mirror of
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synced 2026-06-15 06:58:39 +03:00
eoghan edits + changed dir structure
This commit is contained in:
Ollie Ballinger
283
docs/index.html
283
docs/index.html
@@ -2,7 +2,7 @@
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<html xmlns="http://www.w3.org/1999/xhtml" lang="en" xml:lang="en"><head>
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<meta charset="utf-8">
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<meta name="generator" content="quarto-1.2.269">
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<meta name="generator" content="quarto-1.3.326">
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<meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
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@@ -19,7 +19,7 @@ div.hanging-indent{margin-left: 1.5em; text-indent: -1.5em;}
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ul.task-list{list-style: none;}
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ul.task-list li input[type="checkbox"] {
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width: 0.8em;
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margin: 0 0.8em 0.2em -1.6em;
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margin: 0 0.8em 0.2em -1em; /* quarto-specific, see https://github.com/quarto-dev/quarto-cli/issues/4556 */
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vertical-align: middle;
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}
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</style>
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@@ -32,8 +32,8 @@ ul.task-list li input[type="checkbox"] {
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<script src="site_libs/quarto-search/fuse.min.js"></script>
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<script src="site_libs/quarto-search/quarto-search.js"></script>
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<meta name="quarto:offset" content="./">
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<link href="./ch1.html" rel="next">
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<link href="./favicon.ico" rel="icon">
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<link href="./A2_Remote_Sensing.html" rel="next">
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<link href="./../favicon.ico" rel="icon">
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<script src="site_libs/quarto-html/quarto.js"></script>
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<script src="site_libs/quarto-html/popper.min.js"></script>
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<script src="site_libs/quarto-html/tippy.umd.min.js"></script>
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@@ -82,11 +82,16 @@ gtag('config', 'G-RK9ZLZQ6GL', { 'anonymize_ip': true});
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<div id="quarto-search-results"></div>
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<header id="quarto-header" class="headroom fixed-top">
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<nav class="quarto-secondary-nav" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar" aria-controls="quarto-sidebar" aria-expanded="false" aria-label="Toggle sidebar navigation" onclick="if (window.quartoToggleHeadroom) { window.quartoToggleHeadroom(); }">
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<div class="container-fluid d-flex justify-content-between">
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<h1 class="quarto-secondary-nav-title">Remote Sensing for OSINT</h1>
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<button type="button" class="quarto-btn-toggle btn" aria-label="Show secondary navigation">
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<i class="bi bi-chevron-right"></i>
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<nav class="quarto-secondary-nav">
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<div class="container-fluid d-flex">
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<button type="button" class="quarto-btn-toggle btn" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar,#quarto-sidebar-glass" aria-controls="quarto-sidebar" aria-expanded="false" aria-label="Toggle sidebar navigation" onclick="if (window.quartoToggleHeadroom) { window.quartoToggleHeadroom(); }">
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<i class="bi bi-layout-text-sidebar-reverse"></i>
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</button>
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<nav class="quarto-page-breadcrumbs" aria-label="breadcrumb"><ol class="breadcrumb"><li class="breadcrumb-item"><a href="./index.html">A. Introduction</a></li><li class="breadcrumb-item"><a href="./index.html"><span class="chapter-number">1</span> <span class="chapter-title">Overview</span></a></li></ol></nav>
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<a class="flex-grow-1" role="button" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar,#quarto-sidebar-glass" aria-controls="quarto-sidebar" aria-expanded="false" aria-label="Toggle sidebar navigation" onclick="if (window.quartoToggleHeadroom) { window.quartoToggleHeadroom(); }">
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</a>
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<button type="button" class="btn quarto-search-button" aria-label="Search" onclick="window.quartoOpenSearch();">
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<i class="bi bi-search"></i>
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</button>
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</div>
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</nav>
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@@ -94,144 +99,151 @@ gtag('config', 'G-RK9ZLZQ6GL', { 'anonymize_ip': true});
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<!-- content -->
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<div id="quarto-content" class="quarto-container page-columns page-rows-contents page-layout-article">
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<!-- sidebar -->
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<nav id="quarto-sidebar" class="sidebar collapse sidebar-navigation floating overflow-auto">
