{"id":"https://openalex.org/W4214758431","doi":"https://doi.org/10.1109/access.2022.3153475","title":"Cloud Affected Solar UV Prediction With Three-Phase Wavelet Hybrid Convolutional Long Short-Term Memory Network Multi-Step Forecast System","display_name":"Cloud Affected Solar UV Prediction With Three-Phase Wavelet Hybrid Convolutional Long Short-Term Memory Network Multi-Step Forecast System","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4214758431","doi":"https://doi.org/10.1109/access.2022.3153475"},"language":"en","primary_location":{"id":"doi:10.1109/access.2022.3153475","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3153475","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9668973/09718335.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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","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/ielx7/6287639/9668973/09718335.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5031932812","display_name":"Salvin S. Prasad","orcid":"https://orcid.org/0000-0002-3406-1106"},"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":"Salvin S. Prasad","raw_affiliation_strings":["School of Mathematics, Physics, and Computing, University of Southern Queensland, Springfield, QLD, Australia"],"raw_orcid":"https://orcid.org/0000-0002-3406-1106","affiliations":[{"raw_affiliation_string":"School of Mathematics, Physics, and Computing, University of Southern Queensland, Springfield, 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, Springfield, QLD, Australia"],"raw_orcid":"https://orcid.org/0000-0002-2290-6749","affiliations":[{"raw_affiliation_string":"School of Mathematics, Physics, and Computing, University of Southern Queensland, Springfield, QLD, Australia","institution_ids":["https://openalex.org/I185523456"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008724716","display_name":"Nathan Downs","orcid":"https://orcid.org/0000-0002-3191-6404"},"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":"Nathan Downs","raw_affiliation_strings":["School of Mathematics, Physics, and Computing, University of Southern Queensland, Springfield, QLD, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mathematics, Physics, and Computing, University of Southern Queensland, Springfield, QLD, Australia","institution_ids":["https://openalex.org/I185523456"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003685747","display_name":"Damien P. Igoe","orcid":"https://orcid.org/0000-0002-3897-4842"},"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":"Damien Igoe","raw_affiliation_strings":["School of Mathematics, Physics, and Computing, University of Southern Queensland, Toowoomba, QLD, Australia"],"raw_orcid":"https://orcid.org/0000-0002-3897-4842","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/A5043334558","display_name":"Alfio V. Parisi","orcid":"https://orcid.org/0000-0001-8430-8907"},"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":"Alfio V. Parisi","raw_affiliation_strings":["School of Mathematics, Physics, and Computing, University of Southern Queensland, Toowoomba, QLD, Australia"],"raw_orcid":"https://orcid.org/0000-0001-8430-8907","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":"last","author":{"id":"https://openalex.org/A5088810965","display_name":"Jeffrey Soar","orcid":"https://orcid.org/0000-0002-4964-7556"},"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":"Jeffrey Soar","raw_affiliation_strings":["School of Business, University of Southern Queensland, Springfield, QLD, Australia"],"raw_orcid":"https://orcid.org/0000-0002-4964-7556","affiliations":[{"raw_affiliation_string":"School of Business, University of Southern Queensland, Springfield, QLD, Australia","institution_ids":["https://openalex.org/I185523456"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"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":3.9364,"has_fulltext":true,"cited_by_count":34,"citation_normalized_percentile":{"value":0.94265858,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"10","issue":null,"first_page":"24704","last_page":"24720"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11276","display_name":"Solar Radiation and Photovoltaics","score":0.9979000091552734,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11276","display_name":"Solar Radiation and Photovoltaics","score":0.9979000091552734,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12120","display_name":"Air Quality Monitoring and Forecasting","score":0.9900000095367432,"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/T11659","display_name":"Advanced Image