{"id":4121,"date":"2025-03-03T13:04:22","date_gmt":"2025-03-03T12:04:22","guid":{"rendered":"https:\/\/smartcity.bamberg.de\/projekte\/bakim\/"},"modified":"2026-03-30T14:23:08","modified_gmt":"2026-03-30T12:23:08","slug":"bakim","status":"publish","type":"projects","link":"https:\/\/smartcity.bamberg.de\/en\/projekte\/bakim\/","title":{"rendered":"BaKIM"},"content":{"rendered":"\n\n\n<section \n    class=\"section container-fluid pt-5 pb-5 position-relative subheader\" \n    role=\"region\" \n    aria-label=\"BaKIM\"\n>\n    <div class=\"container position-relative pt-3 pb-3\" style=\"z-index: 2;\">\n        <div class=\"row justify-content-center\">\n            <div class=\"col-11 col-md-8 text-white text-center pt-5\" role=\"heading\" aria-level=\"1\">\n                                                <h1 class=\"h3\" aria-label=\"BaKIM\">BaKIM<\/h1>\n                                                    <h2 class=\"h3 fw-lighter\" aria-label=\"Healthy trees through artificial intelligence\">Healthy trees through artificial intelligence<\/h2>\n                                    \n                                        <div class=\"col icon-col\">\n                    <img decoding=\"async\" \n                        src=\"https:\/\/smartcity.bamberg.de\/wp-content\/uploads\/2025\/03\/bewahren_in_bamberg_2.png\" \n                        alt=\"\" \n                        style=\"position: absolute; right: -300px; top: -10%; z-index: -1; height: 100%;\" \n                        class=\"subheadbgimg\" \n                        role=\"presentation\" \n                        aria-hidden=\"true\"\n                    >\n                <\/div>\n                        <\/div>\n        <\/div>\n                        <div class=\"row justify-content-center align-items-center text-center pt-5\" role=\"list\" aria-label=\"Symbol\u00fcbersicht\">\n                                        <div class=\"col-6 col-md-3\" role=\"listitem\" aria-label=\"Goal\">\n                        <img decoding=\"async\" \n                            src=\"https:\/\/smartcity.bamberg.de\/wp-content\/uploads\/2025\/03\/icon_ziel.svg\" \n                            alt=\"Goal\" \n                            aria-label=\"Goal\"\n                        \/>\n                        <p class=\"fw-bold pt-3 mb-0 text-white\">Goal<\/p>\n                        <p class=\"text-white\">Environmental protection<\/p>\n                    <\/div>\n                                    <div class=\"col-6 col-md-3\" role=\"listitem\" aria-label=\"Project start\">\n                        <img decoding=\"async\" \n                            src=\"https:\/\/smartcity.bamberg.de\/wp-content\/uploads\/2025\/03\/icon_projectstart.svg\" \n                            alt=\"Project start\" \n                            aria-label=\"Project start\"\n                        \/>\n                        <p class=\"fw-bold pt-3 mb-0 text-white\">Project start<\/p>\n                        <p class=\"text-white\">January 2022<\/p>\n                    <\/div>\n                                    <div class=\"col-6 col-md-3\" role=\"listitem\" aria-label=\"Status\">\n                        <img decoding=\"async\" \n                            src=\"https:\/\/smartcity.bamberg.de\/wp-content\/uploads\/2025\/03\/icon_status.svg\" \n                            alt=\"Status\" \n                            aria-label=\"Status\"\n                        \/>\n                        <p class=\"fw-bold pt-3 mb-0 text-white\">Status<\/p>\n                        <p class=\"text-white\">In implementation<\/p>\n                    <\/div>\n                                    <div class=\"col-6 col-md-3\" role=\"listitem\" aria-label=\"Project launch\">\n                        <img decoding=\"async\" \n                            src=\"https:\/\/smartcity.bamberg.de\/wp-content\/uploads\/2025\/03\/icon_projektlaunch.svg\" \n                            alt=\"Project launch\" \n                            aria-label=\"Project launch\"\n                        \/>\n                        <p class=\"fw-bold pt-3 mb-0 text-white\">Project launch<\/p>\n                        <p class=\"text-white\">April 2026<\/p>\n                    <\/div>\n                                <\/div>\n            <\/div>\n            <div class=\"geometric\" aria-hidden=\"true\"><\/div>\n        <\/div>\n<\/section>\n\n<style>\n    @media (max-width: 900px) {\n        .icon-col { text-align: center; margin: 15px 0 15px 0; }\n        .icon-col img { margin-top: 0 !important; }\n    }\n<\/style>\n\n\n\n<section \n    class=\"container-fluid bg-white px-0 py-5 pt-md-5 flexible-text\"\n    role=\"region\"\n    aria-label=\"Flexibler Textbereich mit dynamischen Inhalten\"\n>\n    <div class=\"container p-5 px-3\">\n        <div class=\"row justify-content-start align-items-center\">\n            <div role=\"group\" aria-label=\"\u00dcberschrift\"><h1 \n                                    style=\"margin: 0 auto;\" \n                                    class=\"h3 col-12 col-md-9 col-lg-9 text-center\" \n                                    aria-label=\"Our vision for Bamberg\"\n                                >Our vision for Bamberg<\/h1><\/div><div role=\"group\" aria-label=\"Text\"><div class='col-12 col-md-9 mt-5' style='margin: 0 auto;' aria-label='Tree care employees have a good overview of Bamberg&#8217;s tree population. They know exactly where trees need their attention, where drought stress, bark beetles or mistletoe infestation are a problem. In this way, the necessary measures are taken in good time to ensure that Bamberg has healthy, sustainable green spaces and forests despite the climatic changes. The people of Bamberg are aware of the importance of the forests and are sensitized to their care.   \n'><p style=\"text-align: center;\">Tree care employees have a good overview of Bamberg&#8217;s tree population. They know exactly where trees need their attention, where drought stress, bark beetles or mistletoe infestation are a problem. In this way, the necessary measures are taken in good time to ensure that Bamberg has healthy, sustainable green spaces and forests despite the climatic changes. The people of Bamberg are aware of the importance of the forests and are sensitized to their care.   <\/p>\n<\/div><\/div>            <\/div>\n        <\/div>\n            <\/section>\n    \n    <script>\n        document.addEventListener(\"DOMContentLoaded\", function () {\n            const triggerBtn = document.getElementById('openModalBtn');\n            const links = document.querySelectorAll('a');\n            links.forEach((link) => {\n                if (\n                        link.textContent.trim() === \"Barrierefreiheits-Assistent\" ||\n                        link.textContent.trim() === \"Accessibility assistant\"\n                    ) {\n                    link.addEventListener('click', (e) => {\n                        e.preventDefault();\n                        if (triggerBtn) {\n                            triggerBtn.click();\n                        }\n                    });\n                }\n            });\n        });\n    <\/script>\n\n\n<section class=\"container-fluid  bg-grey  py-0 py-md-5 highlight-text-section-wrap\">\n   <div class=\"container py-0 py-md-5 pb-5\">\n      <div class=\"row py-0 py-md-5\">\n         <div class=\"col-12 col-lg-4 pb-5 pb-lg-0 highlight-text-section-break\">\n            <div class=\"d-flex w-100 h-100 justify-content-start align-items-center position-relative crookedBox py-4 py-lg-5\">\n               <img decoding=\"async\" src=\"https:\/\/smartcity.bamberg.de\/wp-content\/themes\/smartcity\/assets\/img\/box_background_2.svg\" alt=\"\" class=\"w-100 h-100 position-absolute\">\n               <div class=\"text-white position-relative p-5\">\n                  <h2 class=\"h5 pe-3\">Technology<\/h2>\n                  <p class=\"px-3\"><p>The artificial intelligence used for BaKIM was developed together with the University of Bamberg. The AI learns by training with regularly recorded drone footage. It is based on deep neural networks (DNN).  <\/p>\n<\/p>\n               <\/div>\n            <\/div>\n         <\/div>\n         <div class=\"col-12 col-lg-6 offset-lg-1 d-flex flex-column justify-content-center\">\n            <h2 class=\"h5\">Project description<\/h2>\n            <p>Artificial intelligence (AI) and high-resolution drone images are being used to make the maintenance and monitoring of Bamberg&#8217;s tree population more efficient. First, drones capture aerial images of forest and park areas. Foresters then mark individual trees on these images and record characteristics such as tree species and vitality. This labeled data serves as a training basis for an AI, i.e. the AI learns how aerial images are to be interpreted. The AI can then also analyze newly captured aerial images and provide information on tree species and the condition of the trees depicted. This means that arborists and foresters know at a glance where trees are in poor condition and can take targeted and efficient measures to protect them.