{"id":"https://openalex.org/W4396941371","doi":"https://doi.org/10.1109/access.2024.3401091","title":"Atmospheric Visibility and Cloud Ceiling Predictions With Hybrid IIS-LSTM Integrated Model: Case Studies for Fiji\u2019s Aviation Industry","display_name":"Atmospheric Visibility and Cloud Ceiling Predictions With Hybrid IIS-LSTM Integrated Model: Case Studies for Fiji\u2019s Aviation Industry","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4396941371","doi":"https://doi.org/10.1109/access.2024.3401091"},"language":"en","primary_location":{"id":"doi:10.1109/access.2024.3401091","is_oa":true,"landing_page_url":"http://dx.doi.org/10.1109/access.2024.3401091","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10530982.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":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://ieeexplore.ieee.org/ielx7/6287639/6514899/10530982.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5027249337","display_name":"Shiveel Raj","orcid":"https://orcid.org/0009-0007-0899-0554"},"institutions":[{"id":"https://openalex.org/I185523456","display_name":"University of Southern Queensland","ror":"https://ror.org/04sjbnx57","country_code":"AU","type":"education","lineage":["https://openalex.org/I185523456"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Shiveel Raj","raw_affiliation_strings":["School of Mathematics, Physics and Computing, University of Southern Queensland, Toowoomba, QLD, Australia"],"affiliations":[{"raw_affiliation_string":"School of Mathematics, Physics and Computing, University of Southern Queensland, Toowoomba, QLD, Australia","institution_ids":["https://openalex.org/I185523456"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065141057","display_name":"Ravinesh C. Deo","orcid":null},"institutions":[{"id":"https://openalex.org/I185523456","display_name":"University of Southern Queensland","ror":"https://ror.org/04sjbnx57","country_code":"AU","type":"education","lineage":["https://openalex.org/I185523456"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Ravinesh C. Deo","raw_affiliation_strings":["School of Mathematics, Physics and Computing, University of Southern Queensland, Toowoomba, QLD, Australia"],"affiliations":[{"raw_affiliation_string":"School of Mathematics, Physics and Computing, University of Southern Queensland, Toowoomba, QLD, Australia","institution_ids":["https://openalex.org/I185523456"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063903845","display_name":"Ekta Sharma","orcid":"https://orcid.org/0000-0003-3692-382X"},"institutions":[{"id":"https://openalex.org/I185523456","display_name":"University of Southern Queensland","ror":"https://ror.org/04sjbnx57","country_code":"AU","type":"education","lineage":["https://openalex.org/I185523456"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Ekta Sharma","raw_affiliation_strings":["School of Mathematics, Physics and Computing, University of Southern Queensland, Toowoomba, QLD, Australia"],"affiliations":[{"raw_affiliation_string":"School of Mathematics, Physics and Computing, University of Southern Queensland, Toowoomba, QLD, Australia","institution_ids":["https://openalex.org/I185523456"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071123729","display_name":"Ramendra Prasad","orcid":"https://orcid.org/0000-0003-3941-5839"},"institutions":[{"id":"https://openalex.org/I3132364740","display_name":"University of Fiji","ror":"https://ror.org/0008bt423","country_code":"FJ","type":"education","lineage":["https://openalex.org/I3132364740"]}],"countries":["FJ"],"is_corresponding":false,"raw_author_name":"Ramendra Prasad","raw_affiliation_strings":["Department of Science, School of Science and Technology, The University of Fiji, Lautoka, Fiji"],"affiliations":[{"raw_affiliation_string":"Department of Science, School of Science and Technology, The University of Fiji, Lautoka, Fiji","institution_ids":["https://openalex.org/I3132364740"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040091554","display_name":"Toan Dinh","orcid":"https://orcid.org/0000-0002-7489-9640"},"institutions":[{"id":"https://openalex.org/I185523456","display_name":"University of Southern