{"id":22713,"date":"2025-12-17T07:26:05","date_gmt":"2025-12-17T15:26:05","guid":{"rendered":"https:\/\/unlocked.microsoft.com\/?post_type=stories&#038;p=22713"},"modified":"2026-04-17T09:33:58","modified_gmt":"2026-04-17T16:33:58","slug":"verantwortung-fur-die-eigene-umwelt-ubernehmen","status":"publish","type":"stories","link":"https:\/\/unlocked.microsoft.com\/de\/verantwortung-fur-die-eigene-umwelt-ubernehmen\/","title":{"rendered":"Verantwortung f\u00fcr die eigene Umwelt \u00fcbernehmen"},"content":{"rendered":"\n<style>\n[data-theme=analogous-dark-red-orange] {\n    --theme-text: #fbee99;\n    --theme-text-secondary: #fbee99;\n    --theme-text-tertiary: #fbee99;\n    --theme-button: #fbee99;\n    --theme-filter: #fbee99;\n    --theme-focus: #fbee99;\n    --theme-overlay-text: #fbee99;\n    --theme-overlay-text-secondary: #fbee99;\n    --theme-overlay-button: #fbee99;\n    --theme-overlay-focus: #fbee99;\n}\n<\/style>\n\n    <div id=\"block_3531e2954ecd69ee6ad21b471fbe6706\" class=\"js-card js-full-width-feature fullwidth-feature fullwidth-feature--f-bottom fullwidth-feature--overlay-ultradark theme-overlay transition--media\" style=\"\">\n        <!-- Scrim -->\n                    <div class=\"fullwidth-feature__scrim\"><\/div>\n        \n        <div class=\"fullwidth-feature__wrapper js-full-width-feature-wrapper\">\n                        <div class=\"fullwidth-feature__header-wrapper transition--in-up js-full-width-feature-header\">\n\n                <!-- Heading -->\n                            <h1 class=\"fullwidth-feature__header fullwidth-feature__header__size-h2 \">\n                        Verantwortung f\u00fcr die eigene Umwelt \u00fcbernehmen                        <\/h1>\n        \n                <!-- Eyebrow -->\n                \n                <!-- Author -->\n                \n            <\/div>\n            <div class=\"fullwidth-feature__excerpt-wrapper transition--in-up js-full-width-feature-excerpt\">\n\n                <!-- Excerpt -->\n                            <div class=\"fullwidth-feature__excerpt\">\n                                    Das Kartierungssystem des Fl\u00fcchtlingslagers Kakuma erh\u00e4lt dank des tatkr\u00e4ftigen Engagements der Bewohnenden ein Upgrade.                                <\/div>\n        \n                <!-- CTA -->\n                \n                <!-- Download CTA -->\n                \n            <\/div>\n        <\/div>\n\n        <!-- Media -->\n        \n<div class=\"unlocked-media media-image js-media-image media--no-radius media-video--overlay-ultradark theme-overlay\">\n                        <picture class=\"\">\n                        <source\n            srcset=\"https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Hero-01.jpg 1200w, https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Hero-01-256x144.jpg 256w, https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Hero-01-480x270.jpg 480w, 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M11.436522,13.338465l-0.871624-1.218704l-6.924311-9.68815h2.981339,l5.58978,7.82155l0.867949,1.218704l7.26506,10.166271h-2.981339L11.436522,13.338465z\" fill=\"currentColor\"\/><title id=\"icon-69e7a8919845e\">X<\/title><\/svg>    <\/a>\n\n        <a\n        href=\"https:\/\/www.facebook.com\/sharer.php?t=&#038;u=https%3A%2F%2Funlocked.microsoft.com%2Fde%2Fverantwortung-fur-die-eigene-umwelt-ubernehmen%2F\"\n        class=\"social-share__link js-social-share__new-window\"\n        