{"id":5904,"date":"2023-03-30T10:00:00","date_gmt":"2023-03-30T10:00:00","guid":{"rendered":"https:\/\/modernsciences.org\/staging\/4414\/?p=5904"},"modified":"2024-06-20T17:06:22","modified_gmt":"2024-06-20T17:06:22","slug":"how-to-use-free-satellite-data-to-monitor-natural-disasters-and-environmental-changes","status":"publish","type":"post","link":"https:\/\/modernsciences.org\/staging\/4414\/how-to-use-free-satellite-data-to-monitor-natural-disasters-and-environmental-changes\/","title":{"rendered":"How to use free satellite data to monitor natural disasters and environmental changes"},"content":{"rendered":"\n  <figure>\n    <img  decoding=\"async\"  src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEUAAP+KeNJXAAAAAXRSTlMAQObYZgAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAApJREFUCNdjYAAAAAIAAeIhvDMAAAAASUVORK5CYII=\"  class=\" pk-lazyload\"  data-pk-sizes=\"auto\"  data-pk-src=\"https:\/\/images.theconversation.com\/files\/514756\/original\/file-20230310-14-ffq8d1.jpg?ixlib=rb-1.1.0&#038;rect=851%2C251%2C1541%2C1099&#038;q=45&#038;auto=format&#038;w=754&#038;fit=clip\" >\n      <figcaption>\n        Over 8,000 satellites are orbiting Earth today, capturing images like this, of the Louisiana coast.\n        <span class=\"attribution\"><a class=\"source\" href=\"https:\/\/earthobservatory.nasa.gov\/world-of-change\/WaxLake\" target=\"_blank\" rel=\"noopener\">NASA Earth Observatory<\/a><\/span>\n      <\/figcaption>\n  <\/figure>\n\n<span><a href=\"https:\/\/theconversation.com\/profiles\/qiusheng-wu-1396951\" target=\"_blank\" rel=\"noopener\">Qiusheng Wu<\/a>, <em><a href=\"https:\/\/theconversation.com\/institutions\/university-of-tennessee-688\" target=\"_blank\" rel=\"noopener\">University of Tennessee<\/a><\/em><\/span>\n\n<p>If you want to track changes in the Amazon rainforest, see the full expanse of a hurricane or figure out where people need help after a disaster, it\u2019s much easier to do with the view from a satellite orbiting a <a href=\"https:\/\/aerospace.csis.org\/aerospace101\/earth-orbit-101\" target=\"_blank\" rel=\"noopener\">few hundred miles above Earth<\/a>.<\/p>\n\n<p>Traditionally, access to satellite data has been limited to researchers and professionals with expertise in remote sensing and image processing. However, the increasing availability of open-access data from government satellites such as <a href=\"https:\/\/landsat.gsfc.nasa.gov\/\" target=\"_blank\" rel=\"noopener\">Landsat<\/a> and <a href=\"https:\/\/sentinels.copernicus.eu\/\" target=\"_blank\" rel=\"noopener\">Sentinel<\/a>, and free cloud-computing resources such as <a href=\"https:\/\/aws.amazon.com\/earth\/\" target=\"_blank\" rel=\"noopener\">Amazon Web Services<\/a>, <a href=\"https:\/\/earthengine.google.com\/\" target=\"_blank\" rel=\"noopener\">Google Earth Engine<\/a> and <a href=\"https:\/\/planetarycomputer.microsoft.com\/\" target=\"_blank\" rel=\"noopener\">Microsoft Planetary Computer<\/a>, have made it possible for just about anyone to gain insight into environmental changes underway. <\/p>\n\n<p>I <a href=\"https:\/\/wetlands.io\/\" target=\"_blank\" rel=\"noopener\">work with geospatial big data<\/a> as a professor. Here\u2019s a quick tour of where you can find satellite images, plus some free, fairly simple tools that anyone can use to create time-lapse animations from satellite images.