{"id":8020,"date":"2026-08-03T01:28:16","date_gmt":"2026-08-03T01:28:16","guid":{"rendered":"https:\/\/koshalsambada.in\/?p=8020"},"modified":"2026-08-03T01:28:16","modified_gmt":"2026-08-03T01:28:16","slug":"us-scientists-analysed-55-storm-and-atmospheric-variables-to-identify-hurricane-rapid-intensification-atlantic-communities-could-receive-warnings-as-much-as-five-days-ahead","status":"publish","type":"post","link":"https:\/\/koshalsambada.in\/?p=8020","title":{"rendered":"US scientists analysed 55 storm and atmospheric variables to identify hurricane rapid intensification; Atlantic communities could receive warnings as much as five days ahead"},"content":{"rendered":"<p><br \/>\n<\/p>\n<div>\n<div class=\"e9jwa\">\n<div class=\"vdo_embedd\">\n<div class=\"GfdvZ\">\n<section class=\"_bIDB  clearfix id-r-component leadmedia undefined undefined  E9tg9 \" style=\"top:0px\">\n<div class=\"_bIDB\" data-ua-type=\"1\" onclick=\"stpPgtnAndPrvntDefault(event)\">\n<div class=\"ypVvZ\">\n<div class=\"WGttI\"><img src=\"https:\/\/static.toiimg.com\/thumb\/msid-132812351,imgsize-809163,width-400,height-225,resizemode-4\/hurricane.jpg\" alt=\"US scientists analysed 55 storm and atmospheric variables to identify hurricane rapid intensification; Atlantic communities could receive warnings as much as five days ahead\" title=\"New method flags hurricane rapid intensification up to five days ahead\" decoding=\"async\" fetchpriority=\"high\"\/><\/div>\n<\/div>\n<\/div>\n<div class=\"Ta7d_ img_cptn\"><span title=\"New method flags hurricane rapid intensification up to five days ahead\">New method flags hurricane rapid intensification up to five days ahead<\/span><\/div>\n<\/section>\n<\/div><\/div>\n<\/div>\n<p>Coastal communities across the Atlantic could soon receive life-saving warnings up to <span class=\"strong\" data-ua-type=\"1\" onclick=\"stpPgtnAndPrvntDefault(event)\">five days<\/span> before a hurricane rapidly strengthens, after atmospheric scientists developed a statistical tool that analyses <span class=\"strong\" data-ua-type=\"1\" onclick=\"stpPgtnAndPrvntDefault(event)\">55 environmental and storm-related factors<\/span>.<span class=\"id-r-component br\" data-pos=\"6\"\/>Led by researchers at the <span class=\"strong\" data-ua-type=\"1\" onclick=\"stpPgtnAndPrvntDefault(event)\">U.S. National Science Foundation National Center for Atmospheric Research (NSF NCAR)<\/span>, the team created a prediction model using <span class=\"strong\" data-ua-type=\"1\" onclick=\"stpPgtnAndPrvntDefault(event)\">logistic regression<\/span> to estimate the chances that a tropical cyclone will suddenly become much stronger.<span class=\"id-r-component br\" data-pos=\"12\"\/>The study, published in the journal <span class=\"em\" data-ua-type=\"1\" onclick=\"stpPgtnAndPrvntDefault(event)\">Weather and Forecasting<\/span> under the title <span class=\"em\" data-ua-type=\"1\" onclick=\"stpPgtnAndPrvntDefault(event)\">An Ensemble-Based Tropical Cyclone Rapid Intensification Prediction Tool for Extended Lead Times<\/span>, was co-authored by scientists from the <span class=\"strong\" data-ua-type=\"1\" onclick=\"stpPgtnAndPrvntDefault(event)\">University at Albany, State University of New York<\/span>, and the <span class=\"strong\" data-ua-type=\"1\" onclick=\"stpPgtnAndPrvntDefault(event)\">University Corporation for Atmospheric Research<\/span>.