{"id":"https://openalex.org/W4367319598","doi":"https://doi.org/10.3390/a16050232","title":"Machine-Learning-Based Model for Hurricane Storm Surge Forecasting in the Lower Laguna Madre","display_name":"Machine-Learning-Based Model for Hurricane Storm Surge Forecasting in the Lower Laguna Madre","publication_year":2023,"publication_date":"2023-04-28","ids":{"openalex":"https://openalex.org/W4367319598","doi":"https://doi.org/10.3390/a16050232"},"language":"en","primary_location":{"id":"doi:10.3390/a16050232","is_oa":true,"landing_page_url":"https://doi.org/10.3390/a16050232","pdf_url":"https://www.mdpi.com/1999-4893/16/5/232/pdf?version=1682672784","source":{"id":"https://openalex.org/S190629608","display_name":"Algorithms","issn_l":"1999-4893","issn":["1999-4893"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Algorithms","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1999-4893/16/5/232/pdf?version=1682672784","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5002269126","display_name":"Cesar Davila Hernandez","orcid":"https://orcid.org/0000-0002-7250-8239"},"institutions":[{"id":"https://openalex.org/I86519309","display_name":"The University of Texas at Austin","ror":"https://ror.org/00hj54h04","country_code":"US","type":"education","lineage":["https://openalex.org/I86519309"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Cesar Davila Hernandez","raw_affiliation_strings":["Department of Civil, Architectural and Environmental Engineering, The University of Texas at Austin, Austin, TX 78705, USA"],"affiliations":[{"raw_affiliation_string":"Department of Civil, Architectural and Environmental Engineering, The University of Texas at Austin, Austin, TX 78705, USA","institution_ids":["https://openalex.org/I86519309"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004496202","display_name":"Jungseok Ho","orcid":null},"institutions":[{"id":"https://openalex.org/I2802326326","display_name":"The University of Texas Rio Grande Valley","ror":"https://ror.org/02p5xjf12","country_code":"US","type":"education","lineage":["https://openalex.org/I2802326326"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Jungseok Ho","raw_affiliation_strings":["Department of Civil Engineering, The University of Texas Rio Grande Valley, Edinburg, TX 78539, USA"],"affiliations":[{"raw_affiliation_string":"Department of Civil Engineering, The University of Texas Rio Grande Valley, Edinburg, TX 78539, USA","institution_ids":["https://openalex.org/I2802326326"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080215015","display_name":"Dongchul Kim","orcid":"https://orcid.org/0000-0002-5659-1394"},"institutions":[{"id":"https://openalex.org/I2802326326","display_name":"The University of Texas Rio Grande Valley","ror":"https://ror.org/02p5xjf12","country_code":"US","type":"education","lineage":["https://openalex.org/I2802326326"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Dongchul Kim","raw_affiliation_strings":["Department of Computer Science, The University of Texas Rio Grande Valley, Edinburg, TX 78539, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, The University of Texas Rio Grande Valley, Edinburg, TX 78539, USA","institution_ids":["https://openalex.org/I2802326326"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5002071463","display_name":"Abdoul Oubeidillah","orcid":null},"institutions":[{"id":"https://openalex.org/I2802326326","display_name":"The University of Texas Rio Grande Valley","ror":"https://ror.org/02p5xjf12","country_code":"US","type":"education","lineage":["https://openalex.org/I2802326326"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Abdoul Oubeidillah","raw_affiliation_strings":["Department of Civil Engineering, The University of Texas Rio Grande Valley, Edinburg, TX 78539, USA"],"affiliations":[{"raw_affiliation_string":"Department of Civil Engineering, The University of Texas Rio Grande Valley, Edinburg, TX 78539, USA","institution_ids":["https://openalex.org/I2802326326"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5004496202"],"corresponding_institution_ids":["https://openalex.org/I2802326326"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":1.5069,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.79782358,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"16","issue":"5","first_page":"232","last_page":"232"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11483","display_name":"Tropical and Extratropical Cyclones Research","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T11483","display_name":"Tropical and