<\/p>\n\n<p>For example, state and urban planners \u2013 or people considering a new home \u2013 can watch over time <a href=\"https:\/\/images.theconversation.com\/files\/508816\/original\/file-20230208-16-ktgkpl.gif\" target=\"_blank\" rel=\"noopener\">how rivers have moved<\/a>, construction crept into wildland areas or <a href=\"https:\/\/images.theconversation.com\/files\/508818\/original\/file-20230208-15-lbcw9x.gif\" target=\"_blank\" rel=\"noopener\">a coastline eroded<\/a>.<\/p>\n\n<figure class=\"align-center zoomable\">\n            <a href=\"https:\/\/images.theconversation.com\/files\/508816\/original\/file-20230208-16-ktgkpl.gif?ixlib=rb-1.1.0&amp;q=45&amp;auto=format&amp;w=1000&amp;fit=clip\" target=\"_blank\" rel=\"noopener\"><img  decoding=\"async\"  alt=\"A squiggly river moves surprisingly quickly over time.\"  src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEUAAP+KeNJXAAAAAXRSTlMAQObYZgAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAApJREFUCNdjYAAAAAIAAeIhvDMAAAAASUVORK5CYII=\"  class=\" pk-lazyload\"  data-pk-sizes=\"auto\"  data-ls-sizes=\"(min-width: 1466px) 754px, (max-width: 599px) 100vw, (min-width: 600px) 600px, 237px\"  data-pk-src=\"https:\/\/images.theconversation.com\/files\/508816\/original\/file-20230208-16-ktgkpl.gif?ixlib=rb-1.1.0&amp;q=45&amp;auto=format&amp;w=754&amp;fit=clip\"  data-pk-srcset=\"https:\/\/images.theconversation.com\/files\/508816\/original\/file-20230208-16-ktgkpl.gif?ixlib=rb-1.1.0&amp;q=45&amp;auto=format&amp;w=600&amp;h=352&amp;fit=crop&amp;dpr=1 600w, https:\/\/images.theconversation.com\/files\/508816\/original\/file-20230208-16-ktgkpl.gif?ixlib=rb-1.1.0&amp;q=30&amp;auto=format&amp;w=600&amp;h=352&amp;fit=crop&amp;dpr=2 1200w, https:\/\/images.theconversation.com\/files\/508816\/original\/file-20230208-16-ktgkpl.gif?ixlib=rb-1.1.0&amp;q=15&amp;auto=format&amp;w=600&amp;h=352&amp;fit=crop&amp;dpr=3 1800w, https:\/\/images.theconversation.com\/files\/508816\/original\/file-20230208-16-ktgkpl.gif?ixlib=rb-1.1.0&amp;q=45&amp;auto=format&amp;w=754&amp;h=442&amp;fit=crop&amp;dpr=1 754w, https:\/\/images.theconversation.com\/files\/508816\/original\/file-20230208-16-ktgkpl.gif?ixlib=rb-1.1.0&amp;q=30&amp;auto=format&amp;w=754&amp;h=442&amp;fit=crop&amp;dpr=2 1508w, https:\/\/images.theconversation.com\/files\/508816\/original\/file-20230208-16-ktgkpl.gif?ixlib=rb-1.1.0&amp;q=15&amp;auto=format&amp;w=754&amp;h=442&amp;fit=crop&amp;dpr=3 2262w\" ><\/a>\n            <figcaption>\n              <span class=\"caption\">Landsat time-lapse animations show the river dynamics in Pucallpa, Peru.<\/span>\n              <span class=\"attribution\"><span class=\"source\">Qiusheng Wu, NASA Landsat<\/span><\/span>\n            <\/figcaption>\n          <\/figure>\n\n<figure class=\"align-center zoomable\">\n            <a href=\"https:\/\/images.theconversation.com\/files\/508818\/original\/file-20230208-15-lbcw9x.gif?ixlib=rb-1.1.0&amp;q=45&amp;auto=format&amp;w=1000&amp;fit=clip\" target=\"_blank\" rel=\"noopener\"><img  decoding=\"async\"  alt=\"Animation shows the shoreline shrinking.