{"id":"https://openalex.org/W7152988020","doi":"https://doi.org/10.1016/j.asoc.2026.115212","title":"Bridging physics and machine learning: AI-enhanced WRF ensemble approach to extreme rainfall prediction","display_name":"Bridging physics and machine learning: AI-enhanced WRF ensemble approach to extreme rainfall prediction","publication_year":2026,"publication_date":"2026-04-10","ids":{"openalex":"https://openalex.org/W7152988020","doi":"https://doi.org/10.1016/j.asoc.2026.115212"},"language":"en","primary_location":{"id":"doi:10.1016/j.asoc.2026.115212","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.asoc.2026.115212","pdf_url":null,"source":{"id":"https://openalex.org/S140556538","display_name":"Applied Soft Computing","issn_l":"1568-4946","issn":["1568-4946","1872-9681"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Soft Computing","raw_type":"journal-article"},"type":"article","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/A5041024533","display_name":"Kavya Johny","orcid":"https://orcid.org/0000-0002-0065-3525"},"institutions":[{"id":"https://openalex.org/I20497027","display_name":"Cochin University of Science and Technology","ror":"https://ror.org/00a4kqq17","country_code":"IN","type":"education","lineage":["https://openalex.org/I20497027"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Kavya Johny","raw_affiliation_strings":["Advanced Centre for Atmospheric Radar Research, Cochin University of Science and Technology, Cochin, Kerala, India"],"raw_orcid":"https://orcid.org/0000-0002-0065-3525","affiliations":[{"raw_affiliation_string":"Advanced Centre for Atmospheric Radar Research, Cochin University of Science and Technology, Cochin, Kerala, India","institution_ids":["https://openalex.org/I20497027"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5130367529","display_name":"M.G. Manoj","orcid":null},"institutions":[{"id":"https://openalex.org/I20497027","display_name":"Cochin University of Science and Technology","ror":"https://ror.org/00a4kqq17","country_code":"IN","type":"education","lineage":["https://openalex.org/I20497027"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"M.G. Manoj","raw_affiliation_strings":["Advanced Centre for Atmospheric Radar Research, Cochin University of Science and Technology, Cochin, Kerala, India"],"raw_orcid":"https://orcid.org/0000-0003-0419-4028","affiliations":[{"raw_affiliation_string":"Advanced Centre for Atmospheric Radar Research, Cochin University of Science and Technology, Cochin, Kerala, India","institution_ids":["https://openalex.org/I20497027"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5133373690","display_name":"Rasla Fathima C","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Fathima C Rasla","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5094244057","display_name":"Ashish Shaji","orcid":"https://orcid.org/0000-0003-3878-9599"},"institutions":[{"id":"https://openalex.org/I20497027","display_name":"Cochin University of Science and Technology","ror":"https://ror.org/00a4kqq17","country_code":"IN","type":"education","lineage":["https://openalex.org/I20497027"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Ashish Shaji","raw_affiliation_strings":["Advanced Centre for Atmospheric Radar Research, Cochin University of Science and Technology, Cochin, Kerala, India"],"raw_orcid":"https://orcid.org/0000-0003-3878-9599","affiliations":[{"raw_affiliation_string":"Advanced Centre for Atmospheric Radar Research, Cochin University of Science and Technology, Cochin, Kerala, India","institution_ids":["https://openalex.org/I20497027"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5076212529","display_name":"Omveer Sharma","orcid":"https://orcid.org/0000-0002-1178-829X"},"institutions":[{"id":"https://openalex.org/I91203450","display_name":"University of Haifa","ror":"https://ror.org/02f009v59","country_code":"IL","type":"education","lineage":["https://openalex.org/I91203450"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Omveer Sharma","raw_affiliation_strings":["Sagol Department of Neurobiology, University of Haifa, Israel"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Sagol Department of Neurobiology, University of Haifa, Israel","institution_ids":["https://openalex.org/I91203450"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5130367529"],"corresponding_institution_ids":["https://openalex.org/I20497027"],"apc_list":{"value":3350,"currency":"USD","value_usd":3350},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.82670022,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"197","issue":null,"first_page":"115212","last_page":"115212"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11490","display_name":"Hydrological Forecasting Using AI","score":0.6577000021934509,"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/T11490","display_name":"Hydrological Forecasting Using AI","score":0.6577000021934509,"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/T10466","display_name":"Meteorological Phenomena and