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<nav id="quarto-sidebar" class="sidebar collapse collapse-horizontal sidebar-navigation floating overflow-auto">
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<div class="pt-lg-2 mt-2 text-left sidebar-header sidebar-header-stacked">
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<a href="./index.html" class="sidebar-logo-link">
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<img src="./logo_white.png" alt="" class="sidebar-logo py-0 d-lg-inline d-none">
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<img src="./../images/logo_white.png" alt="" class="sidebar-logo py-0 d-lg-inline d-none">
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</a>
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<div class="sidebar-title mb-0 py-0">
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<a href="./">Remote Sensing for OSINT</a>
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<div class="sidebar-tools-main tools-wide">
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<a href="https://github.com/oballinger/GEE_OSINT/" title="Source Code" class="sidebar-tool px-1"><i class="bi bi-github"></i></a>
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<a href="" title="Download" id="sidebar-tool-dropdown-0" class="sidebar-tool dropdown-toggle px-1" data-bs-toggle="dropdown" aria-expanded="false"><i class="bi bi-download"></i></a>
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<ul class="dropdown-menu" aria-labelledby="sidebar-tool-dropdown-0">
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<li>
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<a class="dropdown-item sidebar-tools-main-item" href="./Remote-Sensing-
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<a href="https://github.com/oballinger/RS4OSINT/" title="Source Code" class="quarto-navigation-tool px-1" aria-label="Source Code"><i class="bi bi-github"></i></a>
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<div class="dropdown">
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<a href="" title="Download" id="quarto-navigation-tool-dropdown-0" class="quarto-navigation-tool dropdown-toggle px-1" data-bs-toggle="dropdown" aria-expanded="false" aria-label="Download"><i class="bi bi-download"></i></a>
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<ul class="dropdown-menu" aria-labelledby="quarto-navigation-tool-dropdown-0">
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<li>
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<a class="dropdown-item sidebar-tools-main-item" href="./Remote-Sensing-
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-for-OSINT.pdf">
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<i class="bi bi-bi-file-pdf pe-1"></i>
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Download PDF
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</a>
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</li>
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<li>
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<a class="dropdown-item sidebar-tools-main-item" href="./Remote-Sensing-
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<i class="bi bi-bi-file-pdf pe-1"></i>
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Download PDF
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</a>
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</li>
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<li>
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<a class="dropdown-item sidebar-tools-main-item" href="./Remote-Sensing-
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-for-OSINT.epub">
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<i class="bi bi-bi-journal pe-1"></i>
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Download ePub
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</a>
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</li>
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</ul>
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<a href="" title="Share" id="sidebar-tool-dropdown-1" class="sidebar-tool dropdown-toggle px-1" data-bs-toggle="dropdown" aria-expanded="false"><i class="bi bi-share"></i></a>
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<ul class="dropdown-menu" aria-labelledby="sidebar-tool-dropdown-1">
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<li>
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<a class="dropdown-item sidebar-tools-main-item" href="https://twitter.com/intent/tweet?url=|url|">
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<i class="bi bi-bi-twitter pe-1"></i>
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Twitter
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</a>
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</li>
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<li>
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<a class="dropdown-item sidebar-tools-main-item" href="https://www.facebook.com/sharer/sharer.php?u=|url|">
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<i class="bi bi-bi-facebook pe-1"></i>
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Facebook
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</a>
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</li>
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</ul>
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<a href="" class="quarto-color-scheme-toggle sidebar-tool" onclick="window.quartoToggleColorScheme(); return false;" title="Toggle dark mode"><i class="bi"></i></a>
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<i class="bi bi-bi-journal pe-1"></i>
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Download ePub
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</a>
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</li>
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</ul>
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</div>
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<div class="dropdown">