\"  src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEUAAP+KeNJXAAAAAXRSTlMAQObYZgAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAApJREFUCNdjYAAAAAIAAeIhvDMAAAAASUVORK5CYII=\"  class=\" pk-lazyload\"  data-pk-sizes=\"auto\"  data-ls-sizes=\"(min-width: 1466px) 754px, (max-width: 599px) 100vw, (min-width: 600px) 600px, 237px\"  data-pk-src=\"https:\/\/images.theconversation.com\/files\/508818\/original\/file-20230208-15-lbcw9x.gif?ixlib=rb-1.1.0&amp;q=45&amp;auto=format&amp;w=754&amp;fit=clip\"  data-pk-srcset=\"https:\/\/images.theconversation.com\/files\/508818\/original\/file-20230208-15-lbcw9x.gif?ixlib=rb-1.1.0&amp;q=45&amp;auto=format&amp;w=600&amp;h=349&amp;fit=crop&amp;dpr=1 600w, https:\/\/images.theconversation.com\/files\/508818\/original\/file-20230208-15-lbcw9x.gif?ixlib=rb-1.1.0&amp;q=30&amp;auto=format&amp;w=600&amp;h=349&amp;fit=crop&amp;dpr=2 1200w, https:\/\/images.theconversation.com\/files\/508818\/original\/file-20230208-15-lbcw9x.gif?ixlib=rb-1.1.0&amp;q=15&amp;auto=format&amp;w=600&amp;h=349&amp;fit=crop&amp;dpr=3 1800w, https:\/\/images.theconversation.com\/files\/508818\/original\/file-20230208-15-lbcw9x.gif?ixlib=rb-1.1.0&amp;q=45&amp;auto=format&amp;w=754&amp;h=439&amp;fit=crop&amp;dpr=1 754w, https:\/\/images.theconversation.com\/files\/508818\/original\/file-20230208-15-lbcw9x.gif?ixlib=rb-1.1.0&amp;q=30&amp;auto=format&amp;w=754&amp;h=439&amp;fit=crop&amp;dpr=2 1508w, https:\/\/images.theconversation.com\/files\/508818\/original\/file-20230208-15-lbcw9x.gif?ixlib=rb-1.1.0&amp;q=15&amp;auto=format&amp;w=754&amp;h=439&amp;fit=crop&amp;dpr=3 2262w\" ><\/a>\n            <figcaption>\n              <span class=\"caption\">A Landsat time-lapse shows the shoreline retreat in the Parc Natural del Delta, Spain.<\/span>\n              <span class=\"attribution\"><span class=\"source\">Qiusheng Wu, NASA Landsat<\/span><\/span>\n            <\/figcaption>\n          <\/figure>\n\n<p>Environmental groups can monitor deforestation, the effects of climate change on ecosystems, and how other human activities like irrigation are <a href=\"https:\/\/images.theconversation.com\/files\/508817\/original\/file-20230208-23-o026h9.gif\" target=\"_blank\" rel=\"noopener\">shrinking bodies of water<\/a> like <a href=\"https:\/\/earthobservatory.nasa.gov\/world-of-change\/AralSea\" target=\"_blank\" rel=\"noopener\">Central Asia\u2019s Aral Sea<\/a>. And disaster managers, aid groups, scientists and anyone interested can monitor natural disasters such as <a href=\"https:\/\/images.theconversation.com\/files\/508821\/original\/file-20230208-16-151a1t.gif\" target=\"_blank\" rel=\"noopener\">volcanic eruptions<\/a> and <a href=\"https:\/\/images.theconversation.com\/files\/508822\/original\/file-20230208-14-3xtadg.gif\" target=\"_blank\" rel=\"noopener\">wildfires<\/a>.<\/p>\n\n<figure class=\"align-center \">\n            <img  decoding=\"async\"  alt=\"The lake, created by damming the river, has shrunk over time.\"  src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEUAAP+KeNJXAAAAAXRSTlMAQObYZgAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAApJREFUCNdjYAAAAAIAAeIhvDMAAAAASUVORK5CYII=\"  class=\" pk-lazyload\"  data-pk-sizes=\"auto\"  data-ls-sizes=\"(min-width: 1466px) 754px, (max-width: 599px) 100vw, (min-width: 600px) 600px, 237px\"  data-pk-src=\"https:\/\/images.theconversation.com\/files\/514741\/original\/file-20230310-142-kyqos5.gif?ixlib=rb-1.1.0&amp;q=45&amp;auto=format&amp;w=754&amp;fit=clip\"  data-pk-srcset=\"https:\/\/images.theconversation.com\/files\/514741\/original\/file-20230310-142-kyqos5.gif?ixlib=rb-1.1.0&amp;q=45&amp;auto=format&amp;w=600&amp;h=367&amp;fit=crop&amp;dpr=1 600w, https:\/\/images.theconversation.com\/files\/514741\/original\/file-20230310-142-kyqos5.gif?ixlib=rb-1.1.0&amp;q=30&amp;auto=format&amp;w=600&amp;h=367&amp;fit=crop&amp;dpr=2 