target=\"_blank\"\n        aria-label=\"Share on Facebook\"\n            >\n        <svg class=\"svg-icon\" width=\"24\" height=\"24\" aria-hidden=\"true\" aria-labelledby=\"icon-69e7a89198474\" role=\"img\" focusable=\"false\" viewBox=\"0 0 24 24\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M16.5782 9.43753H13.6116V7.49182C13.6116 6.76112 14.0959 6.59076 14.437 6.59076C14.7773 6.59076 16.5305 6.59076 16.5305 6.59076V3.37844L13.6473 3.36719C10.4466 3.36719 9.71821 5.76304 9.71821 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10.7502V9.06274H9.60547V22.0002H13.543V14.6877C13.543 13.5627 13.543 12.4377 15.5117 12.4377C17.4805 12.4377 17.4805 13.5627 17.4805 14.6877V22.0002H21.418V14.6877C21.418 11.3127 20.8555 9.06274 16.9197 9.06274Z\" fill=\"currentColor\"\/><path d=\"M5.38672 7.9375C6.47403 7.9375 7.35547 7.05606 7.35547 5.96875C7.35547 4.88144 6.47403 4 5.38672 4C4.29941 4 3.41797 4.88144 3.41797 5.96875C3.41797 7.05606 4.29941 7.9375 5.38672 7.9375Z\" fill=\"currentColor\"\/><title id=\"icon-69e7a89198489\">LinkedIn<\/title><\/svg>    <\/a>\n\n        \n    <\/div>\n\n    \n    <div\n        class=\"sr-text js-social-status\"\n        role=\"status\"\n    ><\/div>\n<\/section>\n<\/div>\n\n\n<\/div>\n\n\n<div id=\"block-column_69e7a89198f61\" class=\"column column-vertical-align--top\">\n    \n\n<div\n    id=\"block_69e7a89198a1b\"\n    class=\"rich-text transition--in-up \">\n    <p>In den trockenen Weiten im Nordwesten Kenias hat sich das Fl\u00fcchtlingslager Kakuma zu einer weitl\u00e4ufigen Community von mehr als 300.000 vertriebenen Einzelpersonen aus \u00fcber 20 L\u00e4ndern entwickelt. Urspr\u00fcnglich 1992 gegr\u00fcndet, um jungen Personen Schutz zu bieten, die vor dem Krieg im Sudan flohen, ist das Lager heute das gr\u00f6\u00dfte in Afrika. Es umfasst etwa 40 Quadratkilometer und beherbergt Menschen aus dem S\u00fcdsudan, Somalia und anderen Nachbarl\u00e4ndern.<\/p>\n<p>Jahrelang waren die Karten des Lagers hoffnungslos veraltet, was die Lieferung von Hilfsg\u00fctern, die Infrastrukturplanung und Notfallma\u00dfnahmen behinderte. Der unregelm\u00e4\u00dfige Aufbau des Lagers und die unterschiedlichen Arten von Unterk\u00fcnften erschwerten klassische Kartierungsmethoden. Doch genau diese Herausforderung entfachte eine erstaunliche Zusammenarbeit, die komplett neu definierte, was humanit\u00e4re Technologie zu leisten vermag.<\/p>\n<blockquote>\n<h6 class=\"--h6\">\u201eIch denke, die Zusammenarbeit war sehr wichtig, da alle Beteiligten etwas Einzigartiges beigetragen haben\u201c, sagt Dr. Simone Fobi Nsutezo, Applied Research Scientist im Microsoft AI for Good Lab.<\/h6>\n<\/blockquote>\n<p>\u201eDie Zusammenarbeit zur Aktualisierung des Kartierungssystems des Fl\u00fcchtlingslagers Kakuma basierte im Kern auf drei wesentlichen Innovationss\u00e4ulen. Alle Beteiligten brachten ihre einzigartigen St\u00e4rken ein und erzielten gemeinsam wertvolle Ergebnisse. UNHCR\u2019s Hive, das Innovationslabor des UN-Fl\u00fcchtlingshilfswerks, identifizierte die Probleme, vor denen das Lager stand, w\u00e4hrend das Humanitarian OpenStreetMap Team (HOT) die essenzielle Datensammlung vor Ort und die wichtige Integration der Community \u00fcbernahm.