<span class=\"id-r-component br\" data-pos=\"24\"\/><\/p>\n<p><h2>Longer warning times for coastal communities<\/h2>\n<\/p>\n<p><span class=\"id-r-component br\" data-pos=\"26\"\/>Rapid intensification happens when a hurricane&#8217;s maximum sustained winds increase by at least <span class=\"strong\" data-ua-type=\"1\" onclick=\"stpPgtnAndPrvntDefault(event)\">30 knots<\/span> (about <span class=\"strong\" data-ua-type=\"1\" onclick=\"stpPgtnAndPrvntDefault(event)\">35 mph<\/span>) within <span class=\"strong\" data-ua-type=\"1\" onclick=\"stpPgtnAndPrvntDefault(event)\">24 hours<\/span>. Current tools used by the <span class=\"strong\" data-ua-type=\"1\" onclick=\"stpPgtnAndPrvntDefault(event)\">National Hurricane Center<\/span> usually provide only <span class=\"strong\" data-ua-type=\"1\" onclick=\"stpPgtnAndPrvntDefault(event)\">one to three days<\/span> of advance warning.<span class=\"id-r-component br\" data-pos=\"38\"\/>&#8220;The advantage of this new technique is to provide a tool to forecast rapid intensification even further out,&#8221; said NSF NCAR scientist Christopher Rozoff, who led the study. &#8220;This can give needed time for those in harm&#8217;s way to board up their windows, evacuate, or take other steps to protect lives and property.&#8221;<span class=\"id-r-component br\" data-pos=\"42\"\/>The researchers analysed <span class=\"strong\" data-ua-type=\"1\" onclick=\"stpPgtnAndPrvntDefault(event)\">55 different factors<\/span>, including sea surface temperatures and upper-level wind shear, using forecasts produced between <span class=\"strong\" data-ua-type=\"1\" onclick=\"stpPgtnAndPrvntDefault(event)\">2019 and 2024<\/span> by NOAA&#8217;s <span class=\"strong\" data-ua-type=\"1\" onclick=\"stpPgtnAndPrvntDefault(event)\">Global Ensemble Forecast System<\/span>.<span class=\"id-r-component br\" data-pos=\"50\"\/>For Atlantic hurricanes, the model successfully predicted the probability of rapid intensification up to <span class=\"strong\" data-ua-type=\"1\" onclick=\"stpPgtnAndPrvntDefault(event)\">five days<\/span> in advance. For storms in the eastern Pacific, it produced reliable forecasts up to <span class=\"strong\" data-ua-type=\"1\" onclick=\"stpPgtnAndPrvntDefault(event)\">three days<\/span> ahead.<span class=\"id-r-component br\" data-pos=\"57\"\/><\/p>\n<div data-pos=\"0\" class=\"id-r-component iIpbx undefined  &#10;        \">\n<div><img decoding=\"async\" alt=\"Hurricane damage\" msid=\"132812407\" width=\"\" title=\"Mexico Beach in the Florida Panhandle was devastated after Hurricane Michael rapidly intensified and made landfall \" placeholdersrc=\"https:\/\/static.toiimg.com\/photo\/83033472.cms\" imgsize=\"\" resizemode=\"4\" offsetvertical=\"0\" placeholdermsid=\"47529300\" type=\"thumb\" class=\"\" src=\"https:\/\/static.toiimg.com\/photo\/msid-132812407\/hurricane-damage.jpg\" data-api-prerender=\"true\"\/><\/p>\n<p>Mexico Beach in the Florida Panhandle was devastated after Hurricane Michael rapidly intensified and made landfall <\/p>\n<\/div>\n<\/div>\n<p><span class=\"id-r-component br\" data-pos=\"59\"\/><\/p>\n<p><h2>Why rapid intensification is hard to predict<\/h2>\n<\/p>\n<p><span class=\"id-r-component br\" data-pos=\"61\"\/>Meteorologists have long struggled to forecast rapid intensification, especially when weak storms become extremely powerful just before reaching land.<span class=\"id-r-component br\" data-pos=\"63\"\/>When <span class=\"strong\" data-ua-type=\"1\" onclick=\"stpPgtnAndPrvntDefault(event)\">Hurricane Michael<\/span> formed in the Gulf of Mexico in 2018, early forecasts predicted winds of less than <span class=\"strong\" data-ua-type=\"1\" onclick=\"stpPgtnAndPrvntDefault(event)\">70 mph<\/span>. Instead, the storm quickly strengthened into a <span class=\"strong\" data-ua-type=\"1\" onclick=\"stpPgtnAndPrvntDefault(event)\">Category 5 hurricane<\/span> with <span class=\"strong\" data-ua-type=\"1\" onclick=\"stpPgtnAndPrvntDefault(event)\">160 mph<\/span> winds, devastating the Florida Panhandle and causing <span class=\"strong\" data-ua-type=\"1\" onclick=\"stpPgtnAndPrvntDefault(event)\">$6 billion<\/span> in damage at <span class=\"strong\" data-ua-type=\"1\" onclick=\"stpPgtnAndPrvntDefault(event)\">Tyndall Air Force Base<\/span>.