1200w, https:\/\/images.theconversation.com\/files\/514741\/original\/file-20230310-142-kyqos5.gif?ixlib=rb-1.1.0&amp;q=15&amp;auto=format&amp;w=600&amp;h=367&amp;fit=crop&amp;dpr=3 1800w, https:\/\/images.theconversation.com\/files\/514741\/original\/file-20230310-142-kyqos5.gif?ixlib=rb-1.1.0&amp;q=45&amp;auto=format&amp;w=754&amp;h=461&amp;fit=crop&amp;dpr=1 754w, https:\/\/images.theconversation.com\/files\/514741\/original\/file-20230310-142-kyqos5.gif?ixlib=rb-1.1.0&amp;q=30&amp;auto=format&amp;w=754&amp;h=461&amp;fit=crop&amp;dpr=2 1508w, https:\/\/images.theconversation.com\/files\/514741\/original\/file-20230310-142-kyqos5.gif?ixlib=rb-1.1.0&amp;q=15&amp;auto=format&amp;w=754&amp;h=461&amp;fit=crop&amp;dpr=3 2262w\" >\n            <figcaption>\n              <span class=\"caption\">GOES images show the decline of the crucial Colorado River reservoir Lake Mead since the 1980s and the growth of neighboring Las Vegas.<\/span>\n              <span class=\"attribution\"><span class=\"source\">Qiusheng Wu, NOAA GOES<\/span><\/span>\n            <\/figcaption>\n          <\/figure>\n\n<figure class=\"align-center zoomable\">\n            <a href=\"https:\/\/images.theconversation.com\/files\/508821\/original\/file-20230208-16-151a1t.gif?ixlib=rb-1.1.0&amp;q=45&amp;auto=format&amp;w=1000&amp;fit=clip\" target=\"_blank\" rel=\"noopener\"><img  decoding=\"async\"  alt=\"A volcanic eruption bursts into view.\"  src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEUAAP+KeNJXAAAAAXRSTlMAQObYZgAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAApJREFUCNdjYAAAAAIAAeIhvDMAAAAASUVORK5CYII=\"  class=\" pk-lazyload\"  data-pk-sizes=\"auto\"  data-ls-sizes=\"(min-width: 1466px) 754px, (max-width: 599px) 100vw, (min-width: 600px) 600px, 237px\"  data-pk-src=\"https:\/\/images.theconversation.com\/files\/508821\/original\/file-20230208-16-151a1t.gif?ixlib=rb-1.1.0&amp;q=45&amp;auto=format&amp;w=754&amp;fit=clip\"  data-pk-srcset=\"https:\/\/images.theconversation.com\/files\/508821\/original\/file-20230208-16-151a1t.gif?ixlib=rb-1.1.0&amp;q=45&amp;auto=format&amp;w=600&amp;h=352&amp;fit=crop&amp;dpr=1 600w, https:\/\/images.theconversation.com\/files\/508821\/original\/file-20230208-16-151a1t.gif?ixlib=rb-1.1.0&amp;q=30&amp;auto=format&amp;w=600&amp;h=352&amp;fit=crop&amp;dpr=2 1200w, https:\/\/images.theconversation.com\/files\/508821\/original\/file-20230208-16-151a1t.gif?ixlib=rb-1.1.0&amp;q=15&amp;auto=format&amp;w=600&amp;h=352&amp;fit=crop&amp;dpr=3 1800w, https:\/\/images.theconversation.com\/files\/508821\/original\/file-20230208-16-151a1t.gif?ixlib=rb-1.1.0&amp;q=45&amp;auto=format&amp;w=754&amp;h=442&amp;fit=crop&amp;dpr=1 754w, https:\/\/images.theconversation.com\/files\/508821\/original\/file-20230208-16-151a1t.gif?ixlib=rb-1.1.0&amp;q=30&amp;auto=format&amp;w=754&amp;h=442&amp;fit=crop&amp;dpr=2 1508w, https:\/\/images.theconversation.com\/files\/508821\/original\/file-20230208-16-151a1t.gif?ixlib=rb-1.1.0&amp;q=15&amp;auto=format&amp;w=754&amp;h=442&amp;fit=crop&amp;dpr=3 2262w\" ><\/a>\n            <figcaption>\n              <span class=\"caption\">A GOES satellite time-lapse shows the Hunga Tonga volcanic eruption on Jan. 15, 2022.