<\/p>\n<\/div>\n\n\n<\/div>\n\n\n<\/div>\n\n\n<div\n    id=\"block_69e7a89199ec7\"\n    class=\"spacer spacer-6 spacer-mobile-4\">\n<\/div>\n\n\n<div id=\"block_023cef50d53f43c5d63c9153e90dc11a\" class=\"video-player\">\n    <div id=\"videoplayer-1\" class=\"video-player__wrapper js-video-player theme-overlay  has-overlay-image\" aria-label=\"Sehen Sie sich \u201eMittels KI eine Community kartieren\u201c an\">\n        <div\n            id=\"video-player-overlay-4982fccb-f1a9-4f6b-a360-f3928fba92e2\"\n            class=\"video-player__overlay js-video-player-overlay\"\n            data-label-video-title=\"\u201eMittels KI eine Community kartieren\u201c\"\n            data-label-desktop=\"Aerial view of a 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fill=\"currentColor\"\/><path d=\"M16.9197 9.06274C14.668 9.06274 14.0436 9.80074 13.543 10.7502V9.06274H9.60547V22.0002H13.543V14.6877C13.543 13.5627 13.543 12.4377 15.5117 12.4377C17.4805 12.4377 17.4805 13.5627 17.4805 14.6877V22.0002H21.418V14.6877C21.418 11.3127 20.8555 9.06274 16.9197 9.06274Z\" fill=\"currentColor\"\/><path d=\"M5.38672 7.9375C6.47403 7.9375 7.35547 7.05606 7.35547 5.96875C7.35547 4.88144 6.47403 4 5.38672 4C4.29941 4 3.41797 4.88144 3.41797 5.96875C3.41797 7.05606 4.29941 7.9375 5.38672 7.9375Z\" fill=\"currentColor\"\/><title id=\"icon-69e7a891dab81\">LinkedIn<\/title><\/svg>    <\/a>\n\n        \n    <\/div>\n\n        <\/div>\n    \n    <div\n        class=\"sr-text js-social-status\"\n        role=\"status\"\n    ><\/div>\n<\/section>\n\n\n                    <a\n                class=\"video-player__links--audio\"\n                href=\"https:\/\/www.youtube.com\/watch?v=OoknoQoB5dw\"\n                target=\"_blank\"\n                aria-label=\"Sehen Sie sich das Video mit Audiobeschreibung auf YouTube an\">Audiobeschreibung <svg width=\"37\" height=\"14\" viewBox=\"0 0 37 14\" aria-hidden=\"true\" aria-labelledby=\"icon-69e7a891dabc3\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M25.3413 13.1965C25.6802 12.9384 26.0515 12.6924 26.3757 12.4016C27.4499 11.4381 28.0853 10.2503 28.3975 8.90801C28.6342 7.89056 28.668 6.86263 28.5311 5.83264C28.3333 4.34381 27.76 3.00001 26.6611 1.87258C26.4641 1.67052 26.249 1.481 26.0243 1.30477C25.8004 1.12931 25.5544 0.978154 25.3125 0.812416C25.3366 0.808835 25.364 0.801162 25.3915 0.801162C25.8717 0.800395 26.3521 0.796558 26.832 0.804487C26.9174 0.805766 27.0102 0.843875 27.085 0.886844C27.7647 1.27638 28.3227 1.78664 28.7913 2.38156C29.5962 3.4031 30.0387 4.5538 30.2047 5.80067C30.3737 7.07133 30.3025 8.32741 29.8949 9.55587C29.4247 10.9736 28.5799 12.1529 27.2554 13.0195C27.0653 13.1438 26.8739 13.2172 26.6309 13.2062C26.2346 13.1883 25.837 13.2016 25.4397 13.2011C25.3965 13.2013 25.3532 13.1973 25.3413 13.1965Z\" fill=\"currentColor\"\/><path d=\"M15.1878 0.796099C15.2529 0.796099 15.303 0.796099 15.3532 0.796099C16.7843 0.796099 18.2157 0.787148 19.6469 0.798402C21.2321 0.810935 22.6546 1.26006 23.8666 2.21843C24.7773 2.93867 25.3476 3.8597 25.6562 4.92139C25.9084 5.78845 25.9788 6.67239 25.9145 7.56758C25.8491 8.47786 25.6321 9.35054 25.1747 10.1639C24.5174 11.3328 23.5122 12.1566 22.214 12.6835C21.3412 13.038 20.4285 13.2065 19.4723 13.1994C18.1013 13.1891 16.73 13.1968 15.3587 13.1968C15.3044 13.1968 15.2504 13.1968 15.1875 13.1968C15.1878 9.06025 15.1878 4.937 15.1878 0.796099ZM18.5469 10.0951C18.8802 10.0951 19.2066 10.1015 19.533 10.0938C20.5939 10.069 21.4496 9.65644 22.0262 8.84259C22.6876 7.90878 22.738 6.87445 22.3709 5.83781C22.0065 4.80937 21.1656 4.23108 20.0608 3.95638C19.9029 3.91699 19.7336 3.90523 19.5693 3.90113C19.2299 3.89295 18.8902 3.89858 18.5471 3.89858C18.5469 5.97158 18.5469 8.02745 18.5469 10.0951Z\" 