Fusion Techniques","score":0.9883999824523926,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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":0.6428496837615967},{"id":"https://openalex.org/keywords/term","display_name":"Term (time)","score":0.5114123225212097},{"id":"https://openalex.org/keywords/nowcasting","display_name":"Nowcasting","score":0.504848062992096},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.4676145315170288},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.4484465718269348},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3271833658218384},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.32200944423675537}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6428496837615967},{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.5114123225212097},{"id":"https://openalex.org/C2781013037","wikidata":"https://www.wikidata.org/wiki/Q1433331","display_name":"Nowcasting","level":2,"score":0.504848062992096},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.4676145315170288},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.4484465718269348},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3271833658218384},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.32200944423675537},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"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/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","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}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/access.2022.3153475","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3153475","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9668973/09718335.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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:eprints.usq.edu.au:47315","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306400692","display_name":"University of Southern Queensland ePrints (University of Southern Queensland)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I185523456","host_organization_name":"University of Southern Queensland","host_organization_lineage":["https://openalex.org/I185523456"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Article (Commonwealth Reporting Category C)"},{"id":"pmh:oai:doaj.org/article:062112ae75f04269aad19ce7df0fbf99","is_oa":true,"landing_page_url":"https://doaj.org/article/062112ae75f04269aad19ce7df0fbf99","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 10, Pp 24704-24720 (2022)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2022.3153475","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3153475","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9668973/09718335.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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.5899999737739563}],"awards":[],"funders":[{"id":"https://openalex.org/F4320320985","display_name":"University of Southern Queensland","ror":"https://ror.org/04sjbnx57"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4214758431.pdf","grobid_xml":"https://content.openalex.org/works/W4214758431.grobid-xml"},"referenced_works_count":61,"referenced_works":["https://openalex.org/W1485009520","https://openalex.org/W1574898645","https://openalex.org/W1801389248","https://openalex.org/W1934894057","https://openalex.org/W1963827414","https://openalex.org/W1994295937","https://openalex.org/W2006219759","https://openalex.org/W2016452153","https://openalex.org/W2025897721","https://openalex.org/W2030754173","https://openalex.org/W2050791756","https://openalex.org/W2055338991","https://openalex.org/W2071024509","https://openalex.org/W2082139691","https://openalex.org/W2101234009","https://openalex.org/W2143481518","https://openalex.org/W2159196243","https://openalex.org/W2274744025","https://openalex.org/W2285118198","https://openalex.org/W2366440800","https://openalex.org/W2398936495","https://openalex.org/W2501250788","https://openalex.org/W2592903613","https://openalex.org/W2599971942","https://openalex.org/W2606042658","https://openalex.org/W2750853837","https://openalex.org/W2761145419","https://openalex.org/W2793151193","https://openalex.org/W2937772171","https://openalex.org/W2942490069","https://openalex.org/W2943289552","https://openalex.org/W2949676527","https://openalex.org/W2951458873","https://openalex.org/W2954174953","https://openalex.org/W2963928450","https://openalex.org/W3015280040","https://openalex.org/W3022211274","https://openalex.org/W3023250003","https://openalex.org/W3036309913","https://openalex.org/W3041929891","https://openalex.org/W3042753240","https://openalex.org/