<\/span>\n              <span class=\"attribution\"><span class=\"source\">Qiusheng Wu, NOAA GOES<\/span><\/span>\n            <\/figcaption>\n          <\/figure>\n\n<h2 id=\"putting-landsat-and-sentinel-to-work\">Putting Landsat and Sentinel to work<\/h2>\n\n<p>There are over <a href=\"https:\/\/www.geospatialworld.net\/prime\/business-and-industry-trends\/how-many-satellites-orbiting-earth\" target=\"_blank\" rel=\"noopener\">8,000 satellites orbiting the Earth<\/a> today. You can see a live map of them at <a href=\"https:\/\/www.keeptrack.space\/\" target=\"_blank\" rel=\"noopener\">keeptrack.space<\/a>.<\/p>\n\n<p>Some transmit and receive radio signals for communications. Others provide global positioning system (GPS) services for navigation. The ones we\u2019re interested in are Earth observation satellites, which collect images of the Earth, day and night.<\/p>\n\n<p><strong>Landsat:<\/strong> The longest-running Earth satellite mission, <a href=\"https:\/\/landsat.gsfc.nasa.gov\/\" target=\"_blank\" rel=\"noopener\">Landsat<\/a>, has been collecting imagery of the Earth since 1972. The latest satellite in the series, <a href=\"https:\/\/www.usgs.gov\/landsat-missions\/landsat-9\" target=\"_blank\" rel=\"noopener\">Landsat 9<\/a>, was launched by NASA in September 2021.<\/p>\n\n<p>In general, Landsat satellite data has a spatial resolution of about 100 feet (about 30 meters). If you think of pixels on a zoomed-in photo, each pixel would be 100 feet by 100 feet. Landsat has a temporal resolution of 16 days, meaning the same location on Earth is imaged approximately once every 16 days. With both Landsat 8 and 9 in orbit, we can get a global coverage of the Earth <a href=\"https:\/\/www.mdpi.com\/1424-8220\/20\/22\/6631\" target=\"_blank\" rel=\"noopener\">once every eight days<\/a>. That makes comparisons easier.<\/p>\n\n<p><a href=\"https:\/\/www.usgs.gov\/landsat-missions\/landsat-data-access\" target=\"_blank\" rel=\"noopener\">Landsat data<\/a> has been freely available to the public since 2008. During the <a href=\"https:\/\/en.wikipedia.org\/wiki\/2022_Pakistan_floods\" target=\"_blank\" rel=\"noopener\">Pakistan flood of 2022<\/a>, scientists used Landsat data and free cloud-computing resources to determine the flood extent and <a href=\"https:\/\/share.gishub.org\/pakistan_floods\/\" target=\"_blank\" rel=\"noopener\">estimated the total flooded area<\/a>.<\/p>\n\n<figure class=\"align-center zoomable\">\n            <a href=\"https:\/\/images.theconversation.com\/files\/508723\/original\/file-20230207-31-kvunlf.jpg?ixlib=rb-1.1.0&amp;q=45&amp;auto=format&amp;w=1000&amp;fit=clip\" target=\"_blank\" rel=\"noopener\"><img  decoding=\"async\"  alt=\"Images show how the flood covered about a third of Pakistan.\"  src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEUAAP+KeNJXAAAAAXRSTlMAQObYZgAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAApJREFUCNdjYAAAAAIAAeIhvDMAAAAASUVORK5CYII=\"  class=\" pk-lazyload\"  data-pk-sizes=\"auto\"  data-ls-sizes=\"(min-width: 1466px) 754px, (max-width: 599px) 100vw, (min-width: 600px) 600px, 237px\"  data-pk-src=\"https:\/\/images.theconversation.com\/files\/508723\/original\/file-20230207-31-kvunlf.jpg?ixlib=rb-1.1.0&amp;q=45&amp;auto=format&amp;w=754&amp;fit=clip\"  data-pk-srcset=\"https:\/\/images.theconversation.com\/files\/508723\/original\/file-20230207-31-kvunlf.jpg?ixlib=rb-1.1.0&amp;q=45&amp;auto=format&amp;w=600&amp;h=390&amp;fit=crop&amp;dpr=1 600w, https:\/\/images.theconversation.com\/files\/508723\/original\/file-20230207-31-kvunlf.jpg?ixlib=rb-1.1.0&amp;q=30&amp;auto=format&amp;w=600&amp;h=390&amp;fit=crop&amp;dpr=2 