{"id":"https://openalex.org/W4401443443","doi":"https://doi.org/10.1109/access.2024.3441109","title":"Future Air Quality Prediction Using Long Short-Term Memory Based on Hyper Heuristic Multi-Chain Model","display_name":"Future Air Quality Prediction Using Long Short-Term Memory Based on Hyper Heuristic Multi-Chain Model","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4401443443","doi":"https://doi.org/10.1109/access.2024.3441109"},"language":"en","primary_location":{"id":"doi:10.1109/access.2024.3441109","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3441109","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.2024.3441109","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5056052490","display_name":"Kalyan Chatterjee","orcid":"https://orcid.org/0000-0002-9787-3689"},"institutions":[{"id":"https://openalex.org/I4210134386","display_name":"G Pulla Reddy Dental College & Hospital","ror":"https://ror.org/04p93kz40","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210134386"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Kalyan Chatterjee","raw_affiliation_strings":["Department of Computer Science and Engineering, Nalla Malla Reddy Engineering College, Hyderabad, India"],"raw_orcid":"https://orcid.org/0000-0002-9787-3689","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Nalla Malla Reddy Engineering College, Hyderabad, India","institution_ids":["https://openalex.org/I4210134386"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101371266","display_name":"Samla Suraj Kumar","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Samla Suraj Kumar","raw_affiliation_strings":["Department of Artificial Intelligence and Machine Learning, Nalla Malla Reddy Engineering College, Hyderabad, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Artificial Intelligence and Machine Learning, Nalla Malla Reddy Engineering College, Hyderabad, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100649762","display_name":"Ramagiri Praveen Kumar","orcid":"https://orcid.org/0000-0002-6313-7915"},"institutions":[{"id":"https://openalex.org/I4210134386","display_name":"G Pulla Reddy Dental College & Hospital","ror":"https://ror.org/04p93kz40","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210134386"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Ramagiri Praveen Kumar","raw_affiliation_strings":["Department of Computer Science and Engineering, Nalla Malla Reddy Engineering College, Hyderabad, India"],"raw_orcid":"https://orcid.org/0000-0002-6313-7915","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Nalla Malla Reddy Engineering College, Hyderabad, India","institution_ids":["https://openalex.org/I4210134386"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006426949","display_name":"Anjan Bandyopadhyay","orcid":"https://orcid.org/0000-0001-7670-2269"},"institutions":[{"id":"https://openalex.org/I67357951","display_name":"KIIT University","ror":"https://ror.org/00k8zt527","country_code":"IN","type":"education","lineage":["https://openalex.org/I67357951"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Anjan Bandyopadhyay","raw_affiliation_strings":["School of Computer Science and Engineering, Kalinga Institute of Industrial Technology, Bhubaneswar, India"],"raw_orcid":"https://orcid.org/0000-0001-7670-2269","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Kalinga Institute of Industrial Technology, Bhubaneswar, India","institution_ids":["https://openalex.org/I67357951"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013293088","display_name":"Sujata Swain","orcid":"https://orcid.org/0000-0001-7089-1863"},"institutions":[{"id":"https://openalex.org/I67357951","display_name":"KIIT University","ror":"https://ror.org/00k8zt527","country_code":"IN","type":"education","lineage":["https://openalex.org/I67357951"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sujata Swain","raw_affiliation_strings":["School of Computer Science and Engineering, Kalinga Institute of Industrial Technology, Bhubaneswar, India"],"raw_orcid":"https://orcid.org/0000-0001-7089-1863","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Kalinga Institute of Industrial Technology, Bhubaneswar, India","institution_ids":["https://openalex.org/I67357951"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033317672","display_name":"Saurav Mallik","orcid":"https://orcid.org/0000-0003-4107-6784"},"institutions":[{"id":"https://openalex.org/I136199984","display_name":"Harvard University","ror":"https://ror.org/03vek6s52","country_code":"US","type":"education","lineage":["https://openalex.org/I136199984"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Saurav Mallik","raw_affiliation_strings":["Department of Environmental Health, Harvard T. H. Chan School of Public Health, Boston, MA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Environmental Health, Harvard T. H. Chan School of Public Health, Boston, MA, USA","institution_ids":["https://openalex.org/I136199984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078354205","display_name":"Amal Al\u2010Rasheed","orcid":"https://orcid.org/0000-0002-4775-1798"},"institutions":[{"id":"https://openalex.org/I106778892","display_name":"Princess Nourah bint Abdulrahman University","ror":"https://ror.org/05b0cyh02","country_code":"SA","type":"education","lineage":["https://openalex.org/I106778892"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Amal Al-Rasheed","raw_affiliation_strings":["Department of Information