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<a href="" title="Share" id="quarto-navigation-tool-dropdown-1" class="quarto-navigation-tool dropdown-toggle px-1" data-bs-toggle="dropdown" aria-expanded="false" aria-label="Share"><i class="bi bi-share"></i></a>
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<ul class="dropdown-menu" aria-labelledby="quarto-navigation-tool-dropdown-1">
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<li>
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<a class="dropdown-item sidebar-tools-main-item" href="https://twitter.com/intent/tweet?url=|url|">
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<i class="bi bi-bi-twitter pe-1"></i>
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Twitter
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</a>
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</li>
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<li>
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<a class="dropdown-item sidebar-tools-main-item" href="https://www.facebook.com/sharer/sharer.php?u=|url|">
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<i class="bi bi-bi-facebook pe-1"></i>
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Facebook
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</a>
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</li>
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</ul>
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</div>
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<a href="" class="quarto-color-scheme-toggle quarto-navigation-tool px-1" onclick="window.quartoToggleColorScheme(); return false;" title="Toggle dark mode"><i class="bi"></i></a>
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</div>
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</div>
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</div>
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<div class="mt-2 flex-shrink-0 align-items-center">
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<div class="mt-2 flex-shrink-0 align-items-center">
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<div class="sidebar-search">
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<div id="quarto-search" class="" title="Search"></div>
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</div>
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</div>
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</div>
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<div class="sidebar-menu-container">
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<ul class="list-unstyled mt-1">
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<li class="sidebar-item sidebar-item-section">
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<div class="sidebar-item-container">
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<a class="sidebar-item-text sidebar-link text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-1" aria-expanded="true">A. Introduction</a>
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<a class="sidebar-item-toggle text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-1" aria-expanded="true">
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<a class="sidebar-item-text sidebar-link text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-1" aria-expanded="true">
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<span class="menu-text">A. Introduction</span></a>
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<a class="sidebar-item-toggle text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-1" aria-expanded="true" aria-label="Toggle section">
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<i class="bi bi-chevron-right ms-2"></i>
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</a>
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</div>
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<ul id="quarto-sidebar-section-1" class="collapse list-unstyled sidebar-section depth1 show">
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<li class="sidebar-item">
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<div class="sidebar-item-container">
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<a href="./index.html" class="sidebar-item-text sidebar-link active">Overview</a>
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<a href="./index.html" class="sidebar-item-text sidebar-link active"><span class="chapter-title">Overview</span></a>
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</div>
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</li>
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<li class="sidebar-item">
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<div class="sidebar-item-container">
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<a href="./ch1.html" class="sidebar-item-text sidebar-link">Remote Sensing</a>
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<a href="./A2_Remote_Sensing.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">Remote Sensing</span></a>
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</div>
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</li>
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<li class="sidebar-item">
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<div class="sidebar-item-container">
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<a href="./ch2.html" class="sidebar-item-text sidebar-link">Data Acquisition</a>
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<a href="./A3_Data_Acquisition.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">Data Acquisition</span></a>
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</div>
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</li>
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</ul>
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</li>
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<li class="sidebar-item sidebar-item-section">
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<div class="sidebar-item-container">
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<a class="sidebar-item-text sidebar-link text-start collapsed" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-2" aria-expanded="false">B. Google Earth Engine</a>