\r\nBamberg works together with the municipality of Lemgo and uses the data collected there to train the AI. In future, people from Bamberg will also be able to access the tree data and find out about the current status of Bamberg&#8217;s tree population.      <\/p>\n            <div class=\"d-flex\">\n                     <\/div>\n         <\/div>\n      <\/div>\n   <\/div>\n<\/section>\n\n\n\n\n<section \n    class=\"section container-fluid py-5 bg-white text-black text-image-half has_checklist\" \n    id=\"\"\n    role=\"region\"\n    aria-label=\"Text und Bild Abschnitt\"\n>\n    <div class=\"container py-5\">\n        <div class=\"row py-5\">\n            \n            <!-- Textspalte -->\n            <div \n                class=\"col-12 col-md-5 pb-5 pb-md-0 d-flex flex-column justify-content-between paragraphs-wrap\"\n                role=\"group\"\n                aria-label=\"Textinhalte\"\n            >\n                                                            <div class=\"pb-3 pb-md-5\" role=\"article\" aria-label=\"How does BaKIM help in practice?\">\n                                                            <h2 class=\"h5 pb-3\" aria-label=\"How does BaKIM help in practice?\">\n                                    How does BaKIM help in practice?                                <\/h2>\n                            \n                                                            <p aria-label=\"\nArborists have to look after large areas.\nRecording the condition of all trees is very time-consuming.\nThe AI evaluates large areas quickly and reliably.\nThis means that the arborists know exactly where they need to intervene.\nThey save a lot of time and protect the trees in a targeted manner.\n\">\n                                    <ul>\n<li>Arborists have to look after large areas.<\/li>\n<li>Recording the condition of all trees is very time-consuming.<\/li>\n<li>The AI evaluates large areas quickly and reliably.<\/li>\n<li>This means that the arborists know exactly where they need to intervene.<\/li>\n<li>They save a lot of time and protect the trees in a targeted manner.<\/li>\n<\/ul>                                <\/p>\n                                                    <\/div>\n                                                <\/div>\n\n            <!-- Bildspalte -->\n            <div \n                class=\"col-12 col-md-7 d-flex flex-column align-items-center align-items-md-end\"\n                role=\"group\"\n                aria-label=\"Bildbereich\"\n            >\n                                    <img decoding=\"async\" \n                        src=\"https:\/\/smartcity.bamberg.de\/wp-content\/uploads\/2025\/03\/BaKIM_Foto_Drohnenaufnahme.png\" \n                        alt=\"Veranschaulichendes Bild zum Textabschnitt\" \n                        class=\"img-fluid rounded\"\n                    >\n                \n                            <\/div>\n        <\/div>\n    <\/div>\n<\/section>\n\n\n<section class=\"bg-white pb-5\">\n    <div class=\"container pb-5\">\n        <div class=\"row justify-content-center align-items-center pb-5\">\n            <div class=\"col-12 col-sm-12 col-md-9 col-xl-7\">\n                <div class=\"d-flex w-100 h-100 justify-content-center align-items-center position-relative crookedBox py-lg-5 py-5\" style=\"\">\n                    <img decoding=\"async\" src=\"https:\/\/smartcity.bamberg.de\/wp-content\/themes\/smartcity\/assets\/img\/box_background_3.svg\" alt=\"\" class=\"w-100 h-100 position-absolute\">\n                    <div class=\"text-white position-relative p-5\">\n                                                    <p class=\"px-3 fw-bold\"><i style=\"font-weight: 500 !important;\">\u201eTree health is deteriorating, not only in Bamberg&#8217;s urban forests, and it is becoming clear that the larger the area of forest, the more unmanageable the situation becomes and the more time-consuming the work of foresters and arborists. The BaKIM project makes an important contribution to making this work easier and