengzhou, 450002, China","institution_ids":["https://openalex.org/I4750791"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":10,"corresponding_author_ids":["https://openalex.org/A5101601883"],"corresponding_institution_ids":["https://openalex.org/I4750791"],"apc_list":{"value":1140,"currency":"GBP","value_usd":1398},"apc_paid":{"value":1140,"currency":"GBP","value_usd":1398},"fwci":0.5597,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.59997019,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":96},"biblio":{"volume":"2024","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12120","display_name":"Air Quality Monitoring and Forecasting","score":0.9531999826431274,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12120","display_name":"Air Quality Monitoring and Forecasting","score":0.9531999826431274,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/backpropagation","display_name":"Backpropagation","score":0.847854733467102},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.7621017694473267},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6630977988243103},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.6165764927864075},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5425601005554199},{"id":"https://openalex.org/keywords/ventilation","display_name":"Ventilation (architecture)","score":0.49517813324928284},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.36276084184646606},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.2576463222503662},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.06594204902648926}],"concepts":[{"id":"https://openalex.org/C155032097","wikidata":"https://www.wikidata.org/wiki/Q798503","display_name":"Backpropagation","level":3,"score":0.847854733467102},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.7621017694473267},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6630977988243103},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.6165764927864075},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5425601005554199},{"id":"https://openalex.org/C200457457","wikidata":"https://www.wikidata.org/wiki/Q584049","display_name":"Ventilation (architecture)","level":2,"score":0.49517813324928284},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.36276084184646606},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2576463222503662},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.06594204902648926},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1186/s13634-024-01119-1","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13634-024-01119-1","pdf_url":"https://asp-eurasipjournals.springeropen.com/counter/pdf/10.1186/s13634-024-01119-1","source":{"id":"https://openalex.org/S35920007","display_name":"EURASIP Journal on Advances in Signal Processing","issn_l":"1687-6172","issn":["1687-6172","1687-6180"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"EURASIP Journal on Advances in Signal Processing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:916de498397e4dafb0505d24617d98ad","is_oa":false,"landing_page_url":"https://doaj.org/article/916de498397e4dafb0505d24617d98ad","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"EURASIP Journal on Advances in Signal Processing, Vol 2024, Iss 1, Pp 1-14 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s13634-024-01119-1","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13634-024-01119-1","pdf_url":"https://asp-eurasipjournals.springeropen.com/counter/pdf/10.1186/s13634-024-01119-1","source":{"id":"https://openalex.org/S35920007","display_name":"EURASIP Journal on Advances in Signal Processing","issn_l":"1687-6172","issn":["1687-6172","1687-6180"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"EURASIP Journal on Advances in Signal Processing","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320325433","display_name":"China National Tobacco Corporation","ror":null}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4392035998.pdf"},"referenced_works_count":11,"referenced_works":["https://openalex.org/W2792655993","https://openalex.org/W2907194960","https://openalex.org/W3133083558","https://openalex.org/W3173212190","https://openalex.org/W3193447583","https://openalex.org/W3202134633","https://openalex.org/W3202145407","https://openalex.org/W4319066259","https://openalex.org/W4380884529","https://openalex.org/W4380927027","https://openalex.org/W4388792627"],"related_works":["https://openalex.org/W2894173309","https://openalex.org/W4387932263","https://openalex.org/W2371065793","https://openalex.org/W2157746493","https://openalex.org/W1977222966","https://openalex.org/W2372415543","https://openalex.org/W2354205711","https://openalex.org/W2808717917","https://openalex.org/W2377292223","https://openalex.org/W2366584243"],"abstract_inverted_index":{"Abstract":[0],"The":[1,107,134,185],"ventilation":[2,25,45,64,71,105,114,201,208,225],"rate":[3,46,115,202,226],"of":[4,15,52,61,69,77,103,199,223,227,239,249],"cigarettes":[5],"is":[6],"an":[7],"important":[8],"indicator":[9],"that":[10,111,137,188],"affects":[11],"the":[12,20,44,50,59,67,75,101,112,138,149,189,193,197,220,224,228,231,247],"internal":[13],"quality":[14,35,76,238,248],"cigarettes.":[16,78,250],"When":[17],"producing":[18],"cigarettes,":[19],"unit":[21,53,63],"may":[22],"experience":[23],"unstable":[24],"rates,":[26],"which":[27],"can":[28,204,212],"lead":[29],"to":[30,40,57,96,245],"a":[31,98,173],"decrease":[32],"in":[33,55,196],"cigarette":[34,70,104,207,241],"and":[36,73,91,131,148,171,203,216,233,236,243],"pose":[37],"certain":[38],"risks":[39],"smokers.":[41],"By":[42],"establishing":[43],"prediction":[47,102,159,176,198],"model,":[48],"guide":[49],"design":[51,232],"parameters":[54],"advance,":[56],"achieve":[58],"goal":[60],"stabilizing":[62],"rate,":[65,72],"improve":[66,230,246],"stability":[68,221],"enhance":[74],"This":[79,210],"paper":[80],"used":[81],"multiple":[82],"linear":[83],"regression":[84],"networks":[85,89],"(MLR),":[86],"backpropagation":[87,94],"neural":[88],"(BPNN),":[90],"genetic":[92,165],"algorithm-optimized":[93],"(GABP)":[95],"construct":[97],"model":[99,108,191],"for":[100,219],"rate.":[106,209],"results":[109,135,186],"indicated":[110,187],"total":[113],"was":[116],"significantly":[117],"positively":[118],"correlated":[119],"with":[120],"weight":[121],"(":[122],"P":[123],"<":[124],"0.01),":[125],"circumference,":[126],"hardness,":[127],"filter":[128],"air":[129],"permeability,":[130],"open":[132],"resistance.":[133],"showed":[136],"MLR":[139],"models'":[140],"(RMSE":[141,152,178],"=":[142,146,153,157,179,183],"0.652,":[143],"R":[144,155,181],"2":[145,156,182],"0.841)":[147],"BPNN":[150],"models\u2019":[151],"0.640,":[154],"0.847)":[158],"ability":[160],"were":[161,169],"limited.":[162],"Optimization":[163],"by":[164],"algorithm,":[166],"GABP":[167,190],"models":[168],"generated":[170],"exhibited":[172],"little":[174],"better":[175],"performance":[177],"0.606,":[180],"0.873).":[184],"has":[192],"highest":[194],"accuracy":[195],"predicting":[200],"accurately":[205],"predict":[206],"method":[211],"provide":[213],"theoretical":[214],"guidance":[215],"technical":[217],"support":[218],"study":[222],"unit,":[229],"manufacturing":[234],"capabilities":[235],"product":[237],"short":[240],"products,":[242],"help":[244]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}