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<a class="sidebar-item-toggle text-start collapsed" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-2" aria-expanded="false">
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<a class="sidebar-item-text sidebar-link text-start collapsed" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-2" aria-expanded="false">
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<span class="menu-text">B. Google Earth Engine</span></a>
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<a class="sidebar-item-toggle text-start collapsed" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-2" aria-expanded="false" aria-label="Toggle section">
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<i class="bi bi-chevron-right ms-2"></i>
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</a>
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</div>
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<ul id="quarto-sidebar-section-2" class="collapse list-unstyled sidebar-section depth1 ">
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<li class="sidebar-item">
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<div class="sidebar-item-container">
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<a href="./F1.html" class="sidebar-item-text sidebar-link"><span class="chapter-number">1</span> <span class="chapter-title">Getting Started</span></a>
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<a href="./B1_Getting_Started.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">Getting Started</span></a>
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</div>
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</li>
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<li class="sidebar-item">
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<div class="sidebar-item-container">
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<a href="./F2.html" class="sidebar-item-text sidebar-link"><span class="chapter-number">2</span> <span class="chapter-title">Interpreting Images</span></a>
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<a href="./B2_Interpreting_Images.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">Interpreting Images</span></a>
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</div>
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</li>
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<li class="sidebar-item">
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<div class="sidebar-item-container">
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<a href="./F4.html" class="sidebar-item-text sidebar-link"><span class="chapter-number">3</span> <span class="chapter-title">Image Series</span></a>
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<a href="./B3_Image_Series.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">Image Series</span></a>
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</div>
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</li>
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<li class="sidebar-item">
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<div class="sidebar-item-container">
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<a href="./F5.html" class="sidebar-item-text sidebar-link"><span class="chapter-number">4</span> <span class="chapter-title">Vectors and Tables</span></a>
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<a href="./B4_Vectors_Tables.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">Vectors and Tables</span></a>
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</div>
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</li>
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</ul>
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</li>
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<li class="sidebar-item sidebar-item-section">
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<div class="sidebar-item-container">
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<a class="sidebar-item-text sidebar-link text-start collapsed" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-3" aria-expanded="false">C. Case Studies</a>
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<a class="sidebar-item-toggle text-start collapsed" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-3" aria-expanded="false">
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<a class="sidebar-item-text sidebar-link text-start collapsed" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-3" aria-expanded="false">
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<span class="menu-text">C. Case Studies</span></a>
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<a class="sidebar-item-toggle text-start collapsed" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-3" aria-expanded="false" aria-label="Toggle section">
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<i class="bi bi-chevron-right ms-2"></i>
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</a>
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</div>
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<ul id="quarto-sidebar-section-3" class="collapse list-unstyled sidebar-section depth1 ">
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<li class="sidebar-item">
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<div class="sidebar-item-container">
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<a href="./lights.html" class="sidebar-item-text sidebar-link">War at Night</a>
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<a href="./C1_Lights.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">War at Night</span></a>
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</div>
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</li>
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<li class="sidebar-item">
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<div class="sidebar-item-container">
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<a href="./refineries.html" class="sidebar-item-text sidebar-link">Refinery Identification</a>
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<a href="./C2_Refineries.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">Refinery Identification</span></a>