more efficient. \u201c<\/i><\/p>\n                                                \n                                                    <p class=\"h5 px-3\">Michael Weber<\/p>\n                                                \n                                                    <p class=\"px-3\">Main tree inspector at Bamberg Service<\/p>\n                                                \n     \n                    <\/div>\n                <\/div>\n            <\/div>\n        <\/div>\n    <\/div>\n<\/section>\n\n\n\t\t\n\t<section \n\t\tclass=\"section container-fluid py-5 bg-grey text-black text-image-half has_checklist\"\n\t\trole=\"region\"\n\t\taria-label=\"Projektzeitachse\"\n\t>\n\t\t<div class=\"container py-5\">\n\n\n<h2 class=\"h5 pb-4 text-center\" aria-label=\"Project status\">\n    Project status<\/h2>\n\n\n\t\t\t<div \n\t\t\t\tclass=\"timeline-container-2 position-relative\"\n\t\t\t\trole=\"list\"\n\t\t\t\taria-label=\"Projektfortschritt: 5 Schritte\"\n\t\t\t>\n\t\t\t\t\t\t\t\t\t<div \n\t\t\t\t\t\tclass=\"row align-items-start mb-4 position-relative timeline-item-2 done blue-line justify-content-center\"\n\t\t\t\t\t\trole=\"listitem\"\n\t\t\t\t\t\taria-label=\"Schritt 1 von 5: Ideation (abgeschlossen)\"\n\t\t\t\t\t>\n\t\t\t\t\t\t<!-- Linke Spalte (Text mobil\/desktop) -->\n\t\t\t\t\t\t<div class=\"col-10 col-md-5 order-1\">\n\t\t\t\t\t\t\t<!-- Mobile Ansicht mit Akkordeon -->\n\t\t\t\t\t\t\t<div class=\"d-block d-md-none\">\n\t\t\t\t\t\t\t\t<button \n\t\t\t\t\t\t\t\t\tclass=\"btn-timeline-var2 w-100 text-start fw-bold text-black text-decoration-none mx-0\" \n\t\t\t\t\t\t\t\t\tdata-bs-toggle=\"collapse\" \n\t\t\t\t\t\t\t\t\tdata-bs-target=\"#collapse-0\" \n\t\t\t\t\t\t\t\t\taria-expanded=\"false\" \n\t\t\t\t\t\t\t\t\taria-controls=\"collapse-0\"\n\t\t\t\t\t\t\t\t\taria-label=\"\u00d6ffne Beschreibung f\u00fcr Ideation\"\n\t\t\t\t\t\t\t\t>\n\t\t\t\t\t\t\t\t\tIdeation\t\t\t\t\t\t\t\t<\/button>\n\t\t\t\t\t\t\t\t<div id=\"collapse-0\" class=\"collapse\" aria-live=\"polite\">\n\t\t\t\t\t\t\t\t\t<p class=\"mb-0 mt-2\">The idea is born in 2021 in the forestry administration and tree care of the city of Bamberg.<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t<!-- Desktop Ansicht -->\n\t\t\t\t\t\t\t<div class=\"d-none d-md-block text-md-end\">\n\t\t\t\t\t\t\t\t<h4 class=\"h6 fw-bold\">Ideation<\/h4>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t<!-- Mittlere Spalte mit Status-Icon -->\n\t\t\t\t\t\t<div class=\"col-2 col-md-1 col-md-1-s d-flex justify-content-center order-2 position-relative\">\n\t\t\t\t\t\t\t<div \n\t\t\t\t\t\t\t\tclass=\"timeline-icon-2 rounded-circle d-flex justify-content-center align-items-center done\"\n\t\t\t\t\t\t\t\trole=\"img\"\n\t\t\t\t\t\t\t\taria-label=\"Abgeschlossen\"\n\t\t\t\t\t\t\t>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img \n\t\t\t\t\t\t\t\t\t\tsrc=\"https:\/\/smartcity.bamberg.de\/wp-content\/themes\/smartcity\/assets\/img\/icon_checkmark.svg\" \n\t\t\t\t\t\t\t\t\t\talt=\"Erledigt\" \n\t\t\t\t\t\t\t\t\t\tstyle=\"width: 20px; height: 20px; margin-top:20px;\"\n\t\t\t\t\t\t\t\t\t>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t<!-- Rechte Spalte (Beschreibung Desktop) -->\n\t\t\t\t\t\t<div class=\"col-md-5 d-none d-md-block order-3\">\n\t\t\t\t\t\t\t<p class=\"mb-0\">The idea is born in 2021 in the forestry administration and tree care of the city of Bamberg.<\/p>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div \n\t\t\t\t\t\tclass=\"row align-items-start mb-4 position-relative timeline-item-2 done blue-line justify-content-center\"\n\t\t\t\t\t\trole=\"listitem\"\n\t\t\t\t\t\taria-label=\"Schritt 2 von 5: Planning and tendering (abgeschlossen)\"\n\t\t\t\t\t>\n\t\t\t\t\t\t<!-- Linke Spalte (Text mobil\/desktop) -->\n\t\t\t\t\t\t<div class=\"col-10 col-md-5 order-1\">\n\t\t\t\t\t\t\t<!-- Mobile Ansicht mit Akkordeon -->\n\t\t\t\t\t\t\t<div class=\"d-block d-md-none\">\n\t\t\t\t\t\t\t\t<button \n\t\t\t\t\t\t\t\t\tclass=\"btn-timeline-var2 w-100 text-start fw-bold text-black text-decoration-none mx-0\" \n\t\t\t\t\t\t\t\t\tdata-bs-toggle=\"collapse\" \n\t\t\t\t\t\t\t\t\tdata-bs-target=\"#collapse-1\" \n\t\t\t\t\t\t\t\t\taria-expanded=\"false\" \n\t\t\t\t\t\t\t\t\taria-controls=\"collapse-1\"\n\t\t\t\t\t\t\t\t\taria-label=\"\u00d6ffne Beschreibung f\u00fcr Planning and tendering\"\n\t\t\t\t\t\t\t\t>\n\t\t\t\t\t\t\t\t\tPlanning and tendering\t\t\t\t\t\t\t\t<\/button>\n\t\t\t\t\t\t\t\t<div id=\"collapse-1\" class=\"collapse\" aria-live=\"polite\">\n\t\t\t\t\t\t\t\t\t<p class=\"mb-0 mt-2\">The project starts in 2022 as part of the &#8220;Kommunal?Digital!