W3047313329","https://openalex.org/W3047711380","https://openalex.org/W3089687722","https://openalex.org/W3092445480","https://openalex.org/W3104791420","https://openalex.org/W3127771660","https://openalex.org/W3133956142","https://openalex.org/W3136145688","https://openalex.org/W3136213226","https://openalex.org/W3167907675","https://openalex.org/W3197006819","https://openalex.org/W3212268608","https://openalex.org/W3213482556","https://openalex.org/W3215435788","https://openalex.org/W3215851003","https://openalex.org/W4211115699","https://openalex.org/W4292671038","https://openalex.org/W6675354045","https://openalex.org/W6713134421","https://openalex.org/W6804500424"],"related_works":["https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2098567841","https://openalex.org/W3124209601","https://openalex.org/W4321491554","https://openalex.org/W2990103402","https://openalex.org/W2744720830","https://openalex.org/W4388725863","https://openalex.org/W2293599620","https://openalex.org/W2979735839"],"abstract_inverted_index":{"Harmful":[0],"exposure":[1,35],"to":[2,32,37,50],"erythemally-effective":[3],"ultraviolet":[4,25],"radiation":[5],"(UVR)":[6],"poses":[7],"high":[8,185],"health":[9,248,278],"risks":[10],"such":[11],"as":[12],"malignant":[13],"keratinocyte":[14],"cancers":[15],"and":[16,61,101,129,148,157,201,258],"eye-related":[17],"diseases.":[18],"Delivering":[19],"short-term":[20,81,169],"forecasts":[21,70],"of":[22,57,140,164,188,229,256],"the":[23,38,62,69,110,120,133,138,141,146,161,165,191,195,199,204,208,222],"solar":[24,63,274],"index":[26],"(UVI)":[27],"is":[28],"an":[29],"effective":[30],"way":[31],"advise":[33],"UVR":[34],"information":[36],"public":[39,247],"at":[40,71,174],"risk.":[41,249],"This":[42],"research":[43],"reports":[44],"on":[45],"a":[46,76,114,175,183],"novel":[47],"framework":[48,269],"built":[49],"forecast":[51,104,177,219,225],"UVI,":[52],"integrating":[53],"antecedent":[54],"lagged":[55],"memory":[56,82],"cloud":[58,262],"statistical":[59,155],"properties":[60],"zenith":[64],"angle":[65],"(SZA).":[66],"To":[67],"produce":[68],"multi-step":[72],"horizon":[73],"we":[74],"design":[75],"3-phase":[77],"hybrid":[78],"convolutional":[79],"long":[80],"network":[83],"(W-O-convLSTM)":[84],"model,":[85],"validated":[86],"with":[87,125,221,261],"Queensland-based":[88],"datasets":[89],"in":[90,108,168,190,194,198,203,238,273],"near":[91],"real-time":[92],"(":[93],"<italic":[94],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[95],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">i.e</i>":[96],".,":[97],"10-minute,":[98],"20-minute,":[99],"30-minute":[100],"1":[102],"hour":[103],"horizon).":[105],"Our":[106],"approach":[107],"optimizing":[109],"performance":[111,139,163],"also":[112,251],"entails":[113],"robust":[115],"selective":[116],"filtering":[117],"method":[118],"using":[119,132],"BorutaShap":[121],"algorithm,":[122],"data":[123,264],"decomposition":[124],"stationary":[126],"wavelet":[127],"transformation":[128],"hyperparameter":[130],"optimization":[131],"Optuna":[134],"algorithm.":[135],"We":[136,250],"assess":[137],"proposed":[142,209,232],"W-O-convLSTM":[143],"model":[144,167,181,211,233],"alongside":[145],"baseline":[147],"benchmark":[149],"models.":[150],"The":[151,227],"captured":[152],"results,":[153],"through":[154],"metrics":[156],"visual":[158],"infographics,":[159],"elucidate":[160],"superior":[162],"objective":[166,180],"UVI":[170],"forecasting.":[171],"For":[172],"instance,":[173],"10-minute":[176],"horizon,":[178],"our":[179,230,267],"yields":[182],"relatively":[184],"correlation":[186],"coefficient":[187],"~0.961":[189],"autumn,":[192],"0.909":[193],"summer,":[196],"0.926":[197],"spring":[200],"0.936":[202],"winter":[205],"season.":[206],"Overall,":[207],"O-convLSTM":[210],"outperforms":[212],"its":[213,235],"competing":[214],"counterpart":[215],"models":[216],"for":[217,270],"all":[218],"horizons":[220],"lowest":[223],"absolute":[224],"error.":[226],"robustness":[228],"newly":[231],"avers":[234],"practical":[236],"utility":[237],"delivering":[239],"sun-protection":[240],"behavior":[241],"recommendations":[242],"that":[243,253],"can":[244,265],"mitigate":[245],"UV-exposure-related":[246],"recommend":[252],"future":[254],"integration":[255],"aerosol":[257],"ozone":[259],"effects":[260],"cover":[263],"enhance":[266],"forecasting":[268],"wider":[271],"applications":[272],"energy":[275],"or":[276],"skin":[277],"monitoring":[279],"systems.":[280]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":11},{"year":2022,"cited_by_count":8}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
