{"id":3557,"date":"2021-07-07T11:24:46","date_gmt":"2021-07-07T10:24:46","guid":{"rendered":"https:\/\/catapult.org.uk\/?post_type=case_study&#038;p=3557"},"modified":"2021-09-02T15:16:17","modified_gmt":"2021-09-02T14:16:17","slug":"researcher-in-residence-programme-between-satellite-applications-catapult-and-university-of-oxford-explores-uses-of-artificial-intelligence-and-machine-learning-in-disaster-management-applications","status":"publish","type":"case_study","link":"https:\/\/catapult.org.uk\/our-work\/case-studies\/researcher-in-residence-programme-between-satellite-applications-catapult-and-university-of-oxford-explores-uses-of-artificial-intelligence-and-machine-learning-in-disaster-management-applications\/","title":{"rendered":"Researcher in Residence programme between Satellite Applications Catapult and University of Oxford explores uses of Artificial Intelligence (AI) and machine learning in disaster management applications."},"content":{"rendered":"<div class=\"alignfull title-banner \" style=\"margin-top:30px;background:#F7F5F1\">\n\n                        <div class=\"row ml-auto mr-auto w-100\" style=\"max-width:1280px;\">        <div class=\"pb-5 pt-5 col-md-6\">            <div class=\"tbLeftContent h-100 d-flex flex-column justify-content-center\" style=\"padding-left:40px;border-left:solid black 10px;\">                   <div class=\"titleContainer\">                           <span class=\"titleBadge mb-4 pt-1 pb-1 pl-2 pr-2 font-weight-bold d-inline-block\" style=\"background:#FE5000;color:white\">CASE STUDY<\/span>                           <h2 style=\"color:#FE5000;\" class=\"titleBanner mb-0\">Researcher in Residence programme explores uses of Artificial Intelligence (AI) in disaster management applications<\/h2>                   <\/div>                       <p class=\"mt-4 mb-0\" style=\"font-size:1.125rem;font-weight:700;color:#393D48;\">The Satellite Applications Catapult has been applying Artificial intelligence (AI) and machine learning in a number of programmes, including collaborative work with the University of Oxford that has led to significant successes, such as identifying marine polluters through the Earth and Sea Observation System (EASOS).<\/p>            <\/div>                <\/div>\n                        \n                                    <div class=\"col-md-6\">\n                                    <div class=\"position-relative w-100 h-100\">\n                                        <img decoding=\"async\" class=\"img-fluid position-absolute w-100 h-100\" style=\"top:0;left:0;object-fit:cover\" src=\"https:\/\/catapult.org.uk\/wp-content\/uploads\/2021\/07\/SAC-oxford.jpg\">\n                                        <\/div>\n                                    <\/div>        <\/div>\n\n                    <\/div>\n\n\n<div style=\"height:54px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n<div style=\"background-color: white;background:\"\n                    class=\"pt-5 pb-5  alignwide\"\n                >    <div class=\"container impactGrid\">        <div class=\"row\">            <div class=\"col-md-6 border-top-dashed border-bottom-sm-dashed border-right-sm-dashed pl-0 pr-0 pt-4 pb-4 d-flex align-items-center\"\n                                style=\"border-color:#FE5000;color:#FE5000;\"\n                            >                    <div class=\"col-md-8 d-flex flex-column justify-content-center\">                        <span class=\"figure\"\n                                            style=\"font-size:2.8125rem\"\n                                        >\n                                            \n                                        <\/span>\n\n                                        <br\/>\n\n                                        <div class=\"raleway font-weight-bold\">\n                                            AI advancing the application of satellite technology\n                                        <\/div>\n\n                                    <\/div>\n\n                                    <div class=\"col-4 col-sm-2 col-md-4 d-flex justify-content-center\"><img loading=\"lazy\" decoding=\"async\" width=\"70\" height=\"70\" class=\"img-fluid\" style=\"object-fit:contain\" src=\"https:\/\/catapult.org.uk\/wp-content\/uploads\/2020\/12\/satellite-solid.svg\">                    <\/div>\n\n                            <\/div>            <div class=\"col-md-6 border-top-dashed border-bottom-dashed pr-0 pl-0 pt-4 pb-4 d-flex align-items-center\"\n                                style=\"border-color:#FE5000;color:#FE5000;\"\n                            >                    <div class=\"col-md-8 d-flex flex-column justify-content-center\">                        <span class=\"figure\"\n                                            style=\"font-size:2.8125rem\"\n                                        >\n                                            \n                                        <\/span>\n\n                                        <br\/>\n\n                                        <div class=\"raleway font-weight-bold\">\n                                            Identifying opportunities to work with commercial partners on novel applications of machine learning and AI\n                                        <\/div>                    <\/div>\n\n                                    <div class=\"col-4 col-sm-2 col-md-4 d-flex justify-content-center\">                            <img loading=\"lazy\" decoding=\"async\" width=\"70\" height=\"70\" class=\"img-fluid\" style=\"object-fit:contain\" src=\"https:\/\/catapult.org.uk\/wp-content\/uploads\/2020\/12\/handshake-solid.svg\">                    <\/div>\n\n                            <\/div>\n\n                        <\/div>    <\/div>\n\n                <\/div>\n\n<div\n  class=\"mt-5 mb-5 blockQuote  position-relative\"\n  style=\"padding-left: 40px;border-left: solid #393D48 10px;\">\n    <svg class=\"pb-3\" width=\"26\" height=\"40\" viewBox=\"0 0 20 17\"\n    style=\"fill-rule:evenodd;clip-rule:evenodd;stroke-linejoin:round;stroke-miterlimit:2;\">\n    <path\n      d=\"M2.173,0l-2.173,7.704l0,8.796l8.15,0l-0,-8.667l-2.415,-0l1.328,-7.833l-4.89,0Zm11.35,0l-2.173,7.704l0,8.796l8.15,0l0,-8.667l-2.415,-0l1.329,-7.833l-4.891,0Z\"\n      style=\"fill:#FE5000;fill-rule:nonzero;\" \/>\n  <\/svg>\n      <p class=\"quoteContent\" style=\"color:black;\">\n    AI and machine learning continue to hold huge potential for projects that use satellite data, particularly when the resulting information is required with low-latency and high-cadence. It\u2019s a natural pairing on the surface, but in practice still requires a very high level of expertise to implement, which is why working with leaders in the field such as researchers from the University of Oxford is so valuable for both Catapult and our sector overall.  <\/p>\n  \n    <div class=\"quoteFooterContent pt-3 pb-3\"\n    style=\"font-size: 1.125rem; color: black;\">\n    <strong>Tom Jones<\/strong><br>Satellite Solutions Architect at the Satellite Applications Catapult  <\/div>\n  \n  \n    <div class=\"text-right\">\n    <svg width=\"26\" height=\"40\" viewBox=\"0 0 20 17\"\n      style=\"fill-rule:evenodd;clip-rule:evenodd;stroke-linejoin:round;stroke-miterlimit:2;\">\n      <path\n        d=\"M17.464,16.594l2.19,-7.748l-0,-8.846l-8.214,0l-0,8.716l2.434,0l-1.339,7.878l4.929,-0Zm-11.44,-0l2.19,-7.748l0,-8.846l-8.214,0l0,8.716l2.434,0l-1.339,7.878l4.929,-0Z\"\n        style=\"fill:#FE5000;fill-rule:nonzero;\" \/>\n    <\/svg>\n  <\/div>\n  <\/div>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-columns alignwide is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:60%\">\n<h2 class=\"wp-block-heading\">Enabling computers to learn how to extract information from satellite imagery<\/h2>\n\n\n\n<div style=\"height:25px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>The EPSRC [1] funded Researchers in Residence (RIR) programme enables leading academics to be seconded into Catapults to undertake strategic project(s) and gain exposure to the business environment. As well as increasing knowledge exchange and co-creation between academia and the Catapult, they nurture the talent and skills development of researchers and Catapult staff, and act as a mechanism to rapidly accelerate research ideas and outcomes into potential new products and services.