<span class=\"id-r-component br\" data-pos=\"78\"\/>Other recent storms show the same challenge:<span class=\"id-r-component br\" data-pos=\"80\"\/><\/p>\n<div class=\"cdatainfo   id-r-component \" data-pos=\"81\">\n<ul>\n<li><strong>Hurricane Harvey (2017):<\/strong> Rapidly strengthened before reaching Texas, bringing record rainfall to Houston and causing <strong>$160 billion<\/strong> in damage.<\/li>\n<li><strong>Hurricane Otis (2023):<\/strong> Intensified unexpectedly into a <strong>Category 5 hurricane<\/strong> before striking Acapulco, becoming the costliest Pacific hurricane in Mexico&#8217;s history.<\/li>\n<li><strong>Hurricane Helene (2024):<\/strong> Grew from a weak tropical storm into a <strong>Category 4 hurricane<\/strong> in just two days, causing about <strong>250 deaths<\/strong> across several southern U.S. states.<\/li>\n<\/ul>\n<\/div>\n<p><h2>Tracking the most likely storm path<\/h2>\n<\/p>\n<p><span class=\"id-r-component br\" data-pos=\"83\"\/>Besides estimating how quickly a hurricane may strengthen, the new model also identifies which forecast track is most likely to experience rapid intensification. This helps meteorologists understand how small changes in a storm&#8217;s path could affect the amount of energy it draws from warm ocean waters.<span class=\"id-r-component br\" data-pos=\"85\"\/>The researchers said future work will include testing the model on more historical hurricane seasons and running it with other weather forecasting systems.<span class=\"id-r-component br\" data-pos=\"88\"\/>&#8220;There are a variety of ways to strengthen these predictions,&#8221; Rozoff said. &#8220;The goal is to give forecasters enough information so they have confidence days in advance of when a hurricane is most likely to rapidly intensify.&#8221;<span class=\"id-r-component br\" data-pos=\"90\"\/><\/p>\n<p><h2>Testing forecasts across multiple storm scenarios<\/h2>\n<\/p>\n<p><span class=\"id-r-component br\" data-pos=\"92\"\/>Instead of relying on a single forecast, the researchers designed the tool to analyse every member of NOAA&#8217;s <span class=\"strong\" data-ua-type=\"1\" onclick=\"stpPgtnAndPrvntDefault(event)\">Global Ensemble Forecast System (GEFS)<\/span>. Ensemble forecasting runs the same weather model several times with slightly different starting conditions, helping scientists estimate the likelihood of different storm outcomes instead of producing just one prediction. <!-- -->The new model calculates the chance of rapid intensification for each projected storm path, giving forecasters a better understanding of both confidence and uncertainty.<span class=\"id-r-component br\" data-pos=\"98\"\/>The team also tested the model using recent storms, including <span class=\"strong\" data-ua-type=\"1\" onclick=\"stpPgtnAndPrvntDefault(event)\">Hurricane Helene (2024)<\/span> and <span class=\"strong\" data-ua-type=\"1\" onclick=\"stpPgtnAndPrvntDefault(event)\">Hurricane Milton (2024)<\/span>. In these case studies, the system not only estimated the risk of rapid intensification several days in advance but also identified which forecast tracks were most likely to support rapid strengthening. <!