{"id":"https://openalex.org/W4406949649","doi":"https://doi.org/10.1109/icaic63015.2025.10849028","title":"Air Pollutant (CO) Forecasting: A Hybrid Approach Using Gooseneck Barnacle Optimization and Artificial Neural Networks","display_name":"Air Pollutant (CO) Forecasting: A Hybrid Approach Using Gooseneck Barnacle Optimization and Artificial Neural Networks","publication_year":2025,"publication_date":"2025-01-29","ids":{"openalex":"https://openalex.org/W4406949649","doi":"https://doi.org/10.1109/icaic63015.2025.10849028"},"language":"en","primary_location":{"id":"doi:10.1109/icaic63015.2025.10849028","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icaic63015.2025.10849028","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 4th International Conference on AI in Cybersecurity (ICAIC)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5036266083","display_name":"Marzia Ahmed","orcid":"https://orcid.org/0000-0001-6993-6868"},"institutions":[{"id":"https://openalex.org/I200606013","display_name":"Daffodil International University","ror":"https://ror.org/052t4a858","country_code":"BD","type":"education","lineage":["https://openalex.org/I200606013"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Marzia Ahmed","raw_affiliation_strings":["Daffodil International University (DIU),Department of Software Engineering,Dhaka,Bangladesh"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Daffodil International University (DIU),Department of Software Engineering,Dhaka,Bangladesh","institution_ids":["https://openalex.org/I200606013"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087976164","display_name":"Ahmad Johari Mohamad","orcid":"https://orcid.org/0000-0002-9336-3550"},"institutions":[{"id":"https://openalex.org/I102913810","display_name":"Universiti Malaysia Pahang Al-Sultan Abdullah","ror":"https://ror.org/01704wp68","country_code":"MY","type":"education","lineage":["https://openalex.org/I102913810"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Ahmad Johari Mohamad","raw_affiliation_strings":["Universiti Malaysia Pahang Al-Sultan Abdullah (UMPSA),Faculty of Electrical & Electronics Engineering Technology,Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universiti Malaysia Pahang Al-Sultan Abdullah (UMPSA),Faculty of Electrical & Electronics Engineering Technology,Malaysia","institution_ids":["https://openalex.org/I102913810"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101974080","display_name":"Md. Maruf Hassan","orcid":"https://orcid.org/0000-0002-4475-2664"},"institutions":[{"id":"https://openalex.org/I4210090971","display_name":"Southeast University","ror":"https://ror.org/00cf0ab87","country_code":"BD","type":"education","lineage":["https://openalex.org/I4210090971"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Md Maruf Hassan","raw_affiliation_strings":["Southeast University,Department of Computer Science and Engineering,Dhaka,Bangladesh"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Southeast University,Department of Computer Science and Engineering,Dhaka,Bangladesh","institution_ids":["https://openalex.org/I4210090971"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5049525793","display_name":"Touhid Bhuiyan","orcid":"https://orcid.org/0000-0002-6747-0846"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Touhid Bhuiyan","raw_affiliation_strings":["Washington University of Science and Technology (WUST),School of IT,Virginia,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Washington University of Science and Technology (WUST),School of IT,Virginia,USA","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12120","display_name":"Air Quality Monitoring and Forecasting","score":0.9934999942779541,"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":0.9934999942779541,"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"}},{"id":"https://openalex.org/T12095","display_name":"Vehicle emissions and performance","score":0.9200000166893005,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive Engineering"},"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/barnacle","display_name":"Barnacle","score":0.7847799062728882},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.7555626630783081},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.583602249622345},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5279447436332703},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.35625219345092773},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.16171813011169434},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.11057549715042114}],"concepts":[{"id":"https://openalex.org/C2777857640","wikidata":"https://www.wikidata.org/wiki/Q220457","display_name":"Barnacle","level":3,"score":0.7847799062728882},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.7555626630783081},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.583602249622345},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5279447436332703},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.35625219345092773},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.16171813011169434},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.11057549715042114},{"id":"https://openalex.org/C173758957","wikidata":"https://www.wikidata.org/wiki/Q129270","display_name":"Larva","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icaic63015.2025.10849028","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icaic63015.2025.10849028","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 4th International Conference on AI in Cybersecurity (ICAIC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":6,"referenced_works":["https://openalex.org/W4226017520","https://openalex.org/W4366958819","https://openalex.org/W4376602656","https://openalex.org/W4378530684","https://openalex.org/W4386025191","https://openalex.org/W4388283548"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2889392210","https://openalex.org/W4242974274","https://openalex.org/W2018088232","https://openalex.org/W2061242952","https://openalex.org/W2320836344","https://openalex.org/W3196076884","https://openalex.org/W2946740335"],"abstract_inverted_index":{"Air":[0],"quality":[1,36,128],"forecasting":[2],"is":[3,49,58],"critical":[4],"for":[5,124],"environmental":[6],"monitoring":[7],"and":[8,11,25,44,68,78,96,115],"public":[9],"health,":[10],"in":[12],"this":[13],"study,":[14],"we":[15],"propose":[16],"a":[17,89,97,131],"hybrid":[18],"approach":[19],"utilizing":[20],"Gooseneck":[21],"Barnacle":[22],"Optimization":[23],"(GBO)":[24],"Artificial":[26],"Neural":[27],"Networks":[28],"(ANN)":[29],"to":[30,60,81],"enhance":[31],"predictive":[32],"accuracy.":[33],"The":[34,85],"air":[35,127],"dataset,":[37],"comprising":[38],"pollutant":[39],"concentrations":[40],"(CO,":[41],"NOx,":[42],"benzene)":[43],"meteorological":[45],"factors":[46],"(temperature,":[47],"humidity),":[48],"sourced":[50],"from":[51],"the":[52,62,66,73,120],"UCI":[53],"Machine":[54],"Learning":[55],"Repository.":[56],"GBO":[57],"employed":[59],"fine-tune":[61],"ANN\u2019s":[63],"hyperparameters":[64],"(especially":[65],"weight":[67],"bias),":[69],"as":[70,72],"well":[71],"number":[74],"of":[75,94,104],"layers,":[76],"neurons,":[77],"activation":[79],"functions,":[80],"improve":[82],"regression-based":[83],"forecasting.":[84],"GBOANN":[86],"model":[87],"achieves":[88],"Mean":[90,99],"Squared":[91,100],"Error":[92,102],"(MSE)":[93],"0.562":[95],"Root":[98],"Percentage":[101],"(RMSPE)":[103],"5.63%,":[105],"outperforming":[106],"other":[107],"metaheuristic":[108],"methods":[109],"like":[110],"BMO,":[111],"SSA,":[112],"DA,":[113],"MVO,":[114],"EMA.":[116],"This":[117],"study":[118],"demonstrates":[119],"GBO-ANN":[121],"model\u2019s":[122],"potential":[123],"accurate":[125],"real-time":[126],"forecasting,":[129],"offering":[130],"robust,":[132],"sustainable":[133],"solution.":[134]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}