<\/p>\n\n\n\n<p>Satellite Applications Catapult has been working with the<strong> University of Oxford<\/strong> for more than five years on AI and machine learning. Dr Steve Reece from Oxford\u2019s Department of Engineering Science has worked with the Catapult on projects including the Earth and Sea Observation System (EASOS), funded by the UK Space Agency through the International Partnership Programme, and an Innovate UK-funded project to create an image labelling tool to aid machine learning. Now, as Researcher in Residence, Dr Reece is identifying opportunities to work with commercial partners on novel applications of machine learning and AI.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:40%\">\n<figure class=\"wp-block-image size-large is-style-rounded\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"819\" src=\"https:\/\/catapult.org.uk\/wp-content\/uploads\/2021\/07\/Artificial_Intelligence__AI__Machine_Learning-1024x819.jpg\" alt=\"\" class=\"wp-image-3563\" srcset=\"https:\/\/catapult.org.uk\/wp-content\/uploads\/2021\/07\/Artificial_Intelligence__AI__Machine_Learning-1024x819.jpg 1024w, https:\/\/catapult.org.uk\/wp-content\/uploads\/2021\/07\/Artificial_Intelligence__AI__Machine_Learning-300x240.jpg 300w, https:\/\/catapult.org.uk\/wp-content\/uploads\/2021\/07\/Artificial_Intelligence__AI__Machine_Learning-768x614.jpg 768w, https:\/\/catapult.org.uk\/wp-content\/uploads\/2021\/07\/Artificial_Intelligence__AI__Machine_Learning-1536x1229.jpg 1536w, https:\/\/catapult.org.uk\/wp-content\/uploads\/2021\/07\/Artificial_Intelligence__AI__Machine_Learning.jpg 2000w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n<\/div>\n\n\n\n<p>Satellites deliver huge volumes of data which, when combined with terrestrial information, can provide incredible levels of insight. However, obtaining information from satellite data requires intelligence, whether it is finding and classifying objects, identifying and learning patterns, or combining images to get the best result. Doing this takes specialist knowledge and time, but often the information is required as soon as possible so that it truly reflects the situation on the ground.<\/p>\n\n\n\n<p>AI and machine learning provide a cost-effective solution to generating <a>geospatial intelligence<\/a>, including disaster management applications where they can analyse huge volumes of information produced immediately after an event by non-specialist volunteers.<\/p>\n\n\n\n<p>For the EASOS Marine Watch application, Dr Reece developed a tool to model the dispersion of an oil slick backwards in time, as far 84 hours prior to its initial detection by satellite. Combined with vessel tracking data, this will enable government agencies to identify potential polluters, leading to increased fines and potentially reducing the number of polluting incidents by acting as a deterrent.<\/p>\n\n\n\n<p>The RIR scheme continues to be a very successful model for nurturing Catapult-academia collaboration, accelerating the adoption of research by industry.<\/p>\n\n\n\n<hr class=\"wp-block-separator\"\/>\n\n\n\n<ol class=\"wp-block-list\"><li>Engineering and Physical Sciences Research Council<\/li><\/ol>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n","protected":false},"excerpt":{"rendered":"<p>The Satellite Applications Catapult has been applying artificial intelligence (AI) and machine learning in a number of programmes, including collaborative work with the University of Oxford that has led to significant successes, such as identifying marine polluters through the Earth and Sea Observation System.<\/p>\n","protected":false},"featured_media":3558,"template":"","meta":{"_external_link_checkbox":false,"_external_link":"","_event_date":"","_featured_case_study":false},"categories":[6],"tags":[34,35],"class_list":["post-3557","case_study","type-case_study","status-publish","has-post-thumbnail","hentry","category-satellite-applications","tag-academic-engagement","tag-advanced-digital-technologies"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Researcher in Residence programme between Satellite Applications Catapult and University of Oxford explores uses of Artificial Intelligence (AI) and machine learning in disaster management applications. - The Catapult Network<\/title>\n<meta name=\"description\" content=\"The Satellite Applications Catapult has been applying artificial intelligence (AI) and machine learning in a number of programmes, including collaborative work with the University of Oxford that has led to significant successes, such as identifying marine polluters through the Earth and Sea Observation System.