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fill=\"currentColor\"\/><path d=\"M32.0086 0.799086C32.0792 0.799086 32.1241 0.799086 32.169 0.799086C32.5478 0.799086 32.9271 0.813153 33.3048 0.794226C33.5708 0.780926 33.7836 0.856633 33.9947 0.995004C35.0991 1.72011 35.8708 2.68206 36.3779 3.83199C36.8655 4.9387 37.0315 6.09606 36.9977 7.28385C36.9695 8.28416 36.7852 9.25634 36.3712 10.1838C35.8329 11.3902 35.0132 12.3918 33.816 13.1108C33.7118 13.1734 33.6065 13.2036 33.4801 13.2021C33.0415 13.1962 32.6029 13.1998 32.1643 13.1998C32.1202 13.1998 32.0762 13.1998 31.9961 13.1998C32.1806 13.0816 32.3375 12.9885 32.486 12.8849C33.4123 12.2396 34.0906 11.4125 34.571 10.4428C34.9404 9.69754 35.1643 8.91335 35.2565 8.09975C35.456 6.33827 35.2393 4.63946 34.2998 3.06341C33.7545 2.14852 33.0194 1.38966 32.0471 0.839754C32.0396 0.835917 32.0352 0.827732 32.0086 0.799086Z\" fill=\"currentColor\"\/><path d=\"M28.6602 13.2007C28.9184 13.0224 29.1672 12.8692 29.3936 12.6917C30.4986 11.8247 31.2113 10.7249 31.6103 9.44678C31.9755 8.2769 32.0442 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column__container mobile-column-gap-4 column--layout-40-60\">\n    \n<div id=\"block-column_69e7a891db205\" class=\"column column-vertical-align--top\">\n    \n\n<div\n    id=\"block_69e7a891db0cb\"\n    class=\"rich-text transition--in-up \">\n    <\/div>\n\n\n<\/div>\n\n\n<div id=\"block-column_69e7a891db697\" class=\"column column-vertical-align--top\">\n    \n\n<div\n    id=\"block_69e7a891db3d5\"\n    class=\"rich-text transition--in-up \">\n    <h4 class=\"--h4\">Gemeinsam als Community mehr bewirken<\/h4>\n<p>Die treibenden Kr\u00e4fte waren der Wunsch, eine wirklich sinnstiftende Arbeit zu leisten, die Leidenschaft f\u00fcr Fernerkundung und Satellitenbilder sowie das Ziel, auf die Bed\u00fcrfnisse von Gefl\u00fcchteten einzugehen. Die manuelle Kartierung ist zwar wertvoll, gestaltet sich jedoch oft langwierig und arbeitsintensiv. Das Team des Microsoft AI for Good Lab sah hierin eine Chance, den Kartierenden mittels KI und maschinellem Lernen genau jene Tools an die Hand zu geben, die sie f\u00fcr ihre Arbeit ben\u00f6tigen.<\/p>\n<p class=\"unformatted\">\u201eSobald man ein Modell mit einer kleinen Datenmenge trainiert hat, erh\u00e4lt man sehr schnell Vorhersagen f\u00fcr neue Gebiete. Wir verf\u00fcgen \u00fcber Open-Source-Code f\u00fcr die Kartierung von Solarmodulen, Geb\u00e4uden, Dachtypen und sanit\u00e4ren Anlagen, den alle eigenst\u00e4ndig nutzen k\u00f6nnen\u201c, sagt Dr. Amrita Gupta, Applied Research Scientist im Microsoft AI for Good Research Lab.<\/p>\n<p><span data-contrast=\"none\">Um die Bedingungen vor Ort besser zu verstehen, dokumentierte das HOT-Mapping-Team sichtbare Indikatoren f\u00fcr den Zugang zu Elektrizit\u00e4t, wie etwa Solarmodule und Stromleitungen im Lager. W\u00e4hrend der Gro\u00dfteil des Stroms in einzelnen Geb\u00e4uden selbst erzeugt wird, halfen diese Informationen dabei, ein klareres Bild davon zu zeichnen, wo wesentliche Dienste realistischerweise betrieben werden k\u00f6nnten, und deckten L\u00fccken in der breiteren Infrastruktur auf.