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</div>
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</li>
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<li class="sidebar-item">
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<div class="sidebar-item-container">
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<a href="./ships.html" class="sidebar-item-text sidebar-link">Ship Detection</a>
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<a href="./C3_Blast.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">Blast Damage Assessment</span></a>
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</div>
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</li>
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<li class="sidebar-item">
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<div class="sidebar-item-container">
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<a href="./blast.html" class="sidebar-item-text sidebar-link">Blast Damage Assessment</a>
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<a href="./C4_Ships.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">Ship Detection</span></a>
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</div>
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</li>
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<li class="sidebar-item">
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<div class="sidebar-item-container">
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<a href="./object_detection.html" class="sidebar-item-text sidebar-link">Object Detection</a>
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<a href="./C5_Object_Detection.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">Object Detection</span></a>
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</div>
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</li>
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</ul>
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@@ -239,6 +251,7 @@ gtag('config', 'G-RK9ZLZQ6GL', { 'anonymize_ip': true});
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</ul>
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</div>
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</nav>
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<div id="quarto-sidebar-glass" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar,#quarto-sidebar-glass"></div>
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<!-- margin-sidebar -->
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<div id="quarto-margin-sidebar" class="sidebar margin-sidebar">
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<nav id="TOC" role="doc-toc" class="toc-active">
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@@ -251,14 +264,14 @@ gtag('config', 'G-RK9ZLZQ6GL', { 'anonymize_ip': true});
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<li><a href="#table-of-contents" id="toc-table-of-contents" class="nav-link" data-scroll-target="#table-of-contents">Table of Contents</a></li>
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</ul></li>
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</ul>
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<div class="toc-actions"><div><i class="bi bi-github"></i></div><div class="action-links"><p><a href="https://github.com/oballinger/GEE_OSINT/edit/main/index.qmd" class="toc-action">Edit this page</a></p></div></div></nav>
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<div class="toc-actions"><div><i class="bi bi-github"></i></div><div class="action-links"><p><a href="https://github.com/oballinger/RS4OSINT/edit/main/index.qmd" class="toc-action">Edit this page</a></p></div></div></nav>
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</div>
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<!-- main -->
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<main class="content" id="quarto-document-content">
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<header id="title-block-header" class="quarto-title-block default">
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<div class="quarto-title">
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<h1 class="title d-none d-lg-block">Remote Sensing for OSINT</h1>
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<h1 class="title">Remote Sensing for OSINT</h1>
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</div>
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@@ -285,16 +298,16 @@ gtag('config', 'G-RK9ZLZQ6GL', { 'anonymize_ip': true});
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</header>
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<section id="overview" class="level1 unnumbered">
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<h1 class="unnumbered">Overview</h1>
|
||||
<p>The analysis of satellite imagery is a foundational element of open source investigations. In the past decade, the quantity, quality, and availability thereof has increased dramatically. Capabilities and insights that were once only available to governments are now accessible to the general public. Satellite imagery is being used to collect evidence of genocide and other war crimes in <a href="https://www.nbcnews.com/science/science-news/ukraine-satellites-war-crimes-rcna26291">Ukraine</a>, <a href="https://www.amnesty.org/en/latest/news/2016/04/nigeria-military-cover-up-of-mass-slaughter-at-zaria-exposed/">Nigeria</a>, <a href="https://www.amnesty.org/en/latest/news/2016/01/burundi-satellite-evidence-supports-witness-accounts-of-mass-graves/">Burundi</a>, <a href="https://www.amnesty.org/en/latest/news/2021/07/cameroon-satellite-images-reveal-devastation-in-anglophone-regions-2/">Cameroon</a>, <a href="https://www.aaas.org/resources/satellite-imagery-assessment-forced-relocations-near-luiswishi-mine">the DRC</a>, <a href="https://gsp.yale.edu/case-studies/sudan/maps-satellite-images/other-darfur-satellite-imagery">South Sudan</a>, <a href="https://gsp.yale.edu/resources/maps-satellite-images/papua">Papua</a>, and <a href="https://www.hrw.org/report/2016/04/04/unchecked-power/police-and-military-raids-low-income-and-immigrant-communities">Venezuela</a>. It has been used to <a href="https://www.theguardian.com/environment/2016/mar/02/new-satellite-mapping-a-game-changer-against-illegal-logging">monitor environmental degradation</a> and hold extractive industries to account from <a href="https://www.bellingcat.com/resources/2021/04/15/what-oil-satellite-technology-and-iraq-can-tell-us-about-pollution/">Iraq</a> to <a href="https://www.planet.com/pulse/the-observatory-of-extractive-industries-oie-shines-a-light-on-the-mining-industry-using-planets-satellite-data/">Guatemala</a>. The ability to analyze satellite imagery is a critical skill for anyone interested in open source investigations.</p>