Queensland","ror":"https://ror.org/04sjbnx57","country_code":"AU","type":"education","lineage":["https://openalex.org/I185523456"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Toan Dinh","raw_affiliation_strings":["School of Engineering, Centre for Future Materials, University of Southern Queensland, Springfield Campus, Springfield Central, QLD, Australia"],"affiliations":[{"raw_affiliation_string":"School of Engineering, Centre for Future Materials, University of Southern Queensland, Springfield Campus, Springfield Central, QLD, Australia","institution_ids":["https://openalex.org/I185523456"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5060780612","display_name":"Sancho Salcedo\u2010Sanz","orcid":"https://orcid.org/0000-0002-4048-1676"},"institutions":[{"id":"https://openalex.org/I185523456","display_name":"University of Southern Queensland","ror":"https://ror.org/04sjbnx57","country_code":"AU","type":"education","lineage":["https://openalex.org/I185523456"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Sancho Salcedo-Sanz","raw_affiliation_strings":["School of Mathematics, Physics and Computing, University of Southern Queensland, Toowoomba, QLD, Australia"],"affiliations":[{"raw_affiliation_string":"School of Mathematics, Physics and Computing, University of Southern Queensland, Toowoomba, QLD, Australia","institution_ids":["https://openalex.org/I185523456"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5027249337"],"corresponding_institution_ids":["https://openalex.org/I185523456"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":3.4585,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.92692259,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":97},"biblio":{"volume":"12","issue":null,"first_page":"72530","last_page":"72543"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11599","display_name":"Aviation Industry Analysis and Trends","score":0.9387000203132629,"subfield":{"id":"https://openalex.org/subfields/2000","display_name":"General Economics, Econometrics and Finance"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11599","display_name":"Aviation Industry Analysis and Trends","score":0.9387000203132629,"subfield":{"id":"https://openalex.org/subfields/2000","display_name":"General Economics, Econometrics and Finance"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10347","display_name":"Atmospheric aerosols and clouds","score":0.9373000264167786,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"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/T11489","display_name":"Air Traffic Management and Optimization","score":0.9369999766349792,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace 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/cloud-computing","display_name":"Cloud computing","score":0.7565822601318359},{"id":"https://openalex.org/keywords/ceiling","display_name":"Ceiling (cloud)","score":0.7373605966567993},{"id":"https://openalex.org/keywords/visibility","display_name":"Visibility","score":0.7015203833580017},{"id":"https://openalex.org/keywords/aviation","display_name":"Aviation","score":0.6658346652984619},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.602867603302002},{"id":"https://openalex.org/keywords/atmospheric-model","display_name":"Atmospheric model","score":0.5551990270614624},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.4926963150501251},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3502221405506134},{"id":"https://openalex.org/keywords/aerospace-engineering","display_name":"Aerospace engineering","score":0.2232147753238678},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.15800920128822327},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.08972403407096863},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.07499149441719055}],"concepts":[{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.7565822601318359},{"id":"https://openalex.org/C2777489069","wikidata":"https://www.wikidata.org/wiki/Q1589822","display_name":"Ceiling (cloud)","level":2,"score":0.7373605966567993},{"id":"https://openalex.org/C123403432","wikidata":"https://www.wikidata.org/wiki/Q654068","display_name":"Visibility","level":2,"score":0.7015203833580017},{"id":"https://openalex.org/C74448152","wikidata":"https://www.wikidata.org/wiki/Q765633","display_name":"Aviation","level":2,"score":0.6658346652984619},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.602867603302002},{"id":"https://openalex.org/C118365302","wikidata":"https://www.wikidata.org/wiki/Q4817115","display_name":"Atmospheric model","level":2,"score":0.5551990270614624},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.4926963150501251},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3502221405506134},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.2232147753238678},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.15800920128822327},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.08972403407096863},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.07499149441719055}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/access.2024.3401091","is_oa":true,"landing_page_url":"http://dx.doi.org/10.1109/access.2024.3401091","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10530982.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":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:2a1c239623e94eabae5be1164bfca3eb","is_oa":true,"landing_page_url":"https://doaj.org/article/2a1c239623e94eabae5be1164bfca3eb","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","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 12, Pp 72530-72543 (2024)","raw_type":"article"},{"id":"pmh:oai:research-repository.griffith.edu.au:10072/431133","is_oa":true,"landing_page_url":"https://hdl.handle.net/10072/431133","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Journal article"}],"best_oa_location":{"id":"doi:10.1109/access.2024.3401091","is_oa":true,"landing_page_url":"http://dx.doi.org/10.1109/access.2024.3401091","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10530982.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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.5600000023841858}],"awards":[{"id":"https://openalex.org/G4590736425","display_name":null,"funder_award_id":"DFAT Australia Awards 2022","funder_id":"https://openalex.org/F4320315885","funder_display_name":"Australian Government"}],"funders":[{"id":"https://openalex.org/F4320315885","display_name":"Australian Government","ror":"https://ror.org/0314h5y94"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4396941371.pdf"},"referenced_works_count":71,"referenced_works":["https://openalex.org/W53688207","https://openalex.org/W1507231250","https://openalex.org/W1855258198","https://openalex.org/W1905819920","https://openalex.org/W2007318301","https://openalex.org/W2024520223","https://openalex.org/W2024966431","https://openalex.org/W2033904036","https://openalex.org/W2037460094","https://openalex.org/W2046935534","https://openalex.org/W2056132907","https://openalex.org/W2064675550","https://openalex.org/W2067578568","https://openalex.org/W2070266031","https://openalex.org/W2082327374","https://openalex.org/W2082484980","https://openalex.org/W2110690838","https://openalex.org/W2111286455","https://openalex.org/W2116619110","https://openalex.org/W2124379907","https://openalex.org/W2138763184","https://openalex.org/W2145979309","https://openalex.org/W2201252546","https://openalex.org/W2274744025","https://openalex.org/W2316060816","https://openalex.org/W2337418766","https://openalex.org/W2464870852","https://openalex.org/W2488619947","https://openalex.org/W2562498401","https://openalex.org/W2604919407","https://openalex.org/W2627156000","https://openalex.org/W2738752875","https://openalex.org/W2782093256","https://openalex.org/W2809374586","https://openalex.org/W2883228808","https://openalex.org/W2911964244","https://openalex.org/W2944851425","https://openalex.org/W2953521532","https://openalex.org/W2973855920","https://openalex.org/W2995007884","https://openalex.org/W2995694682","https://openalex.org/W2998526951","https://openalex.org/W3013130161","https://openalex.org/W3031706961","https://openalex.org/W3036931340","https://openalex.org/W3104791420","https://openalex.org/W3111521375","https://openalex.org/W3136213226","https://openalex.org/W3147314058","https://openalex.org/W3156322283","https://openalex.org/W3163580962","https://openalex.org/W3174086521","https://