&#8221; funding program of the Bavarian State Ministry for Digital Affairs.<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t<!-- Desktop Ansicht -->\n\t\t\t\t\t\t\t<div class=\"d-none d-md-block text-md-end\">\n\t\t\t\t\t\t\t\t<h4 class=\"h6 fw-bold\">Planning and tendering<\/h4>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t<!-- Mittlere Spalte mit Status-Icon -->\n\t\t\t\t\t\t<div class=\"col-2 col-md-1 col-md-1-s d-flex justify-content-center order-2 position-relative\">\n\t\t\t\t\t\t\t<div \n\t\t\t\t\t\t\t\tclass=\"timeline-icon-2 rounded-circle d-flex justify-content-center align-items-center done\"\n\t\t\t\t\t\t\t\trole=\"img\"\n\t\t\t\t\t\t\t\taria-label=\"Abgeschlossen\"\n\t\t\t\t\t\t\t>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img \n\t\t\t\t\t\t\t\t\t\tsrc=\"https:\/\/smartcity.bamberg.de\/wp-content\/themes\/smartcity\/assets\/img\/icon_checkmark.svg\" \n\t\t\t\t\t\t\t\t\t\talt=\"Erledigt\" \n\t\t\t\t\t\t\t\t\t\tstyle=\"width: 20px; height: 20px; margin-top:20px;\"\n\t\t\t\t\t\t\t\t\t>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t<!-- Rechte Spalte (Beschreibung Desktop) -->\n\t\t\t\t\t\t<div class=\"col-md-5 d-none d-md-block order-3\">\n\t\t\t\t\t\t\t<p class=\"mb-0\">The project starts in 2022 as part of the &#8220;Kommunal?Digital!&#8221; funding program of the Bavarian State Ministry for Digital Affairs.<\/p>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div \n\t\t\t\t\t\tclass=\"row align-items-start mb-4 position-relative timeline-item-2 done blue-line last-done justify-content-center\"\n\t\t\t\t\t\trole=\"listitem\"\n\t\t\t\t\t\taria-label=\"Schritt 3 von 5: Implementation (abgeschlossen)\"\n\t\t\t\t\t>\n\t\t\t\t\t\t<!-- Linke Spalte (Text mobil\/desktop) -->\n\t\t\t\t\t\t<div class=\"col-10 col-md-5 order-1\">\n\t\t\t\t\t\t\t<!-- Mobile Ansicht mit Akkordeon -->\n\t\t\t\t\t\t\t<div class=\"d-block d-md-none\">\n\t\t\t\t\t\t\t\t<button \n\t\t\t\t\t\t\t\t\tclass=\"btn-timeline-var2 w-100 text-start fw-bold text-black text-decoration-none mx-0\" \n\t\t\t\t\t\t\t\t\tdata-bs-toggle=\"collapse\" \n\t\t\t\t\t\t\t\t\tdata-bs-target=\"#collapse-2\" \n\t\t\t\t\t\t\t\t\taria-expanded=\"false\" \n\t\t\t\t\t\t\t\t\taria-controls=\"collapse-2\"\n\t\t\t\t\t\t\t\t\taria-label=\"\u00d6ffne Beschreibung f\u00fcr Implementation\"\n\t\t\t\t\t\t\t\t>\n\t\t\t\t\t\t\t\t\tImplementation\t\t\t\t\t\t\t\t<\/button>\n\t\t\t\t\t\t\t\t<div id=\"collapse-2\" class=\"collapse\" aria-live=\"polite\">\n\t\t\t\t\t\t\t\t\t<p class=\"mb-0 mt-2\">The AI is being developed at the Chair of Cognitive Systems until mid-2024. A web app for practical use is being implemented from summer 2025.<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t<!-- Desktop Ansicht -->\n\t\t\t\t\t\t\t<div class=\"d-none d-md-block text-md-end\">\n\t\t\t\t\t\t\t\t<h4 class=\"h6 fw-bold\">Implementation<\/h4>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t<!-- Mittlere Spalte mit Status-Icon -->\n\t\t\t\t\t\t<div class=\"col-2 col-md-1 col-md-1-s d-flex justify-content-center order-2 position-relative\">\n\t\t\t\t\t\t\t<div \n\t\t\t\t\t\t\t\tclass=\"timeline-icon-2 rounded-circle d-flex justify-content-center align-items-center done\"\n\t\t\t\t\t\t\t\trole=\"img\"\n\t\t\t\t\t\t\t\taria-label=\"Abgeschlossen\"\n\t\t\t\t\t\t\t>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img \n\t\t\t\t\t\t\t\t\t\tsrc=\"https:\/\/smartcity.bamberg.de\/wp-content\/themes\/smartcity\/assets\/img\/icon_checkmark.svg\" \n\t\t\t\t\t\t\t\t\t\talt=\"Erledigt\" \n\t\t\t\t\t\t\t\t\t\tstyle=\"width: 20px; height: 20px; margin-top:20px;\"\n\t\t\t\t\t\t\t\t\t>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t<!-- Rechte Spalte (Beschreibung Desktop) -->\n\t\t\t\t\t\t<div class=\"col-md-5 d-none d-md-block order-3\">\n\t\t\t\t\t\t\t<p class=\"mb-0\">The AI is being developed at the Chair of Cognitive Systems until mid-2024. A web app for practical use is being implemented from summer 2025.<\/p>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div \n\t\t\t\t\t\tclass=\"row align-items-start mb-4 position-relative timeline-item-2 todo black-line justify-content-center\"\n\t\t\t\t\t\trole=\"listitem\"\n\t\t\t\t\t\taria-label=\"Schritt 4 von 5: Testing (ausstehend)\"\n\t\t\t\t\t>\n\t\t\t\t\t\t<!