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/catapult.org.uk\/our-work\/case-studies\/researcher-in-residence-programme-between-satellite-applications-catapult-and-university-of-oxford-explores-uses-of-artificial-intelligence-and-machine-learning-in-disaster-management-applications\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Researcher in Residence programme between Satellite Applications Catapult and University of Oxford explores uses of Artificial Intelligence (AI) and machine learning in disaster management applications. - The Catapult Network\" \/>\n<meta property=\"og:description\" content=\"The Satellite Applications Catapult has been applying artificial intelligence (AI) and machine learning in a number of programmes, including collaborative work with the University of Oxford that has led to significant successes, such as identifying marine polluters through the Earth and Sea Observation System.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/catapult.org.uk\/our-work\/case-studies\/researcher-in-residence-programme-between-satellite-applications-catapult-and-university-of-oxford-explores-uses-of-artificial-intelligence-and-machine-learning-in-disaster-management-applications\/\" \/>\n<meta property=\"og:site_name\" content=\"The Catapult Network\" \/>\n<meta property=\"article:modified_time\" content=\"2021-09-02T14:16:17+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/catapult.org.uk\/wp-content\/uploads\/2021\/07\/SAC-oxford.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"615\" \/>\n\t<meta property=\"og:image:height\" content=\"410\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:site\" content=\"@Catapult_UK\" \/>\n<meta name=\"twitter:label1\" content=\"Estimated reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"2 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/catapult.org.uk\/our-work\/case-studies\/researcher-in-residence-programme-between-satellite-applications-catapult-and-university-of-oxford-explores-uses-of-artificial-intelligence-and-machine-learning-in-disaster-management-applications\/\",\"url\":\"https:\/\/catapult.org.uk\/our-work\/case-studies\/researcher-in-residence-programme-between-satellite-applications-catapult-and-university-of-oxford-explores-uses-of-artificial-intelligence-and-machine-learning-in-disaster-management-applications\/\",\"name\":\"Researcher in Residence programme between Satellite Applications Catapult and University of Oxford explores uses of Artificial Intelligence (AI) and machine learning in disaster management applications. - The Catapult Network\",\"isPartOf\":{\"@id\":\"https:\/\/catapult.org.uk\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/catapult.org.uk\/our-work\/case-studies\/researcher-in-residence-programme-between-satellite-applications-catapult-and-university-of-oxford-explores-uses-of-artificial-intelligence-and-machine-learning-in-disaster-management-applications\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/catapult.org.uk\/our-work\/case-studies\/researcher-in-residence-programme-between-satellite-applications-catapult-and-university-of-oxford-explores-uses-of-artificial-intelligence-and-machine-learning-in-disaster-management-applications\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/catapult.org.uk\/wp-content\/uploads\/2021\/07\/SAC-oxford.jpg\",\"datePublished\":\"2021-07-07T10:24:46+00:00\",\"dateModified\":\"2021-09-02T14:16:17+00:00\",\"description\":\"The Satellite Applications Catapult has been applying artificial intelligence (AI) and machine learning in a number of programmes, including collaborative work with the University of Oxford that has led to significant successes, such as identifying marine polluters through the Earth and Sea Observation System.