Systems, College of Computer and Information Sciences, Princess Nourah bint Abdulrahman University, P.O. Box 84428, Riyadh, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0002-4775-1798","affiliations":[{"raw_affiliation_string":"Department of Information Systems, College of Computer and Information Sciences, Princess Nourah bint Abdulrahman University, P.O. Box 84428, Riyadh, Saudi Arabia","institution_ids":["https://openalex.org/I106778892"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5106378120","display_name":"Mohamed Abbas","orcid":null},"institutions":[{"id":"https://openalex.org/I82952536","display_name":"King Khalid University","ror":"https://ror.org/052kwzs30","country_code":"SA","type":"education","lineage":["https://openalex.org/I82952536"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Mohamed Abbas","raw_affiliation_strings":["Electrical Engineering Department, College of Engineering, King Khalid University, Abha, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electrical Engineering Department, College of Engineering, King Khalid University, Abha, Saudi Arabia","institution_ids":["https://openalex.org/I82952536"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5092893993","display_name":"Ben Othman Soufiene","orcid":"https://orcid.org/0000-0002-3496-1040"},"institutions":[{"id":"https://openalex.org/I8636806","display_name":"University of Sousse","ror":"https://ror.org/00dmpgj58","country_code":"TN","type":"education","lineage":["https://openalex.org/I8636806"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Ben Othman Soufiene","raw_affiliation_strings":["PRINCE Laboratory Research, ISITcom, Hammam Sousse, University of Sousse, Sousse, Tunisia"],"raw_orcid":"https://orcid.org/0000-0002-3496-1040","affiliations":[{"raw_affiliation_string":"PRINCE Laboratory Research, ISITcom, Hammam Sousse, University of Sousse, Sousse, Tunisia","institution_ids":["https://openalex.org/I8636806"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":9,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":2.5036,"has_fulltext":false,"cited_by_count":14,"citation_normalized_percentile":{"value":0.88820554,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"12","issue":null,"first_page":"123678","last_page":"123693"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12120","display_name":"Air Quality Monitoring and Forecasting","score":0.9998999834060669,"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":0.9998999834060669,"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/T10190","display_name":"Air Quality and Health Impacts","score":0.9854999780654907,"subfield":{"id":"https://openalex.org/subfields/2307","display_name":"Health, Toxicology and Mutagenesis"},"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/T11052","display_name":"Energy Load and Power Forecasting","score":0.9419999718666077,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/computer-science","display_name":"Computer science","score":0.7035998106002808},{"id":"https://openalex.org/keywords/term","display_name":"Term (time)","score":0.6376277208328247},{"id":"https://openalex.org/keywords/heuristic","display_name":"Heuristic","score":0.5758728981018066},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.4106196463108063},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.35703885555267334},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.32307136058807373}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7035998106002808},{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.6376277208328247},{"id":"https://openalex.org/C173801870","wikidata":"https://www.wikidata.org/wiki/Q201413","display_name":"Heuristic","level":2,"score":0.5758728981018066},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.4106196463108063},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.35703885555267334},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.32307136058807373},{"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/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2024.3441109","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3441109","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:1b39cdd202a840ffaad4f826ec4fc3b1","is_oa":true,"landing_page_url":"https://doaj.org/article/1b39cdd202a840ffaad4f826ec4fc3b1","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 12, Pp 123678-123693 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2024.3441109","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3441109","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":[{"id":"https://openalex.org/G7799546124","display_name":null,"funder_award_id":"PNURSP2024R235","funder_id":"https://openalex.org/F4320322484","funder_display_name":"Princess Nourah Bint Abdulrahman University"}],"funders":[{"id":"https://openalex.org/F4320322484","display_name":"Princess Nourah Bint Abdulrahman