|
||||
<section id="overview" class="level1">
|
||||
<h1>Overview</h1>
|
||||
<p>The analysis of satellite imagery is a foundational element of open source investigations. Its quality, quantity and availability has increased dramatically in the past decade. Capabilities and insights that were once only available to governments are now accessible to the general public. Satellite imagery is being used to collect evidence of genocide and other war crimes in <a href="https://www.nbcnews.com/science/science-news/ukraine-satellites-war-crimes-rcna26291">Ukraine</a>, <a href="https://www.amnesty.org/en/latest/news/2016/04/nigeria-military-cover-up-of-mass-slaughter-at-zaria-exposed/">Nigeria</a>, <a href="https://www.amnesty.org/en/latest/news/2016/01/burundi-satellite-evidence-supports-witness-accounts-of-mass-graves/">Burundi</a>, <a href="https://www.amnesty.org/en/latest/news/2021/07/cameroon-satellite-images-reveal-devastation-in-anglophone-regions-2/">Cameroon</a>, <a href="https://www.aaas.org/resources/satellite-imagery-assessment-forced-relocations-near-luiswishi-mine">the DRC</a>, <a href="https://gsp.yale.edu/case-studies/sudan/maps-satellite-images/other-darfur-satellite-imagery">South Sudan</a>, <a href="https://gsp.yale.edu/resources/maps-satellite-images/papua">Papua</a>, and <a href="https://www.hrw.org/report/2016/04/04/unchecked-power/police-and-military-raids-low-income-and-immigrant-communities">Venezuela</a>. It has been used to <a href="https://www.theguardian.com/environment/2016/mar/02/new-satellite-mapping-a-game-changer-against-illegal-logging">monitor environmental degradation</a> and hold extractive industries to account from <a href="https://www.bellingcat.com/resources/2021/04/15/what-oil-satellite-technology-and-iraq-can-tell-us-about-pollution/">Iraq</a> to <a href="https://www.planet.com/pulse/the-observatory-of-extractive-industries-oie-shines-a-light-on-the-mining-industry-using-planets-satellite-data/">Guatemala</a>. The ability to analyze satellite imagery is a critical skill for anyone interested in open source investigations.</p>
|
||||
<p>Though no-code platforms such as Sentinelhub have been invaluable in allowing the OSINT community to access and process satellite imagery, the analytical capabilities of these platforms are limited. <a href="https://earthengine.google.com/#intro">Google Earth Engine (GEE)</a> is a cloud-based platform that stores petabytes of satellite imagery from a variety of sources and allows users to perform advanced analyses on Google servers for free using a browser-based interface. This textbook is designed for investigators who want to perform more sophisticated analysis using geospatial data, and assumes no prior knowledge of coding or remote sensing (satellite imagery analysis). It is organized into two parts: an introduction to remote sensing and GEE, and a series of case studies that demonstrate how to use GEE for open source investigations.</p>
|
||||
<section id="what-is-google-earth-engine" class="level2">
|
||||
<h2 class="anchored" data-anchor-id="what-is-google-earth-engine">What is Google Earth Engine?</h2>
|
||||
<p>As geospatial datasets—particularly satellite imagery collections—increase in size, researchers are increasingly relying on cloud computing platforms such as Google Earth Engine (GEE) to analyze vast quantities of data.</p>
|
||||
<p>GEE is free and allows users to write open-source code that can be run by others in one click, thereby yielding fully reproducible results. These features have put GEE on the cutting edge of scientific research. The following plot visualizes the number of journal articles conducted using different geospatial analysis software platforms:</p>
|
||||
<p><img src="./images/WoS Articles.png" class="img-fluid"></p>
|
||||
<p>Despite only being released in 2015, the number of geospatial journal articles using Google Earth Engine (shown in red above) has outpaced every other major geospatial analysis software, including ArcGIS, Python, and R in just five years. GEE applications have been developed and used to present interactive geospatial data visualizations by NGOs, Universities, the United Nations, and the European Commission. By storing and running computations on google servers, GEE is far more accessible to those who don’t have significant local computational resources; all you need is an internet connection.</p>
|
||||
<p><img src="images/WoS Articles.png" class="img-fluid"></p>
|
||||
<p>Despite only being released in 2015, the number of geospatial journal articles using Google Earth Engine (shown in red above) has outpaced every other major geospatial analysis software, including ArcGIS, Python, and R in just five years. GEE applications have been developed and used to present interactive geospatial data visualizations by NGOs, Universities, the United Nations, and the European Commission. By storing and running computations on Google servers, GEE is far more accessible to those who don’t have significant local computational resources; all you need is an internet connection.</p>
|
||||
</section>
|
||||
<section id="table-of-contents" class="level2">
|
||||
<h2 class="anchored" data-anchor-id="table-of-contents">Table of Contents</h2>
|
||||
@@ -303,29 +316,29 @@ gtag('config', 'G-RK9ZLZQ6GL', { 'anonymize_ip': true});
|
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<ul>
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||||
<li>Two introductory chapters that provide an overview of remote sensing the different types of satellite imagery available on Google Earth Engine.