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:210,&quot;335559739&quot;:210,&quot;335559740&quot;:300}\"> <\/span><\/p>\n<p><span data-contrast=\"auto\">Ziel war es, dass das Lager weniger wie eine vor\u00fcbergehende Notunterkunft wirkte, sondern vielmehr wie eine dauerhafte Siedlung. <\/span><span data-contrast=\"auto\">Die Kartierung war der erste Schritt, um sicherzustellen, <\/span><span data-contrast=\"none\">dass sich das Projekt an den humanit\u00e4ren Bed\u00fcrfnissen orientiert. <\/span><span data-contrast=\"none\">Das Engagement des Projekts f\u00fcr Open Access bedeutete, dass alle generierten Daten und Bilder frei verf\u00fcgbar sein w\u00fcrden. Dies vergr\u00f6\u00dferte die Reichweite \u00fcber Kakuma hinaus und f\u00f6rderte die Inklusion von Gefl\u00fcchteten.<\/span><span data-ccp-props=\"{&quot;134245417&quot;:false,&quot;134245529&quot;:true,&quot;201341983&quot;:0,&quot;335559738&quot;:210,&quot;335559739&quot;:0,&quot;335559740&quot;:276}\"> <\/span><\/p>\n<\/div>\n\n\n<\/div>\n\n\n<\/div>\n\n\n<div\n    id=\"block_69e7a891dba96\"\n    class=\"spacer spacer-6 spacer-mobile-4\">\n<\/div>\n\n\n<section\n    id=\"block_806fa65b1eff754707858a4f8f9f4bb5\"\n    class=\"card-crosslink js-card-crosslink card-crosslink--3-up card-crosslink--mobile-layout-vertical \"\n    aria-labelledby=\"\">\n    <h2 class=\"sr-text\">More stories<\/h2>\n\n    \n    <ul class=\"card-crosslink__wrapper\">\n            <li class=\"card-crosslink__item transition--in-up \" style=\"--anim-delay: 100ms; --anim-delay-mobile: 0ms;\">\n            \n<article\n    class=\"story-card js-story-card js-delay --no-pointer\"\n    aria-labelledby=\"card-2\">\n    <div class=\"story-card__content\">\n        \n        \n                    <div class=\"story-card__text\">HOT arbeitete mit den Bewohnenden zusammen, die f\u00fcr den Kartierungsprozess verantwortlich waren.<\/div>\n        \n        \n        <div class=\"story-card__wrapper transition--media\">\n            \n            \n<div class=\"unlocked-media media-image js-media-image media--no-radius\">\n                        <picture class=\"\">\n                        <source\n            srcset=\"https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-01.jpg 640w, https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-01-80x80.jpg 80w, https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-01-256x256.jpg 256w, https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-01-480x480.jpg 480w\"\n                         \/>\n                        <img\n            src=\"https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-01.jpg\"\n                                    width=\"640\"\n            height=\"640\"\n                        class=\"ratio--1-1\"\n            alt=\"Two people stand outdoors looking at a tablet. The person on the left has long braids and wears a white shirt; the person on the right wears glasses, a cap, and a beige vest. A green electronic shop sign is visible behind them.\"\n            loading=\"lazy\"\n            decoding=\"async\" \/>\n            <\/picture>\n            <\/div>\n        <\/div>\n    <\/div>\n<\/article>\n        <\/li>\n            <li class=\"card-crosslink__item transition--in-up \" style=\"--anim-delay: 200ms; --anim-delay-mobile: 0ms;\">\n            \n<article\n    class=\"story-card js-story-card js-delay --no-pointer\"\n    aria-labelledby=\"card-3\">\n    <div class=\"story-card__content\">\n        \n        \n                    <div class=\"story-card__text\">Die Modelle wurden darauf trainiert, Merkmale wie Solarmodule zu identifizieren.