1200w, https:\/\/images.theconversation.com\/files\/508723\/original\/file-20230207-31-kvunlf.jpg?ixlib=rb-1.1.0&amp;q=15&amp;auto=format&amp;w=600&amp;h=390&amp;fit=crop&amp;dpr=3 1800w, https:\/\/images.theconversation.com\/files\/508723\/original\/file-20230207-31-kvunlf.jpg?ixlib=rb-1.1.0&amp;q=45&amp;auto=format&amp;w=754&amp;h=489&amp;fit=crop&amp;dpr=1 754w, https:\/\/images.theconversation.com\/files\/508723\/original\/file-20230207-31-kvunlf.jpg?ixlib=rb-1.1.0&amp;q=30&amp;auto=format&amp;w=754&amp;h=489&amp;fit=crop&amp;dpr=2 1508w, https:\/\/images.theconversation.com\/files\/508723\/original\/file-20230207-31-kvunlf.jpg?ixlib=rb-1.1.0&amp;q=15&amp;auto=format&amp;w=754&amp;h=489&amp;fit=crop&amp;dpr=3 2262w\" ><\/a>\n            <figcaption>\n              <span class=\"caption\">Landsat satellite images showing a side-by-side comparison of southern Pakistan in August 2021 (one year before the floods) and August 2022 (right)<\/span>\n              <span class=\"attribution\"><span class=\"source\">Qiusheng Wu, NASA Landsat<\/span><\/span>\n            <\/figcaption>\n          <\/figure>\n\n<p><strong>Sentinel:<\/strong> <a href=\"https:\/\/sentinels.copernicus.eu\/\" target=\"_blank\" rel=\"noopener\">Sentinel<\/a> Earth observation satellites were launched by the European Space Agency (ESA) as part of the <a href=\"https:\/\/www.copernicus.eu\/en\" target=\"_blank\" rel=\"noopener\">Copernicus program<\/a>. Sentinel-2 satellites have been collecting optical imagery of the Earth since 2015 at a spatial resolution of 10 meters (33 feet) and a temporal resolution of 10 days.<\/p>\n\n<p><strong>GOES:<\/strong> The images you\u2019ll see most often in U.S. weather forecasting come from NOAA\u2019s Geostationary Operational Environmental Satellites, or <a href=\"https:\/\/www.goes.noaa.gov\/\" target=\"_blank\" rel=\"noopener\">GOES<\/a>. They orbit above the equator at the <a href=\"https:\/\/www.nesdis.noaa.gov\/current-satellite-missions\/currently-flying\/geostationary-satellites\" target=\"_blank\" rel=\"noopener\">same speed Earth rotates<\/a>, so they can provide continuous monitoring of Earth\u2019s atmosphere and surface, giving detailed information on weather, climate, and other environmental conditions. <a href=\"https:\/\/www.goes-r.gov\/multimedia\/dataAndImageryImagesGoes-16.html\" target=\"_blank\" rel=\"noopener\">GOES-16<\/a> and <a href=\"https:\/\/www.goes-r.gov\/multimedia\/dataAndImageryImagesGoes-17.html\" target=\"_blank\" rel=\"noopener\">GOES-17<\/a> can image the Earth at a spatial resolution of about 1.2 miles (2 kilometers) and a temporal resolution of five to 10 minutes.<\/p>\n\n<figure class=\"align-center \">\n            <img  decoding=\"async\"  alt=\"Animation showing swirling clouds off the coast and the long river of moisture headed for California.\"  src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEUAAP+KeNJXAAAAAXRSTlMAQObYZgAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAApJREFUCNdjYAAAAAIAAeIhvDMAAAAASUVORK5CYII=\"  class=\" pk-lazyload\"  data-pk-sizes=\"auto\"  data-ls-sizes=\"(min-width: 1466px) 754px, (max-width: 599px) 100vw, (min-width: 600px) 600px, 237px\"  data-pk-src=\"https:\/\/images.theconversation.com\/files\/514739\/original\/file-20230310-142-1ln3m3.gif?ixlib=rb-1.1.0&amp;q=45&amp;auto=format&amp;w=754&amp;fit=clip\"  data-pk-srcset=\"https:\/\/images.theconversation.com\/files\/514739\/original\/file-20230310-142-1ln3m3.gif?ixlib=rb-1.1.0&amp;q=45&amp;auto=format&amp;w=600&amp;h=353&amp;fit=crop&amp;dpr=1 