University","ror":"https://ror.org/05b0cyh02"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":38,"referenced_works":["https://openalex.org/W956374238","https://openalex.org/W2014859977","https://openalex.org/W2130189616","https://openalex.org/W2159326981","https://openalex.org/W2292005033","https://openalex.org/W2579140012","https://openalex.org/W2767894694","https://openalex.org/W2783923871","https://openalex.org/W2788381291","https://openalex.org/W2803843828","https://openalex.org/W2803892188","https://openalex.org/W2809035759","https://openalex.org/W2812669263","https://openalex.org/W2908782614","https://openalex.org/W2909340263","https://openalex.org/W2914487400","https://openalex.org/W2951123913","https://openalex.org/W2952135817","https://openalex.org/W2964176257","https://openalex.org/W3038462551","https://openalex.org/W3113701344","https://openalex.org/W3123995874","https://openalex.org/W3132807016","https://openalex.org/W3185020781","https://openalex.org/W3196681873","https://openalex.org/W3210637236","https://openalex.org/W3216107495","https://openalex.org/W4214698402","https://openalex.org/W4225871724","https://openalex.org/W4285263492","https://openalex.org/W4318499396","https://openalex.org/W4327953217","https://openalex.org/W4376137878","https://openalex.org/W4385933252","https://openalex.org/W4386035026","https://openalex.org/W4386533076","https://openalex.org/W4398897880","https://openalex.org/W6861593194"],"related_works":["https://openalex.org/W2980611886","https://openalex.org/W42295635","https://openalex.org/W1973996291","https://openalex.org/W2330575325","https://openalex.org/W2163803519","https://openalex.org/W2497592525","https://openalex.org/W3096145648","https://openalex.org/W3197510923","https://openalex.org/W2370579019","https://openalex.org/W4313265328"],"abstract_inverted_index":{"Air":[0,21,232],"pollution":[1],"is":[2],"a":[3,143],"critical":[4],"global":[5],"concern,":[6],"demanding":[7],"precise":[8],"air":[9,50,84,130,154],"quality":[10,131,155],"forecasting":[11],"to":[12,47,152,194,205,245,252],"mitigate":[13],"its":[14],"severe":[15],"consequences.":[16],"Our":[17],"study":[18],"introduces":[19],"Future":[20],"Quality":[22,233],"Prediction":[23],"using":[24],"Long":[25,72],"Short-Term":[26,73],"Memory":[27,74],"based":[28,190],"on":[29,191],"<underline":[30,33,36,41],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[31,34,37,39,42,45,79,95,104,113,140,148,216,240],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">H</u>yper":[32],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">H</u>euristic":[35],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">M</u>ulti-<underline":[38],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">C</u>hain":[40],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">M</u>odel":[43],"(H<sup":[44],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">2</sup>MCM)":[46],"project":[48],"future":[49],"quality,":[51],"considering":[52],"various":[53,220],"meteorological":[54],"factors":[55],"(MFs)":[56],"and":[57,65,109,124,183,198,236,249,262],"pollution-related":[58],"variables":[59],"like":[60],"atmospheric":[61],"pressure,":[62],"temperature,":[63],"humidity,":[64],"wind":[66],"patterns.":[67],"Leveraging":[68],"12":[69,162],"units":[70],"of":[71,209],"neural":[75],"networks":[76],"(LSTMs),":[77],"H<sup":[78,139,215,239],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">2</sup>MCM":[80,141,241],"accurately":[81],"predicts":[82],"forthcoming":[83],"pollutants":[85],"(APs)":[86],"concentrations":[87],"such":[88],"as":[89],"particulate":[90],"matter":[91],"with":[92],"diameter":[93],"<inline-formula":[94],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">":[96],"<tex-math":[97],"notation=\"LaTeX\">$2.5":[98],"\\;":[99],"\\mu":[100],"$":[101],"</tex-math></inline-formula>m":[102],"(PM<sub":[103],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">2.5</sub>),":[105],"carbon":[106],"monoxide":[107],"(CO),":[108],"nitrogen":[110],"dioxide":[111],"(NO<sub":[112],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">2</sub>).":[114],"Additionally,":[115],"it":[116,201],"accounts":[117],"for":[118,133,159,165],"spatiotemporal":[119],"correlations":[120],"between":[121],"these":[122],"APs":[123],"MFs,":[125],"which":[126],"significantly":[127],"influence":[128],"the":[129,134,160,203,207,223],"prediction":[132,150],"next":[135,161],"immediate":[136],"time":[137],"interval.":[138],"utilizes":[142],"multi-chain":[144],"mechanism,":[145],"employing":[146],"<italic":[147],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">1-hour":[149],"model</i>s":[151],"forecast":[153],"hourly,":[156],"enabling":[157],"approximations":[158],"hours.":[163],"Also,":[164],"an":[166],"efficient":[167],"model":[168,196],"selection,":[169],"Akaike":[170],"Information":[171,176,180],"Criterion":[172,177,181],"(AIC),":[173],"Schwarz":[174],"Bayesian":[175],"(SBIC),":[178],"Hannan-Quinn":[179],"(HQIC),":[182],"corrected":[184],"AIC":[185],"(AICc)":[186],"tools":[187],"are":[188],"used":[189],"their":[192],"ability":[193,204],"balance":[195],"fit":[197],"complexity.":[199],"Furthermore,":[200],"demonstrates":[202],"enhance":[206],"performance":[208],"any":[210],"predictor.":[211],"Experimental":[212],"results":[213],"substantiate":[214],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">2</sup>MCM\u2019s":[217],"superiority":[218],"over":[219],"models,":[221],"including":[222],"Support":[224],"Vector":[225],"Regressor":[226],"(SVR),":[227],"Multi-Layer":[228],"Perceptron":[229],"(MLP),":[230],"Recurrent":[231],"Predictor":[234],"(RAQP),":[235],"Valchogianni":[237,266],"models.":[238,267],"achieves":[242],"impressive":[243],"up":[244],"75%":[246],"better":[247,255,259,264],"accuracy":[248],"consistency":[250],"compared":[251],"SVR,":[253],"60%":[254],"than":[256,260,265],"MLP,":[257],"38%":[258],"RAQP,":[261],"70%":[263]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":1}],"updated_date":"2026-06-16T09:24:06.705377","created_date":"2025-10-10T00:00:00"}