-- -->The researchers said showing the environmental conditions behind each prediction helps forecasters understand why the model gives a high or low risk instead of treating it as a &#8220;black box.&#8221;<span class=\"id-r-component br\" data-pos=\"107\"\/>The next step is to test the model across more hurricane seasons and with additional forecasting systems. If it continues to perform well, the researchers believe it could eventually become part of day-to-day hurricane forecasting, helping emergency officials make better decisions before storms reach the coast.<\/div>\n<p><br \/>\n<br \/><a href=\"https:\/\/timesofindia.indiatimes.com\/world\/us\/us-scientists-analysed-55-storm-and-atmospheric-variables-to-identify-hurricane-rapid-intensification-atlantic-communities-could-receive-warnings-as-much-as-five-days-ahead\/articleshow\/132810673.cms\" target=\"_blank\" rel=\"noopener\">Source link <\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>New method flags hurricane rapid intensification up to five days ahead Coastal communities across the Atlantic could soon receive life-saving warnings up to five days before a hurricane rapidly strengthens, after atmospheric scientists developed a statistical tool that analyses 55 environmental and storm-related factors.Led by researchers at the U.S. National Science Foundation National Center for [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":8021,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[31],"tags":[],"class_list":["post-8020","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-31"],"magazineBlocksPostFeaturedMedia":{"thumbnail":"https:\/\/koshalsambada.in\/wp-content\/uploads\/2026\/08\/hurricane.jpg","medium":"https:\/\/koshalsambada.in\/wp-content\/uploads\/2026\/08\/hurricane.jpg","medium_large":"https:\/\/koshalsambada.in\/wp-content\/uploads\/2026\/08\/hurricane.jpg","large":"https:\/\/koshalsambada.in\/wp-content\/uploads\/2026\/08\/hurricane.jpg","1536x1536":"https:\/\/koshalsambada.in\/wp-content\/uploads\/2026\/08\/hurricane.jpg","2048x2048":"https:\/\/koshalsambada.in\/wp-content\/uploads\/2026\/08\/hurricane.jpg","blogsy-small":"https:\/\/koshalsambada.in\/wp-content\/uploads\/2026\/08\/hurricane.jpg","blogsy-small-tall":"https:\/\/koshalsambada.in\/wp-content\/uploads\/2026\/08\/hurricane.jpg","blogsy-small-square":"https:\/\/koshalsambada.in\/wp-content\/uploads\/2026\/08\/hurricane.jpg","blogsy-small-masonry":"https:\/\/koshalsambada.in\/wp-content\/uploads\/2026\/08\/hurricane.jpg","blogsy-medium":"https:\/\/koshalsambada.in\/wp-content\/uploads\/2026\/08\/hurricane.jpg","blogsy-medium-masonry":"https:\/\/koshalsambada.in\/wp-content\/uploads\/2026\/08\/hurricane.jpg","blogsy-large":"https:\/\/koshalsambada.in\/wp-content\/uploads\/2026\/08\/hurricane.jpg","blogsy-wide":"https:\/\/koshalsambada.in\/wp-content\/uploads\/2026\/08\/hurricane.jpg"},"magazineBlocksPostAuthor":{"name":"admin","avatar":"https:\/\/secure.gravatar.com\/avatar\/8709732a479614e7a8aa24d3eb1b239f30dc6d90c61464ed495001e7a469d856?s=96&d=mm&r=g"},"magazineBlocksPostCommentsNumber":"0","magazineBlocksPostExcerpt":"New method flags hurricane rapid intensification up to five days ahead Coastal communities across the Atlantic could soon receive life-saving warnings up to five days before a hurricane rapidly strengthens, after atmospheric scientists developed a statistical tool that analyses 55 environmental and storm-related factors.Led by researchers at the U.S. National Science Foundation National Center for [&hellip;]","magazineBlocksPostCategories":["\u0b26\u0b47\u0b36 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