{"id":22193,"date":"2022-02-14T11:08:42","date_gmt":"2022-02-14T05:23:42","guid":{"rendered":"https:\/\/www.revoscience.com\/en\/?p=22193"},"modified":"2022-02-14T11:08:46","modified_gmt":"2022-02-14T05:23:46","slug":"fog-detection-software-helps-airlines-keep-travelers-safe","status":"publish","type":"post","link":"https:\/\/www.revoscience.com\/en\/fog-detection-software-helps-airlines-keep-travelers-safe\/","title":{"rendered":"Fog detection software helps airlines keep travelers safe"},"content":{"rendered":"\n<p>MADISON \u2014 Fog and low stratus clouds over airports can create dangerous travel conditions that result in costly delays and disrupted travel plans.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" sizes=\"auto, (max-width: 675px) 100vw, 675px\" src=\"https:\/\/www.revoscience.com\/en\/wp-content\/uploads\/2022\/02\/geocatL1-675x467.png\" alt=\"\" class=\"wp-image-22194\" width=\"838\" height=\"580\" title=\"\" srcset=\"https:\/\/www.revoscience.com\/en\/wp-content\/uploads\/2022\/02\/geocatL1-675x467.png 675w, https:\/\/www.revoscience.com\/en\/wp-content\/uploads\/2022\/02\/geocatL1-578x400.png 578w, https:\/\/www.revoscience.com\/en\/wp-content\/uploads\/2022\/02\/geocatL1-768x531.png 768w, https:\/\/www.revoscience.com\/en\/wp-content\/uploads\/2022\/02\/geocatL1-95x65.png 95w, https:\/\/www.revoscience.com\/en\/wp-content\/uploads\/2022\/02\/geocatL1-168x116.png 168w, https:\/\/www.revoscience.com\/en\/wp-content\/uploads\/2022\/02\/geocatL1.png 833w\" \/><figcaption>Imagery from the GOES-R Fog and Low Stratus product used by the National Weather Service across the US to better predict when and where foggy conditions may occur. Credit: Corey Calvert<\/figcaption><\/figure>\n\n\n\n<p>The National Weather Service offices monitor and issue warnings when conditions are favorable for the formation of fog and low-level clouds. These warnings are used by the airlines to anticipate conditions, avoid delays and reroute flights if necessary.<\/p>\n\n\n\n<p>Now, the weather service uses new fog-detection software developed by scientists at the University of Wisconsin\u2013Madison Cooperative Institute for Meteorological Satellite Studies and National Oceanic and Atmospheric Administration to assist with those warnings.<\/p>\n\n\n\n<p>The software, known as a satellite product, is a result of more than 10 years of collaboration between the institute and NOAA. It uses machine learning techniques with near real-time data from weather satellites like NOAA\u2019s GOES-East and -West to monitor conditions 24\/7 and issue potential fog warnings.<\/p>\n\n\n\n<p>\u201cAs of late 2020, the GOES-R Fog and Low Stratus product is fully operational in National Weather Service offices around the country,\u201d says Michael Pavolonis, a NOAA Advanced Satellites Products Branch physical scientist. \u201cThe product provides around-the-clock monitoring of hazardous foggy conditions from Utqiagvik, Alaska, to Key West, Florida.\u201d<\/p>\n\n\n\n<p>Fog occurs when a cloud forms near the ground, reducing visibility to below 1 kilometer (0.6 miles). While it may be easy to identify fog during the morning commute or looking out the window, determining the size of the fog patch over a large area remains a challenge, especially for satellite observations.<\/p>\n\n\n\n<p>Earlier fog detection systems would use comparisons between satellite data in the visible and infrared frequencies, but were largely limited to conditions where no other clouds were present above the fog. Additionally, previous techniques were limited to nighttime use due to interferences associated with reflected sunlight. And unlike thunderstorms that contain larger raindrops and ice crystals, fog is composed of much smaller droplets that do not show up on radar.<\/p>\n\n\n\n<p>\u201cTo improve the system, we incorporated other atmospheric data used in Numerical Weather Prediction algorithms,\u201d says CIMSS scientist Corey Calvert. \u201cThis helps identify the type of fog over an area by evaluating every pixel in an image and generating a probability of the presence of fog and its intensity.\u201d<\/p>\n\n\n\n<p>In addition to identifying the presence of fog, the product is helping the airlines avoid delays that translate into millions of dollars each year. According to an analysis by the Federal Aviation Administration, weather was responsible for nearly 70 percent of flight delays from 2008-2013 which translates to real costs. Each hour of delay costs airlines from $1,000 to $4,000 per flight.