openalex.org/W4200015861","https://openalex.org/W4200019380","https://openalex.org/W4213265320","https://openalex.org/W4220674835","https://openalex.org/W4224062655","https://openalex.org/W4237532635","https://openalex.org/W4281858228","https://openalex.org/W4288108708","https://openalex.org/W4293426462","https://openalex.org/W4313593261","https://openalex.org/W4379383811","https://openalex.org/W4380201700","https://openalex.org/W4387388497","https://openalex.org/W4387733210","https://openalex.org/W4390571313","https://openalex.org/W4391206025","https://openalex.org/W6703379309","https://openalex.org/W6747134593","https://openalex.org/W6767707592"],"related_works":["https://openalex.org/W4392749941","https://openalex.org/W2081139303","https://openalex.org/W2392812199","https://openalex.org/W4200176076","https://openalex.org/W598185802","https://openalex.org/W2767250287","https://openalex.org/W2355516524","https://openalex.org/W2361471170","https://openalex.org/W2025616642","https://openalex.org/W3158338669"],"abstract_inverted_index":{"Atmospheric":[0],"visibility":[1,77,166,192,201,287],"and":[2,11,16,54,58,78,102,120,138,158,167,193,206,247,281,288],"cloud":[3,168,215,221,289],"ceiling":[4,79,169,222,290],"forecasts":[5,31,170,202],"are":[6,25,41],"essential":[7],"for":[8,171,219,285,299],"the":[9,17,74,90,103,108,112,117,126,149,152,172,178,187,204,207,212,225,228,231,235,248,257,266,296],"safety":[10],"efficiency":[12],"of":[13,32,94,107,125,151,191,197,211,227,234,251,265],"flight":[14],"operations":[15],"aviation":[18,22,297],"industry.":[19],"Routine":[20],"hourly":[21],"meteorological":[23,35],"observations":[24],"recorded":[26],"at":[27],"every":[28],"airport.":[29],"However,":[30],"these":[33],"two":[34,48],"parameters":[36],"using":[37,133],"artificial":[38],"intelligence":[39],"techniques":[40],"limited.":[42],"This":[43,271],"research":[44],"utilizes":[45],"data":[46],"from":[47,89],"study":[49,229],"sites":[50],"in":[51,295],"Fiji,":[52],"Nadi,":[53],"Nausori":[55],"International":[56],"Airport,":[57],"proposes":[59],"a":[60,86],"hybrid":[61,128,154,267],"Iterative":[62],"Input":[63],"Selection":[64],"\u2013":[65],"Long":[66],"Short-Term":[67],"Memory":[68],"(IIS-LSTM)":[69],"integrated":[70,156],"model":[71,119,130,157,245,273],"to":[72,162,177,199,241,261,277],"forecast":[73,269],"consecutive":[75,174],"hour\u2019s":[76],"parameters.":[80],"The":[81,123,145,181],"IIS":[82,236],"algorithm":[83,114,260],"acts":[84,115],"as":[85,116],"feature":[87],"selector":[88],"global":[91],"predictor":[92,95],"matrix":[93],"variables":[96],"with":[97,140,256],"its":[98,159,293],"significant":[99,104],"lagged":[100,105,189,195,209],"inputs":[101,106,210],"target":[109],"variable,":[110],"while":[111,203],"LSTM":[113,258],"learning":[118],"makes":[121],"forecasts.":[122,223],"performance":[124,264],"proposed":[127,153,276],"IIS-LSTM":[129,155,268],"is":[131,238,274],"evaluated":[132,146],"seven":[134],"statistical":[135],"score":[136],"metrics":[137],"compared":[139,176],"four":[141],"competing":[142],"benchmark":[143,179],"models.":[144,180],"results":[147],"illustrate":[148],"superiority":[150],"advanced":[160],"capability":[161],"generate":[163],"accurate":[164,220],"atmospheric":[165,286],"next":[173],"hour":[175],"most":[182,243],"important":[183],"features":[184],"selected":[185],"were":[186,217],"second":[188],"input":[190,196,253],"first":[194,205],"rainfall":[198],"improve":[200],"fifth":[208],"total":[213],"low":[214],"cover":[216],"paramount":[218],"Considering":[224],"geography":[226],"sites,":[230],"overall":[232],"efficacy":[233],"method":[237,255],"strongly":[239],"advocated":[240],"screen":[242],"suitable":[244],"predictors":[246],"subsequent":[249],"integration":[250],"this":[252],"selection":[254],"predictive":[259,283],"attain":[262],"enhanced":[263],"model.":[270],"objective":[272],"therefore":[275],"be":[278],"an":[279],"efficient":[280],"cost-effective":[282],"tool":[284],"forecasts,":[291],"especially":[292],"applications":[294],"industry":[298],"aeronautical":[300],"purposes.":[301]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3}],"updated_date":"2025-12-22T23:10:17.713674","created_date":"2025-10-10T00:00:00"}