Simulations","score":0.07109999656677246,"subfield":{"id":"https://openalex.org/subfields/1902","display_name":"Atmospheric Science"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11483","display_name":"Tropical and Extratropical Cyclones Research","score":0.05660000070929527,"subfield":{"id":"https://openalex.org/subfields/1902","display_name":"Atmospheric Science"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/bridging","display_name":"Bridging (networking)","score":0.8763999938964844},{"id":"https://openalex.org/keywords/weather-research-and-forecasting-model","display_name":"Weather Research and Forecasting Model","score":0.7102000117301941},{"id":"https://openalex.org/keywords/weather-prediction","display_name":"Weather prediction","score":0.40860000252723694},{"id":"https://openalex.org/keywords/data-assimilation","display_name":"Data assimilation","score":0.387800008058548},{"id":"https://openalex.org/keywords/mode","display_name":"Mode (computer interface)","score":0.37369999289512634}],"concepts":[{"id":"https://openalex.org/C174348530","wikidata":"https://www.wikidata.org/wiki/Q188635","display_name":"Bridging (networking)","level":2,"score":0.8763999938964844},{"id":"https://openalex.org/C133204551","wikidata":"https://www.wikidata.org/wiki/Q838305","display_name":"Weather Research and Forecasting Model","level":2,"score":0.7102000117301941},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.5216000080108643},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.45170000195503235},{"id":"https://openalex.org/C2987469573","wikidata":"https://www.wikidata.org/wiki/Q182868","display_name":"Weather prediction","level":2,"score":0.40860000252723694},{"id":"https://openalex.org/C24552861","wikidata":"https://www.wikidata.org/wiki/Q2670177","display_name":"Data assimilation","level":2,"score":0.387800008058548},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.37720000743865967},{"id":"https://openalex.org/C48677424","wikidata":"https://www.wikidata.org/wiki/Q6888088","display_name":"Mode (computer interface)","level":2,"score":0.37369999289512634},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.37049999833106995},{"id":"https://openalex.org/C119898033","wikidata":"https://www.wikidata.org/wiki/Q3433888","display_name":"Ensemble forecasting","level":2,"score":0.3377000093460083},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.3303999900817871},{"id":"https://openalex.org/C121864883","wikidata":"https://www.wikidata.org/wiki/Q677916","display_name":"Statistical physics","level":1,"score":0.3206000030040741},{"id":"https://openalex.org/C49204034","wikidata":"https://www.wikidata.org/wiki/Q52139","display_name":"Climatology","level":1,"score":0.3125999867916107},{"id":"https://openalex.org/C21001229","wikidata":"https://www.wikidata.org/wiki/Q182868","display_name":"Weather forecasting","level":2,"score":0.26190000772476196}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.asoc.2026.115212","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.asoc.2026.115212","pdf_url":null,"source":{"id":"https://openalex.org/S140556538","display_name":"Applied Soft Computing","issn_l":"1568-4946","issn":["1568-4946","1872-9681"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Soft Computing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","score":0.9034352898597717,"display_name":"Climate action"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":43,"referenced_works":["https://openalex.org/W1831098712","https://openalex.org/W1985854434","https://openalex.org/W2000436031","https://openalex.org/W2028979275","https://openalex.org/W2031547752","https://openalex.org/W2046976544","https://openalex.org/W2075349719","https://openalex.org/W2079453839","https://openalex.org/W2083339292","https://openalex.org/W2096107489","https://openalex.org/W2108031818","https://openalex.org/W2153379386","https://openalex.org/W2153911420","https://openalex.org/W2156574776","https://openalex.org/W2161126473","https://openalex.org/W2161467829","https://openalex.org/W2163627989","https://openalex.org/W2172819965","https://openalex.org/W2177291244","https://openalex.org/W2179912439","https://openalex.org/W2214723031","https://openalex.org/W2279799478","https://openalex.org/W2559504159","https://openalex.org/W2604422420","https://openalex.org/W2766018291","https://openalex.org/W2767259296","https://openalex.org/W2803408063","https://openalex.org/W2883970095","https://openalex.org/W2896735480","https://openalex.org/W2946492249","https://openalex.org/W2950840445","https://openalex.org/W2974527409","https://openalex.org/W2998936951","https://openalex.org/W3011075401","https://openalex.org/W3011091581","https://openalex.org/W3048374358","https://openalex.org/W3099145603","https://openalex.org/W3119299053","https://openalex.org/W3211857645","https://openalex.org/W4213450433","https://openalex.org/W4220773927","https://openalex.org/W4404704407","https://openalex.org/W4405031167"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-04-12T06:05:19.336698","created_date":"2026-04-11T00:00:00"}