Extratropical Cyclones Research","score":0.9998999834060669,"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/T11061","display_name":"Ocean Waves and Remote Sensing","score":0.9968000054359436,"subfield":{"id":"https://openalex.org/subfields/1910","display_name":"Oceanography"},"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/T10466","display_name":"Meteorological Phenomena and Simulations","score":0.9965999722480774,"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/storm-surge","display_name":"Storm surge","score":0.9189258813858032},{"id":"https://openalex.org/keywords/storm","display_name":"Storm","score":0.6910449266433716},{"id":"https://openalex.org/keywords/climatology","display_name":"Climatology","score":0.6105539202690125},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.5984705686569214},{"id":"https://openalex.org/keywords/atlantic-hurricane","display_name":"Atlantic hurricane","score":0.5779271721839905},{"id":"https://openalex.org/keywords/surge","display_name":"Surge","score":0.5749984979629517},{"id":"https://openalex.org/keywords/tropical-cyclone-forecast-model","display_name":"Tropical cyclone forecast model","score":0.544701337814331},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.4795072674751282},{"id":"https://openalex.org/keywords/tropical-cyclone","display_name":"Tropical cyclone","score":0.3696919083595276},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.2810611128807068},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.18995466828346252}],"concepts":[{"id":"https://openalex.org/C22818535","wikidata":"https://www.wikidata.org/wiki/Q121742","display_name":"Storm surge","level":3,"score":0.9189258813858032},{"id":"https://openalex.org/C105306849","wikidata":"https://www.wikidata.org/wiki/Q81054","display_name":"Storm","level":2,"score":0.6910449266433716},{"id":"https://openalex.org/C49204034","wikidata":"https://www.wikidata.org/wiki/Q52139","display_name":"Climatology","level":1,"score":0.6105539202690125},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.5984705686569214},{"id":"https://openalex.org/C35647692","wikidata":"https://www.wikidata.org/wiki/Q2547976","display_name":"Atlantic hurricane","level":3,"score":0.5779271721839905},{"id":"https://openalex.org/C154108245","wikidata":"https://www.wikidata.org/wiki/Q287381","display_name":"Surge","level":2,"score":0.5749984979629517},{"id":"https://openalex.org/C102561126","wikidata":"https://www.wikidata.org/wiki/Q17164865","display_name":"Tropical cyclone forecast model","level":3,"score":0.544701337814331},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.4795072674751282},{"id":"https://openalex.org/C29141058","wikidata":"https://www.wikidata.org/wiki/Q8092","display_name":"Tropical cyclone","level":2,"score":0.3696919083595276},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.2810611128807068},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.18995466828346252}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.3390/a16050232","is_oa":true,"landing_page_url":"https://doi.org/10.3390/a16050232","pdf_url":"https://www.mdpi.com/1999-4893/16/5/232/pdf?version=1682672784","source":{"id":"https://openalex.org/S190629608","display_name":"Algorithms","issn_l":"1999-4893","issn":["1999-4893"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Algorithms","raw_type":"journal-article"},{"id":"pmh:oai:scholarworks.utrgv.edu:ce_fac-1058","is_oa":true,"landing_page_url":"https://scholarworks.utrgv.edu/ce_fac/59","pdf_url":null,"source":{"id":"https://openalex.org/S4306402611","display_name":"ScholarWorks @ UTRGV (The University of Texas Rio Grande Valley)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I2802326326","host_organization_name":"The University of Texas Rio Grande Valley","host_organization_lineage":["https://openalex.org/I2802326326"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Civil Engineering Faculty Publications and Presentations","raw_type":"text"},{"id":"pmh:oai:doaj.org/article:3f129ccd707f454ca8e816d90c6569ce","is_oa":true,"landing_page_url":"https://doaj.org/article/3f129ccd707f454ca8e816d90c6569ce","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":"Algorithms, Vol 16, Iss 5, p 232 (2023)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1999-4893/16/5/232/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/a16050232","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Algorithms; Volume 16; Issue 5; Pages: 