600w, https:\/\/images.theconversation.com\/files\/514739\/original\/file-20230310-142-1ln3m3.gif?ixlib=rb-1.1.0&amp;q=30&amp;auto=format&amp;w=600&amp;h=353&amp;fit=crop&amp;dpr=2 1200w, https:\/\/images.theconversation.com\/files\/514739\/original\/file-20230310-142-1ln3m3.gif?ixlib=rb-1.1.0&amp;q=15&amp;auto=format&amp;w=600&amp;h=353&amp;fit=crop&amp;dpr=3 1800w, https:\/\/images.theconversation.com\/files\/514739\/original\/file-20230310-142-1ln3m3.gif?ixlib=rb-1.1.0&amp;q=45&amp;auto=format&amp;w=754&amp;h=444&amp;fit=crop&amp;dpr=1 754w, https:\/\/images.theconversation.com\/files\/514739\/original\/file-20230310-142-1ln3m3.gif?ixlib=rb-1.1.0&amp;q=30&amp;auto=format&amp;w=754&amp;h=444&amp;fit=crop&amp;dpr=2 1508w, https:\/\/images.theconversation.com\/files\/514739\/original\/file-20230310-142-1ln3m3.gif?ixlib=rb-1.1.0&amp;q=15&amp;auto=format&amp;w=754&amp;h=444&amp;fit=crop&amp;dpr=3 2262w\" >\n            <figcaption>\n              <span class=\"caption\">A GOES satellite shows an atmospheric river arriving on the West Coast in 2021.<\/span>\n              <span class=\"attribution\"><span class=\"source\">Qiusheng Wu, GOES<\/span><\/span>\n            <\/figcaption>\n          <\/figure>\n\n<h2 id=\"how-to-create-your-own-visualizations\">How to create your own visualizations<\/h2>\n\n<p>In the past, creating a Landsat time-lapse animation of a specific area required extensive data processing skills and several hours or even days of work. However, nowadays, free and user-friendly programs are available to enable anyone to create animations with just a few clicks in an internet browser.<\/p>\n\n<p>For instance, I created an <a href=\"https:\/\/huggingface.co\/spaces\/giswqs\/Streamlit\" target=\"_blank\" rel=\"noopener\">interactive web app<\/a> for my students that anyone can use to generate time-lapse animations quickly. The user zooms in on the map to find an area of interest, then draws a rectangle around the area to save it as a GeoJSON file \u2013 a file that contains the geographic coordinates of the chosen region. Then the user uploads the GeoJSON file to the web app, chooses the satellite to view from and the dates and submits it. It takes the app about 60 seconds to then produce a time-lapse animation.<\/p>\n\n<figure>\n            <iframe loading=\"lazy\" width=\"440\" height=\"260\" src=\"https:\/\/www.youtube.com\/embed\/VVRK_-dEjR4?wmode=transparent&amp;start=0\" frameborder=\"0\" allowfullscreen=\"\"><\/iframe>\n            <figcaption><span class=\"caption\">How to create satellite time-lapse animations.<\/span><\/figcaption>\n          <\/figure>\n\n<p>There are several other useful tools for easily creating satellite animations. Others to try include <a href=\"https:\/\/jdbcode.github.io\/Snazzy-EE-TS-GIF\/\" target=\"_blank\" rel=\"noopener\">Snazzy-EE-TS-GIF<\/a>, an Earth Engine App for creating Landsat animations, and <a href=\"https:\/\/planetarycomputer.microsoft.com\/docs\/overview\/explorer\/\" target=\"_blank\" rel=\"noopener\">Planetary Computer Explorer<\/a>, an explorer for searching and visualizing satellite imagery interactively.<!