\",\"breadcrumb\":{\"@id\":\"https:\/\/catapult.org.uk\/our-work\/case-studies\/researcher-in-residence-programme-between-satellite-applications-catapult-and-university-of-oxford-explores-uses-of-artificial-intelligence-and-machine-learning-in-disaster-management-applications\/#breadcrumb\"},\"inLanguage\":\"en-GB\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/catapult.org.uk\/our-work\/case-studies\/researcher-in-residence-programme-between-satellite-applications-catapult-and-university-of-oxford-explores-uses-of-artificial-intelligence-and-machine-learning-in-disaster-management-applications\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-GB\",\"@id\":\"https:\/\/catapult.org.uk\/our-work\/case-studies\/researcher-in-residence-programme-between-satellite-applications-catapult-and-university-of-oxford-explores-uses-of-artificial-intelligence-and-machine-learning-in-disaster-management-applications\/#primaryimage\",\"url\":\"https:\/\/catapult.org.uk\/wp-content\/uploads\/2021\/07\/SAC-oxford.jpg\",\"contentUrl\":\"https:\/\/catapult.org.uk\/wp-content\/uploads\/2021\/07\/SAC-oxford.jpg\",\"width\":615,\"height\":410},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/catapult.org.uk\/our-work\/case-studies\/researcher-in-residence-programme-between-satellite-applications-catapult-and-university-of-oxford-explores-uses-of-artificial-intelligence-and-machine-learning-in-disaster-management-applications\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/catapult.org.uk\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Case Studies\",\"item\":\"https:\/\/catapult.org.uk\/our-work\/case-studies\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Researcher in Residence programme between Satellite Applications Catapult and University of Oxford explores uses of Artificial Intelligence (AI) and machine learning in disaster management applications.\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/catapult.org.uk\/#website\",\"url\":\"https:\/\/catapult.org.uk\/\",\"name\":\"The Catapult Network\",\"description\":\"The Innovate UK Catapult Network\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/catapult.org.uk\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-GB\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Researcher in Residence programme between Satellite Applications Catapult and University of Oxford explores uses of Artificial Intelligence (AI) and machine learning in disaster management applications. - The Catapult Network","description":"The Satellite Applications Catapult has been applying artificial intelligence (AI) and machine learning in a number of programmes, including collaborative work with the University of Oxford that has led to significant successes, such as identifying marine polluters through the Earth and Sea Observation System.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/catapult.org.uk\/our-work\/case-studies\/researcher-in-residence-programme-between-satellite-applications-catapult-and-university-of-oxford-explores-uses-of-artificial-intelligence-and-machine-learning-in-disaster-management-applications\/","og_locale":"en_GB","og_type":"article","og_title":"Researcher in Residence programme between Satellite Applications Catapult and University of Oxford explores uses of Artificial Intelligence (AI) and machine learning in disaster management applications. - The Catapult Network","og_description":"The Satellite Applications Catapult has been applying artificial intelligence (AI) and machine learning in a number of programmes, including collaborative work with the University of Oxford that has led to significant successes, such as identifying marine polluters through the Earth and Sea Observation System.","og_url":"https:\/\/catapult.org.uk\/our-work\/case-studies\/researcher-in-residence-programme-between-satellite-applications-catapult-and-university-of-oxford-explores-uses-of-artificial-intelligence-and-machine-learning-in-disaster-management-applications\/","og_site_name":"The Catapult Network","article_modified_time":"2021-09-02T14:16:17+00:00","og_image":[{"width":615,"height":410,"url":"https:\/\/catapult.org.uk\/wp-content\/uploads\/2021\/07\/SAC-oxford.jpg","type":"image\/jpeg"}],"twitter_card":"summary_large_image","twitter_site":"@Catapult_UK","twitter_misc":{"Estimated reading time":"2 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/catapult.org.uk\/our-work\/case-studies\/researcher-in-residence-programme-between-satellite-applications-catapult-and-university-of-oxford-explores-uses-of-artificial-intelligence-and-machine-learning-in-disaster-management-applications\/","url":"https:\/\/catapult.org.uk\/our-work\/case-studies\/researcher-in-residence-programme-between-satellite-applications-catapult-and-university-of-oxford-explores-uses-of-artificial-intelligence-and-machine-learning-in-disaster-management-applications\/","name":"Researcher