<\/p>\n\n\n\n<p>The GOES-R Fog Product was designed based on needs from the aviation industry, which has different requirements depending on the aircraft. Small airplanes, for example, rely on a different set of rules when it comes to weather because they lack the advanced instrumentation of the larger airliners. The Fog Product identifies dangerous conditions for both types of aircraft and can be used to issue warnings around the country, avoiding costly delays and making air travel safer.<\/p>\n\n\n\n<p>\u201cPeople who travel might not know the origin of this product or what is happening behind the scenes,\u201d says Pavolonis. \u201cBut this is a great example of how the public benefits from university and government collaborations like this.\u201d<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Fog and low stratus clouds over airports can create dangerous travel conditions that result in costly delays and disrupted travel plans.<\/p>\n","protected":false},"author":2,"featured_media":22194,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[15,17],"tags":[],"class_list":["post-22193","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-environment","category-research"],"featured_image_urls":{"full":["https:\/\/www.revoscience.com\/en\/wp-content\/uploads\/2022\/02\/geocatL1.png",833,576,false],"thumbnail":["https:\/\/www.revoscience.com\/en\/wp-content\/uploads\/2022\/02\/geocatL1-200x200.png",200,200,true],"medium":["https:\/\/www.revoscience.com\/en\/wp-content\/uploads\/2022\/02\/geocatL1-578x400.png",578,400,true],"medium_large":["https:\/\/www.revoscience.com\/en\/wp-content\/uploads\/2022\/02\/geocatL1-768x531.png",750,519,true],"large":["https:\/\/www.revoscience.com\/en\/wp-content\/uploads\/2022\/02\/geocatL1-675x467.png",675,467,true],"1536x1536":["https:\/\/www.revoscience.com\/en\/wp-content\/uploads\/2022\/02\/geocatL1.png",833,576,false],"2048x2048":["https:\/\/www.revoscience.com\/en\/wp-content\/uploads\/2022\/02\/geocatL1.png",833,576,false],"ultp_layout_landscape_large":["https:\/\/www.revoscience.com\/en\/wp-content\/uploads\/2022\/02\/geocatL1.png",833,576,false],"ultp_layout_landscape":["https:\/\/www.revoscience.com\/en\/wp-content\/uploads\/2022\/02\/geocatL1.png",824,570,false],"ultp_layout_portrait":["https:\/\/www.revoscience.com\/en\/wp-content\/uploads\/2022\/02\/geocatL1.png",600,415,false],"ultp_layout_square":["https:\/\/www.revoscience.com\/en\/wp-content\/uploads\/2022\/02\/geocatL1.png",600,415,false],"newspaper-x-single-post":["https:\/\/www.revoscience.com\/en\/wp-content\/uploads\/2022\/02\/geocatL1-760x490.png",760,490,true],"newspaper-x-recent-post-big":["https:\/\/www.revoscience.com\/en\/wp-content\/uploads\/2022\/02\/geocatL1-550x360.png",550,360,true],"newspaper-x-recent-post-list-image":["https:\/\/www.revoscience.com\/en\/wp-content\/uploads\/2022\/02\/geocatL1-95x65.png",95,65,true],"web-stories-poster-portrait":["https:\/\/www.revoscience.com\/en\/wp-content\/uploads\/2022\/02\/geocatL1.png",640,443,false],"web-stories-publisher-logo":["https:\/\/www.revoscience.com\/en\/wp-content\/uploads\/2022\/02\/geocatL1.png",96,66,false],"web-stories-thumbnail":["https:\/\/www.revoscience.com\/en\/wp-content\/uploads\/2022\/02\/geocatL1.png",150,104,false]},"author_info":{"info":["RevoScience"]},"category_info":"<a href=\"https:\/\/www.revoscience.com\/en\/category\/environment\/\" rel=\"category tag\">Environment<\/a> <a href=\"https:\/\/www.revoscience.com\/en\/category\/news\/research\/\" rel=\"category tag\">Research<\/a>","tag_info":"Research","comment_count":"0","_links":{"self":[{"href":"https:\/\/www.revoscience.com\/en\/wp-json\/wp\/v2\/posts\/22193","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.revoscience.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.revoscience.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.revoscience.com\/en\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.revoscience.com\/en\/wp-json\/wp\/v2\/comments?post=22193"}],"version-history":[{"count":0,"href":"https:\/\/www.revoscience.com\/en\/wp-json\/wp\/v2\/posts\/22193\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.revoscience.com\/en\/wp-json\/wp\/v2\/media\/22194"}],"wp:attachment":[{"href":"https:\/\/www.revoscience.com\/en\/wp-json\/wp\/v2\/media?parent=22193"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.revoscience.com\/en\/wp-json\/wp\/v2\/categories?post=22193"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.revoscience.com\/en\/wp-json\/wp\/v2\/tags?post=22193"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}