<\/div>\n        \n        \n        <div class=\"story-card__wrapper transition--media\">\n            \n            \n<div class=\"unlocked-media media-image js-media-image media--no-radius\">\n                        <picture class=\"\">\n                        <source\n            srcset=\"https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-02.jpg 640w, https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-02-80x80.jpg 80w, https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-02-256x256.jpg 256w, https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-02-480x480.jpg 480w\"\n                         \/>\n                        <img\n            src=\"https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-02.jpg\"\n                                    width=\"640\"\n            height=\"640\"\n                        class=\"ratio--1-1\"\n            alt=\"Solar panels installed on a slanted, red corrugated metal roof under a partly cloudy sky.\"\n            loading=\"lazy\"\n            decoding=\"async\" \/>\n            <\/picture>\n            <\/div>\n        <\/div>\n    <\/div>\n<\/article>\n        <\/li>\n            <li class=\"card-crosslink__item transition--in-up \" style=\"--anim-delay: 300ms; --anim-delay-mobile: 0ms;\">\n            \n<article\n    class=\"story-card js-story-card js-delay --no-pointer\"\n    aria-labelledby=\"card-4\">\n    <div class=\"story-card__content\">\n        \n        \n                    <div class=\"story-card__text\">Die Bewohnerschaft und KI-Experten verb\u00fcndeten sich, um die einzigartigen Gegebenheiten von Kakuma zu definieren.<\/div>\n        \n        \n        <div class=\"story-card__wrapper transition--media\">\n            \n            \n<div class=\"unlocked-media media-image js-media-image media--no-radius\">\n                        <picture class=\"\">\n                        <source\n            srcset=\"https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-03.jpg 640w, https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-03-80x80.jpg 80w, https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-03-256x256.jpg 256w, https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-03-480x480.jpg 480w\"\n                         \/>\n                        <img\n            src=\"https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-03.jpg\"\n                                    width=\"640\"\n            height=\"640\"\n                        class=\"ratio--1-1\"\n            alt=\"A computer screen displays a detailed digital map with various shops and landmarks labeled along Jomo Kenyatta Avenue, including icons for fashion, services, and points of interest.\"\n            loading=\"lazy\"\n            decoding=\"async\" \/>\n            <\/picture>\n            <\/div>\n        <\/div>\n    <\/div>\n<\/article>\n        <\/li>\n        <\/ul>\n<\/section>\n\n<div\n    id=\"block_69e7a8926311c\"\n    class=\"spacer spacer-6 spacer-mobile-4\">\n<\/div>\n\n\n\n<div\n    id=\"block_69e7a892633e2\"\n    class=\"spacer spacer-6 spacer-mobile-4\">\n<\/div>\n\n\n<div id=\"block_69e7a892654b7\" class=\"row row--space-between column__container mobile-column-gap-6 column--layout-40-60\">\n    \n<div id=\"block-column_69e7a89264dda\" class=\"column column-vertical-align--top\">\n    \n\n<div\n    id=\"block_69e7a89263707\"\n    class=\"rich-text transition--in-up \">\n    <\/div>\n\n\n\n<div id=\"block_e82a6cb619244d15e36584f9b8d3e577\" class=\"transition--in-up \">\n    <div class=\"pullquote pullquote__left pullquote__h3\">\n        <blockquote class=\"quote quote__h3 quote--show-marks\">Es dreht sich alles um die Community. Wir haben niemanden vergessen.