232","raw_type":"Text"},{"id":"pmh:oai:noaa.stacks:noaa:58828","is_oa":true,"landing_page_url":"https://repository.library.noaa.gov/view/noaa/58828","pdf_url":null,"source":{"id":"https://openalex.org/S4377196172","display_name":"NOAA Institutional Repository","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","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Algorithms, 16(5), 232","raw_type":""}],"best_oa_location":{"id":"doi:10.3390/a16050232","is_oa":true,"landing_page_url":"https://doi.org/10.3390/a16050232","pdf_url":"https://www.mdpi.com/1999-4893/16/5/232/pdf?version=1682672784","source":{"id":"https://openalex.org/S190629608","display_name":"Algorithms","issn_l":"1999-4893","issn":["1999-4893"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Algorithms","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Life below water","id":"https://metadata.un.org/sdg/14","score":0.8199999928474426}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4367319598.pdf"},"referenced_works_count":27,"referenced_works":["https://openalex.org/W1965906651","https://openalex.org/W1967581660","https://openalex.org/W1985048212","https://openalex.org/W1989606350","https://openalex.org/W1995373645","https://openalex.org/W1998099504","https://openalex.org/W2060907495","https://openalex.org/W2074306903","https://openalex.org/W2077738827","https://openalex.org/W2095442203","https://openalex.org/W2148645166","https://openalex.org/W2153857662","https://openalex.org/W2154579312","https://openalex.org/W2161285486","https://openalex.org/W2164738320","https://openalex.org/W2186120747","https://openalex.org/W2319178110","https://openalex.org/W2618530766","https://openalex.org/W2762991245","https://openalex.org/W2886855441","https://openalex.org/W2909918885","https://openalex.org/W3008790271","https://openalex.org/W3044091812","https://openalex.org/W3066886056","https://openalex.org/W4230777928","https://openalex.org/W6682751323","https://openalex.org/W6684191040"],"related_works":["https://openalex.org/W1992168857","https://openalex.org/W2176592651","https://openalex.org/W2587789466","https://openalex.org/W2319930455","https://openalex.org/W4367399904","https://openalex.org/W1991586734","https://openalex.org/W1981258613","https://openalex.org/W2225624508","https://openalex.org/W2089406803","https://openalex.org/W4281824977"],"abstract_inverted_index":{"During":[0],"every":[1],"Atlantic":[2,19],"hurricane":[3,43],"season,":[4],"storms":[5],"represent":[6],"a":[7,79,117,184],"constant":[8],"risk":[9],"to":[10,29,38,60,169],"Texan":[11],"coastal":[12],"communities":[13,16],"and":[14,40,101,132,147,187,196],"other":[15],"along":[17,159],"the":[18,22,30,67,70,74,86,105,138,160,165],"coast":[20],"of":[21,33,57,69,107,143,178,191],"United":[23],"States.":[24],"A":[25],"storm":[26,44,81,149,171,199],"surge":[27,45,82,172,200],"refers":[28],"abnormal":[31],"rise":[32],"sea":[34,113],"water":[35],"level":[36],"due":[37],"hurricanes":[39,146],"storms;":[41],"traditionally,":[42],"predictions":[46],"are":[47],"generated":[48],"using":[49],"complex":[50],"numerical":[51,122,185],"models":[52],"that":[53],"require":[54],"high":[55],"amounts":[56],"computing":[58],"power":[59],"be":[61],"run,":[62],"which":[63],"grow":[64],"proportionally":[65],"with":[66,174,183],"extent":[68],"area":[71],"covered":[72],"by":[73],"model.":[75,123],"In":[76],"this":[77],"work,":[78],"machine-learning-based":[80],"forecasting":[83],"model":[84,93,140,166,186],"for":[85,193,198],"Lower":[87,161],"Laguna":[88,118,162],"Madre":[89,119],"is":[90,141,167],"implemented.":[91],"The":[92],"considers":[94],"gridded":[95],"forecasted":[96],"weather":[97],"data":[98],"on":[99],"winds":[100],"atmospheric":[102],"pressure":[103],"over":[104],"Gulf":[106],"Mexico,":[108],"as":[109,111,127,151,153],"well":[110,152],"previous":[112],"levels":[114],"obtained":[115],"from":[116],"ocean":[120],"circulation":[121],"Using":[124],"architectures":[125],"such":[126],"Convolutional":[128],"Neural":[129],"Networks":[130],"(CNN)":[131],"Long":[133],"Short-Term":[134],"Memory":[135],"(LSTM)":[136],"combined,":[137],"resulting":[139],"capable":[142],"identifying":[144],"upcoming":[145],"predicting":[148],"surges,":[150],"normal":[154,194],"conditions":[155,195],"in":[156],"several":[157],"locations":[158],"Madre.":[163],"Overall,":[164],"able":[168],"predict":[170],"peaks":[173],"an":[175,188],"average":[176,189],"difference":[177],"0.04":[179],"m":[180],"when":[181],"compared":[182],"RMSE":[190],"0.08":[192],"0.09":[197],"conditions.":[201]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":1}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}