-- Below is The Conversation's page counter tag. Please DO NOT REMOVE. --><img  loading=\"lazy\"  decoding=\"async\"  src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEUAAP+KeNJXAAAAAXRSTlMAQObYZgAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAApJREFUCNdjYAAAAAIAAeIhvDMAAAAASUVORK5CYII=\"  alt=\"The Conversation\"  width=\"1\"  height=\"1\"  style=\"border: none !important; box-shadow: none !important; margin: 0 !important; max-height: 1px !important; max-width: 1px !important; min-height: 1px !important; min-width: 1px !important; opacity: 0 !important; outline: none !important; padding: 0 !important\"  referrerpolicy=\"no-referrer-when-downgrade\"  class=\" pk-lazyload\"  data-pk-sizes=\"auto\"  data-pk-src=\"https:\/\/counter.theconversation.com\/content\/198140\/count.gif?distributor=republish-lightbox-basic\" ><!-- End of code. If you don't see any code above, please get new code from the Advanced tab after you click the republish button. The page counter does not collect any personal data. More info: https:\/\/theconversation.com\/republishing-guidelines --><\/p>\n\n<p><span><a href=\"https:\/\/theconversation.com\/profiles\/qiusheng-wu-1396951\" target=\"_blank\" rel=\"noopener\">Qiusheng Wu<\/a>, Assistant Professor of Geography and Sustainability, <em><a href=\"https:\/\/theconversation.com\/institutions\/university-of-tennessee-688\" target=\"_blank\" rel=\"noopener\">University of Tennessee<\/a><\/em><\/span><\/p>\n\n<p>This article is republished from <a href=\"https:\/\/theconversation.com\" target=\"_blank\" rel=\"noopener\">The Conversation<\/a> under a Creative Commons license. Read the <a href=\"https:\/\/theconversation.com\/how-to-use-free-satellite-data-to-monitor-natural-disasters-and-environmental-changes-198140\" target=\"_blank\" rel=\"noopener\">original article<\/a>.<\/p>\n\n","protected":false},"excerpt":{"rendered":"Over 8,000 satellites are orbiting Earth today, capturing images like this, of the Louisiana coast. NASA Earth Observatory&hellip;\n","protected":false},"author":419,"featured_media":5890,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"nf_dc_page":"","fifu_image_url":"","fifu_image_alt":"","footnotes":""},"categories":[13,16],"tags":[627,474],"class_list":{"0":"post-5904","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-earth","8":"category-tech","9":"tag-satellite","10":"tag-the-conversation","11":"cs-entry","12":"cs-video-wrap"},"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/modernsciences.org\/staging\/4414\/wp-json\/wp\/v2\/posts\/5904","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/modernsciences.org\/staging\/4414\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/modernsciences.org\/staging\/4414\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/modernsciences.org\/staging\/4414\/wp-json\/wp\/v2\/users\/419"}],"replies":[{"embeddable":true,"href":"https:\/\/modernsciences.org\/staging\/4414\/wp-json\/wp\/v2\/comments?post=5904"}],"version-history":[{"count":1,"href":"https:\/\/modernsciences.org\/staging\/4414\/wp-json\/wp\/v2\/posts\/5904\/revisions"}],"predecessor-version":[{"id":5905,"href":"https:\/\/modernsciences.org\/staging\/4414\/wp-json\/wp\/v2\/posts\/5904\/revisions\/5905"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/modernsciences.org\/staging\/4414\/wp-json\/wp\/v2\/media\/5890"}],"wp:attachment":[{"href":"https:\/\/modernsciences.org\/staging\/4414\/wp-json\/wp\/v2\/media?parent=5904"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/modernsciences.org\/staging\/4414\/wp-json\/wp\/v2\/categories?post=5904"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/modernsciences.org\/staging\/4414\/wp-json\/wp\/v2\/tags?post=5904"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}