<\/blockquote>\n                    <div class=\"quote__attribution\">\n                                    <div class=\"attribution-name\">Akso Kaposho Mupenzi<\/div>\n                                                    <div class=\"attribution-description\">Mitwirkender bei der Kartierung und Gefl\u00fcchteter<\/div>\n                            <\/div>\n                    <\/div>\n<\/div>\n\n\n<\/div>\n\n\n<div id=\"block-column_69e7a89265398\" class=\"column column-vertical-align--top\">\n    \n\n<div\n    id=\"block_69e7a89264fcf\"\n    class=\"rich-text transition--in-up \">\n    <\/div>\n\n\n\n<div\n    id=\"block_69e7a89265149\"\n    class=\"rich-text transition--in-up \">\n    <p>Durch den Einsatz vor Ort in Kenia brachte das HOT-Team eine menschliche Note ein. Die eigentliche Datenerfassung lag vollst\u00e4ndig in den H\u00e4nden der Einheimischen, von der Projektvorstellung bis zum Steuern der Drohnen. Auch Gefl\u00fcchtete im Lager halfen, Merkmale in der Umgebung manuell zu identifizieren. HOT-Teams setzten Drohnen f\u00fcr hochaufl\u00f6sende Luftbilder ein und f\u00fchrten Feld\u00fcberpr\u00fcfungen gemeinsam mit den Kartografierenden durch. Am wichtigsten war jedoch, dass sie die Menschen im Fl\u00fcchtlingslager schulten und ihnen Verantwortung \u00fcbertrugen. So wurde aus der Datenerfassung ein Prozess mit aktiver Einbindung der Community.<\/p>\n<p>Gefl\u00fcchtete wurden zu Kartografierenden, Dolmetschenden und Verantwortlichen f\u00fcr ihre eigene Umgebung und erstellten wertvolle Ground-Truth-Daten. Ihr lokales Wissen sorgte f\u00fcr Tiefe und pr\u00e4zises Handeln, wodurch sie die Verantwortung f\u00fcr den Prozess \u00fcbernahmen. Das Team von HOT markierte manuell 16 Quadratkilometer Bildmaterial und erstellte so ein umfangreiches Trainings-Dataset f\u00fcr die KI-Entwicklung, das mit der Weiterentwicklung des Lagers aktuell gehalten werden kann.<\/p>\n<p class=\"unformatted\">\u201eKI wurde in erster Linie f\u00fcr den Musterabgleich und zur Zeitersparnis eingesetzt. Sie half uns, Signale in den Daten zu finden, die manuell nur schwer auszumachen w\u00e4ren\u201c, erkl\u00e4rt Dr. Gupta.<\/p>\n<p>Auf Basis des umfangreichen, von der Community markierten Bildmaterials aus dem Fl\u00fcchtlingslager entwickelte das Microsoft AI for Good Lab fortschrittliche Machine Learning-Modelle unter Verwendung von Azure-Cloud-Diensten. Diese Modelle wurden darauf trainiert, verschiedenste Merkmale pr\u00e4zise zu identifizieren: Geb\u00e4ude, Sanit\u00e4ranlagen, Solarmodule an Stra\u00dfenlaternen und auf D\u00e4chern sowie Elemente des Stromnetzes wie Masten und Leitungen. Damit spiegeln sie die vielf\u00e4ltige und unregelm\u00e4\u00dfige Landschaft des Lagers wider.<\/p>\n<p>Durch das Zusammenspiel von lokalem Fachwissen und KI konnte das Team die Herausforderungen der einzigartigen Gegebenheiten im Lager bew\u00e4ltigen. Dies erm\u00f6glichte schnelle Analysen und eine Mustererkennung, die manuell kaum zu bewerkstelligen gewesen w\u00e4re. Alle Modelle und Datasets wurden als Open Source auf GitHub ver\u00f6ffentlicht. Dies bef\u00e4higt Entwickelnde, Forschende und humanit\u00e4re Organisationen weltweit, auf dieser Arbeit aufzubauen und sie an andere bed\u00fcrftige Communitys anzupassen.