in Residence programme between Satellite Applications Catapult and University of Oxford explores uses of Artificial Intelligence (AI) and machine learning in disaster management applications. - The Catapult Network","isPartOf":{"@id":"https:\/\/catapult.org.uk\/#website"},"primaryImageOfPage":{"@id":"https:\/\/catapult.org.uk\/our-work\/case-studies\/researcher-in-residence-programme-between-satellite-applications-catapult-and-university-of-oxford-explores-uses-of-artificial-intelligence-and-machine-learning-in-disaster-management-applications\/#primaryimage"},"image":{"@id":"https:\/\/catapult.org.uk\/our-work\/case-studies\/researcher-in-residence-programme-between-satellite-applications-catapult-and-university-of-oxford-explores-uses-of-artificial-intelligence-and-machine-learning-in-disaster-management-applications\/#primaryimage"},"thumbnailUrl":"https:\/\/catapult.org.uk\/wp-content\/uploads\/2021\/07\/SAC-oxford.jpg","datePublished":"2021-07-07T10:24:46+00:00","dateModified":"2021-09-02T14:16:17+00:00","description":"The Satellite Applications Catapult has been applying artificial intelligence (AI) and machine learning in a number of programmes, including collaborative work with the University of Oxford that has led to significant successes, such as identifying marine polluters through the Earth and Sea Observation System.","breadcrumb":{"@id":"https:\/\/catapult.org.uk\/our-work\/case-studies\/researcher-in-residence-programme-between-satellite-applications-catapult-and-university-of-oxford-explores-uses-of-artificial-intelligence-and-machine-learning-in-disaster-management-applications\/#breadcrumb"},"inLanguage":"en-GB","potentialAction":[{"@type":"ReadAction","target":["https:\/\/catapult.org.uk\/our-work\/case-studies\/researcher-in-residence-programme-between-satellite-applications-catapult-and-university-of-oxford-explores-uses-of-artificial-intelligence-and-machine-learning-in-disaster-management-applications\/"]}]},{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/catapult.org.uk\/our-work\/case-studies\/researcher-in-residence-programme-between-satellite-applications-catapult-and-university-of-oxford-explores-uses-of-artificial-intelligence-and-machine-learning-in-disaster-management-applications\/#primaryimage","url":"https:\/\/catapult.org.uk\/wp-content\/uploads\/2021\/07\/SAC-oxford.jpg","contentUrl":"https:\/\/catapult.org.uk\/wp-content\/uploads\/2021\/07\/SAC-oxford.jpg","width":615,"height":410},{"@type":"BreadcrumbList","@id":"https:\/\/catapult.org.uk\/our-work\/case-studies\/researcher-in-residence-programme-between-satellite-applications-catapult-and-university-of-oxford-explores-uses-of-artificial-intelligence-and-machine-learning-in-disaster-management-applications\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/catapult.org.uk\/"},{"@type":"ListItem","position":2,"name":"Case Studies","item":"https:\/\/catapult.org.uk\/our-work\/case-studies\/"},{"@type":"ListItem","position":3,"name":"Researcher in Residence programme between Satellite Applications Catapult and University of Oxford explores uses of Artificial Intelligence (AI) and machine learning in disaster management applications."}]},{"@type":"WebSite","@id":"https:\/\/catapult.org.uk\/#website","url":"https:\/\/catapult.org.uk\/","name":"The Catapult Network","description":"The Innovate UK Catapult Network","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/catapult.org.uk\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-GB"}]}},"_links":{"self":[{"href":"https:\/\/catapult.org.uk\/wp-json\/wp\/v2\/case_study\/3557","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/catapult.org.uk\/wp-json\/wp\/v2\/case_study"}],"about":[{"href":"https:\/\/catapult.org.uk\/wp-json\/wp\/v2\/types\/case_study"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/catapult.org.uk\/wp-json\/wp\/v2\/media\/3558"}],"wp:attachment":[{"href":"https:\/\/catapult.org.uk\/wp-json\/wp\/v2\/media?parent=3557"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/catapult.org.uk\/wp-json\/wp\/v2\/categories?post=3557"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/catapult.org.uk\/wp-json\/wp\/v2\/tags?post=3557"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}