|
||||
<ul>
|
||||
<li><a href="./ch1.html">Remote Sensing</a></li>
|
||||
<li><a href="./ch2.html">Data Acquisition</a></li>
|
||||
<li><a href="chapters/A2_Remote_Sensing.qmd">Remote Sensing</a></li>
|
||||
<li><a href="chapters/A3_Data_Acquisition.qmd">Data Acquisition</a></li>
|
||||
</ul></li>
|
||||
</ul></li>
|
||||
<li><strong>Google Earth Engine</strong>
|
||||
<ul>
|
||||
<li>Recently, a team of over 100 scientists came together to write a book called <a href="https://www.eefabook.org/">“Cloud-Based Remote Sensing with Google Earth Engine: Fundamentals and Applications”</a>. It’s a great resource for learning about remote sensing and Earth Engine. The material in this section is a subset of the book, edited to fit the scope of this guide. If you’re interested in learning more, check out the full book.
|
||||
<ul>
|
||||
<li><a href="./F1.html">Getting Started</a></li>
|
||||
<li><a href="./F2.html">Interpreting Images</a></li>
|
||||
<li><a href="./F4.html">Image Series</a></li>
|
||||
<li><a href="./F5.html">Vectors and Tables</a></li>
|
||||
<li><a href="chapters/B1_Getting_Started.qmd">Getting Started</a></li>
|
||||
<li><a href="chapters/B2_Interpreting_Images.qmd">Interpreting Images</a></li>
|
||||
<li><a href="chapters/B3_Image_Series.qmd">Image Series</a></li>
|
||||
<li><a href="chapters/B4_Vectors_Tables.qmd">Vectors and Tables</a></li>
|
||||
</ul></li>
|
||||
</ul></li>
|
||||
<li><strong>Case Studies</strong>
|
||||
<ul>
|
||||
<li>A series of case studies that demonstrate how to use Google Earth Engine for open source investigations. Each case study includes a brief introduction to the topic, a step-by-step guide to using Google Earth Engine to analyze satellite imagery, and a discussion of the results.
|
||||
<ul>
|
||||
<li><a href="./lights.html">War at Night</a></li>
|
||||
<li><a href="./refineries.html">Refinery Identification</a></li>
|
||||
<li><a href="./ships.html">Ship Detection</a></li>
|
||||
<li><a href="./blast.html">Blast Damage Assessment</a></li>
|
||||
<li><a href="./object_detection.html">Object Detection</a></li>
|
||||
<li><a href="chapters/C1_Lights.qmd">War at Night</a></li>
|
||||
<li><a href="chapters/C2_Refineries.qmd">Refinery Identification</a></li>
|
||||
<li><a href="chapters/C3_Blast.qmd">Blast Damage Assessment</a></li>
|
||||
<li><a href="chapters/C4_Ships.qmd">Ship Detection</a></li>
|
||||
<li><a href="chapters/C5_Object_Detection.qmd">Object Detection</a></li>
|
||||
</ul></li>
|
||||
</ul></li>
|
||||
</ol>
|
||||
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@@ -587,8 +700,8 @@ window.document.addEventListener("DOMContentLoaded", function (event) {
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<div class="nav-page nav-page-previous">
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</div>
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<div class="nav-page nav-page-next">
|
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<a href="./ch1.html" class="pagination-link">
|
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<span class="nav-page-text">Remote Sensing</span> <i class="bi bi-arrow-right-short"></i>
|
||||
<a href="./A2_Remote_Sensing.html" class="pagination-link">
|
||||
<span class="nav-page-text"><span class="chapter-title">Remote Sensing</span></span> <i class="bi bi-arrow-right-short"></i>
|
||||
</a>
|
||||
</div>
|
||||
</nav>
|
||||
|
||||
Reference in New Issue
Block a user