<\/p>\n<\/div>\n\n\n<\/div>\n\n\n<\/div>\n\n\n<div\n    id=\"block_69e7a89265717\"\n    class=\"spacer spacer-6 spacer-mobile-4\">\n<\/div>\n\n\n<div id=\"block_69e7a892661a3\" class=\"row row--space-between column__container mobile-column-gap-6 column--layout-40-60\">\n    \n<div id=\"block-column_69e7a89265b2b\" class=\"column column--empty\">\n    \n\n<div\n    id=\"block_69e7a89265a12\"\n    class=\"rich-text transition--in-up \">\n    <\/div>\n\n\n<\/div>\n\n\n<div id=\"block-column_69e7a8926608f\" class=\"column column-vertical-align--top\">\n    \n\n<div\n    id=\"block_69e7a89265d04\"\n    class=\"rich-text transition--in-up \">\n    <\/div>\n\n\n\n<div\n    id=\"block_69e7a89265e8c\"\n    class=\"rich-text transition--in-up \">\n    <h4 class=\"--h4\">Ein Beweis der grenzenlosen M\u00f6glichkeiten<\/h4>\n<p>Dieses Open-Source-Projekt zur Kartierung zeigt, wie Zusammenarbeit dazu beitragen kann, eine starke Grundlage f\u00fcr nachhaltige Entwicklungen zu schaffen. Da sich die Gemeindegrenzen der Stadt Kakuma weiterentwickelt haben, sind genaue r\u00e4umliche Daten f\u00fcr die langfristige Planung und Bereitstellung von Dienstleistungen in der Stadt und den umliegenden Siedlungen von entscheidender Bedeutung geworden, um sicherzustellen, dass zuk\u00fcnftige Annexions- oder Integrationsentscheidungen auf realen Daten beruhen.<\/p>\n<p>GitHub ist der Ort, an dem das n\u00e4chste Kapitel dieses Projekts beginnt \u2013 es verbindet Entwickelnde, zivilgesellschaftliche Technologinnen und Technologen sowie Datenforschende mit realen humanit\u00e4ren Herausforderungen. Und alles Gelernte ist Teil einer globalen Wissensbasis zur Unterst\u00fctzung von Gefl\u00fcchteten geworden. Durch das offene Teilen dieses Codes kann jeder \u00fcberall darauf aufbauen, den Code verbessern und ihn nutzen, um etwas zu bewirken. Die Geschichte des Fl\u00fcchtlingslagers Kakuma zeigt, was m\u00f6glich ist, wenn humanit\u00e4re Vision auf Innovation trifft.<\/p>\n<\/div>\n\n\n<\/div>\n\n\n<\/div>\n\n\n<div\n    id=\"block_69e7a892664bf\"\n    class=\"spacer spacer-6 spacer-mobile-4\">\n<\/div>\n\n\n<div id=\"block_9d4bc1a299a1d733ef590927d042b2d0\" class=\"transition--in-up \">\n    <div class=\"pullquote pullquote__center pullquote__h3\">\n        <blockquote class=\"quote quote__h3 quote--show-marks\">Niemand kennt eine Community besser als die Menschen, die dort leben. KI hat sie nicht ersetzt, sondern ihre M\u00f6glichkeiten erweitert.<\/blockquote>\n                    <div class=\"quote__attribution\">\n                                    <div class=\"attribution-name\">Juan M. Lavista Ferres<\/div>\n                                                    <div class=\"attribution-description\">Lab Director AI For Good Lab, Microsoft<\/div>\n                            <\/div>\n                    <\/div>\n<\/div>\n\n\n<div\n    id=\"block_69e7a89266cdb\"\n    class=\"spacer spacer-6 spacer-mobile-4\">\n<\/div>\n\n\n    <div id=\"block_0767ba21c49db1a5ed7242074f4be571\" class=\"js-card js-full-width-feature fullwidth-feature fullwidth-feature--f-bottom fullwidth-feature--overlay-none theme-overlay transition--media\" style=\"\">\n        <!-- Scrim -->\n        \n        <div class=\"fullwidth-feature__wrapper js-full-width-feature-wrapper\">\n                        <div class=\"fullwidth-feature__header-wrapper transition--in-up js-full-width-feature-header\">\n\n                <!-- Heading -->\n                \n                <!-- Eyebrow -->\n                \n                <!-- Author -->\n                \n            <\/div>\n            <div 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