-- Linke Spalte (Text mobil\/desktop) -->\n\t\t\t\t\t\t<div class=\"col-10 col-md-5 order-1\">\n\t\t\t\t\t\t\t<!-- Mobile Ansicht mit Akkordeon -->\n\t\t\t\t\t\t\t<div class=\"d-block d-md-none\">\n\t\t\t\t\t\t\t\t<button \n\t\t\t\t\t\t\t\t\tclass=\"btn-timeline-var2 w-100 text-start fw-bold text-black text-decoration-none mx-0\" \n\t\t\t\t\t\t\t\t\tdata-bs-toggle=\"collapse\" \n\t\t\t\t\t\t\t\t\tdata-bs-target=\"#collapse-3\" \n\t\t\t\t\t\t\t\t\taria-expanded=\"false\" \n\t\t\t\t\t\t\t\t\taria-controls=\"collapse-3\"\n\t\t\t\t\t\t\t\t\taria-label=\"\u00d6ffne Beschreibung f\u00fcr Testing\"\n\t\t\t\t\t\t\t\t>\n\t\t\t\t\t\t\t\t\tTesting\t\t\t\t\t\t\t\t<\/button>\n\t\t\t\t\t\t\t\t<div id=\"collapse-3\" class=\"collapse\" aria-live=\"polite\">\n\t\t\t\t\t\t\t\t\t<p class=\"mb-0 mt-2\">The AI is constantly being developed and trained with new data. The web app is being tested from April 2026.<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t<!-- Desktop Ansicht -->\n\t\t\t\t\t\t\t<div class=\"d-none d-md-block text-md-end\">\n\t\t\t\t\t\t\t\t<h4 class=\"h6 fw-bold\">Testing<\/h4>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t<!-- Mittlere Spalte mit Status-Icon -->\n\t\t\t\t\t\t<div class=\"col-2 col-md-1 col-md-1-s d-flex justify-content-center order-2 position-relative\">\n\t\t\t\t\t\t\t<div \n\t\t\t\t\t\t\t\tclass=\"timeline-icon-2 rounded-circle d-flex justify-content-center align-items-center todo\"\n\t\t\t\t\t\t\t\trole=\"img\"\n\t\t\t\t\t\t\t\taria-label=\"Offen\"\n\t\t\t\t\t\t\t>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t<!-- Rechte Spalte (Beschreibung Desktop) -->\n\t\t\t\t\t\t<div class=\"col-md-5 d-none d-md-block order-3\">\n\t\t\t\t\t\t\t<p class=\"mb-0\">The AI is constantly being developed and trained with new data. The web app is being tested from April 2026.<\/p>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div \n\t\t\t\t\t\tclass=\"row align-items-start mb-4 position-relative timeline-item-2 todo black-line justify-content-center\"\n\t\t\t\t\t\trole=\"listitem\"\n\t\t\t\t\t\taria-label=\"Schritt 5 von 5: Launch (ausstehend)\"\n\t\t\t\t\t>\n\t\t\t\t\t\t<!-- Linke Spalte (Text mobil\/desktop) -->\n\t\t\t\t\t\t<div class=\"col-10 col-md-5 order-1\">\n\t\t\t\t\t\t\t<!-- Mobile Ansicht mit Akkordeon -->\n\t\t\t\t\t\t\t<div class=\"d-block d-md-none\">\n\t\t\t\t\t\t\t\t<button \n\t\t\t\t\t\t\t\t\tclass=\"btn-timeline-var2 w-100 text-start fw-bold text-black text-decoration-none mx-0\" \n\t\t\t\t\t\t\t\t\tdata-bs-toggle=\"collapse\" \n\t\t\t\t\t\t\t\t\tdata-bs-target=\"#collapse-4\" \n\t\t\t\t\t\t\t\t\taria-expanded=\"false\" \n\t\t\t\t\t\t\t\t\taria-controls=\"collapse-4\"\n\t\t\t\t\t\t\t\t\taria-label=\"\u00d6ffne Beschreibung f\u00fcr Launch\"\n\t\t\t\t\t\t\t\t>\n\t\t\t\t\t\t\t\t\tLaunch\t\t\t\t\t\t\t\t<\/button>\n\t\t\t\t\t\t\t\t<div id=\"collapse-4\" class=\"collapse\" aria-live=\"polite\">\n\t\t\t\t\t\t\t\t\t<p class=\"mb-0 mt-2\">Arborists and foresters are able to monitor the health of trees via the web app from mid-2026<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t<!-- Desktop Ansicht -->\n\t\t\t\t\t\t\t<div class=\"d-none d-md-block text-md-end\">\n\t\t\t\t\t\t\t\t<h4 class=\"h6 fw-bold\">Launch<\/h4>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t<!-- Mittlere Spalte mit Status-Icon -->\n\t\t\t\t\t\t<div class=\"col-2 col-md-1 col-md-1-s d-flex justify-content-center order-2 position-relative\">\n\t\t\t\t\t\t\t<div \n\t\t\t\t\t\t\t\tclass=\"timeline-icon-2 rounded-circle d-flex justify-content-center align-items-center todo\"\n\t\t\t\t\t\t\t\trole=\"img\"\n\t\t\t\t\t\t\t\taria-label=\"Offen\"\n\t\t\t\t\t\t\t>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t<!-- Rechte Spalte (Beschreibung Desktop) -->\n\t\t\t\t\t\t<div class=\"col-md-5 d-none d-md-block order-3\">\n\t\t\t\t\t\t\t<p class=\"mb-0\">Arborists and foresters are able to monitor the health of trees via the web app from mid-2026<\/p>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t<\/section>\n\n\t<style>\n\t\t.timeline-item-2::after { content: ''; position: absolute; top: 10px; left: 50%; transform: translateX(-50%); width: 1px; height: calc(100% + 25px); z-index: 1; }\n\t\t.timeline-item-2.blue-line::after { border-left: 1px solid #0d6efd; }\n\t\t.timeline-item-2.black-line::after { border-left: 1px dashed #000; }\n\t\t.timeline-item-2:last-of-type::after { display: none; }\n\t\t.timeline-icon-2 { width: 14px; height: 14px; background-color: #000; border: 1px solid #000; z-index: 2; }\n\t\t.timeline-icon-2.done { background-color: transparent; border-color: transparent; }\n\t\t.timeline-item-2.last-done::after { border-left: 1px dashed #000 !important; }\n\t\t.btn-timeline-var2 { border: none; background: none; font-size: 22px; padding: 0; }\n\t\t@media (max-width: 767.98px) {\n\t\t\t.timeline-container-2 .row > .col-3 { display: flex; justify-content: flex-end; }\n\t\t\t.timeline-item-2::after { left: calc(90% + 7px); }\n\t\t}\n\t<\/style>\n\n\n\n<section \n    class=\"container-fluid px-0 pt-5 bg-white\"\n    role=\"region\"\n    aria-label=\"Project participants\"\n>\n    <div class=\"container py-5\">\n        <div class=\"row pt-5\">\n                            <div class=\"col-12 mb-5\">\n                    <h2 class=\"h5\" aria-label=\"Project participants\">\n                        Project participants                    <\/h2>\n                <\/div>\n            \n                                                <div \n                        class=\"col-12 col-md-3 text-center p-5\"\n                        role=\"group\"\n                        aria-label=\"Person: Johannes H\u00f6lzel, Project lead, forestry administration of the city of Bamberg\"\n                    >\n                                                    <img decoding=\"async\" \n                                src=\"https:\/\/smartcity.bamberg.de\/wp-content\/uploads\/2025\/03\/Foto_Johannes-Hoelzel.jpg\" \n                                alt=\"Portr\u00e4t von Johannes H\u00f6lzel\" \n                                class=\"img-fluid mb-4 w-100\" \n                                style=\"border-radius: 100%;\"\n                            >\n                        \n                        <p class=\"h7\">\n                                                            <strong class=\"fw-bold\">Johannes H\u00f6lzel<\/strong><br>\n                                                                                        Project lead, forestry administration of the city of Bamberg                                                    <\/p>\n\n                                                    <p>\n                                <a \n                                    href=\"https:\/\/www.stadt.bamberg.de\/B%C3%BCrgerservice\/%C3%84mter\/Forstamt\/\" \n                                    style=\"color: #622180\" \n                                    aria-label=\"Mehr \u00fcber Johannes H\u00f6lzel: Contact\"\n                                >\n                                    Contact                                <\/a>\n                            <\/p>\n                                            <\/div>\n                                    <div \n                        class=\"col-12 col-md-3 text-center p-5\"\n                        role=\"group\"\n                        aria-label=\"Person: Jonas Troles, Project management and technical project lead\"\n                    >\n                                                    <img decoding=\"async\" \n                                src=\"https:\/\/smartcity.bamberg.de\/wp-content\/uploads\/2025\/03\/Troles-Jonas-Profilbild-Quadratischer-Sticker.png\" \n                                alt=\"Portr\u00e4t von Jonas Troles\" \n                                class=\"img-fluid mb-4 w-100\" \n                                style=\"border-radius: 100%;\"\n                            >\n                        \n                        <p class=\"h7\">\n                                                            <strong class=\"fw-bold\">Jonas Troles<\/strong><br>\n                                                                                        Project management and technical project lead                                                    <\/p>\n\n                                                    <p>\n                                <a \n                                    href=\"\/kontakt\" \n                                    style=\"color: #622180\" \n                                    aria-label=\"Mehr \u00fcber Jonas Troles: Contact\"\n                                >\n                                    Contact                                <\/a>\n                            <\/p>\n                                            <\/div>\n                                    <div \n                        class=\"col-12 col-md-3 text-center p-5\"\n                        role=\"group\"\n                        aria-label=\"Person: Prof. Dr. Ute Schmid, Accompanying research, University of Bamberg\"\n                    >\n                                                    <img decoding=\"async\" \n                                src=\"https:\/\/smartcity.bamberg.de\/wp-content\/uploads\/2025\/03\/uteSchmid.png\" \n                                alt=\"Portr\u00e4t von Prof. Dr. Ute Schmid\" \n                                class=\"img-fluid mb-4 w-100\" \n                                style=\"border-radius: 100%;\"\n                            >\n                        \n                        <p class=\"h7\">\n                                                            <strong class=\"fw-bold\">Prof. Dr. Ute Schmid<\/strong><br>\n                                                                                        Accompanying research, University of Bamberg                                                    <\/p>\n\n                                                    <p>\n                                <a \n                                    href=\"https:\/\/www.uni-bamberg.de\/kogsys\/team\/schmid-ute\/\" \n                                    style=\"color: #622180\" \n                                    aria-label=\"Mehr \u00fcber Prof. Dr. Ute Schmid: Contact\"\n                                >\n                                    Contact                                <\/a>\n                            <\/p>\n                                            <\/div>\n                                    <div \n                        class=\"col-12 col-md-3 text-center p-5\"\n                        role=\"group\"\n                        aria-label=\"Person: Michael Weber, Project application, Bamberg Service\"\n                    >\n                                                    <img decoding=\"async\" \n                                src=\"https:\/\/smartcity.bamberg.de\/wp-content\/uploads\/2025\/03\/WS_BaKIM_Profilfoto_Michael-Weber.jpg\" \n                                alt=\"Portr\u00e4t von Michael Weber\" \n                                class=\"img-fluid mb-4 w-100\" \n                                style=\"border-radius: 100%;\"\n                            >\n                        \n                        <p class=\"h7\">\n                                                            <strong class=\"fw-bold\">Michael Weber<\/strong><br>\n                                                                                        Project application, Bamberg Service                                                    <\/p>\n\n                                                    <p>\n                                <a \n                                    href=\"https:\/\/www.stadt.bamberg.de\/B%C3%BCrgerservice\/%C3%84mter\/Bamberg-Service-\/Gr%C3%BCnanlagen-und-Friedh%C3%B6fe\/Baumpflege\/\" \n                                    style=\"color: #622180\" \n                                    aria-label=\"Mehr \u00fcber Michael Weber: Contact\"\n                                >\n                                    Contact                                <\/a>\n                            <\/p>\n                                            <\/div>\n                                    <\/div>\n    <\/div>\n<\/section>\n","protected":false},"excerpt":{"rendered":"<p>Healthy trees through artificial intelligence<\/p>\n","protected":false},"featured_media":902,"template":"","meta":{"_acf_changed":false,"show_more_button":true,"footnotes":""},"project_category":[17],"class_list":["post-4121","projects","type-projects","status-publish","has-post-thumbnail","hentry","project_category-bewahren-en"],"acf":[],"_links":{"self":[{"href":"https:\/\/smartcity.bamberg.de\/en\/wp-json\/wp\/v2\/projects\/4121","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/smartcity.bamberg.de\/en\/wp-json\/wp\/v2\/projects"}],"about":[{"href":"https:\/\/smartcity.bamberg.de\/en\/wp-json\/wp\/v2\/types\/projects"}],"version-history":[{"count":2,"href":"https:\/\/smartcity.bamberg.de\/en\/wp-json\/wp\/v2\/projects\/4121\/revisions"}],"predecessor-version":[{"id":4149,"href":"https:\/\/smartcity.bamberg.de\/en\/wp-json\/wp\/v2\/projects\/4121\/revisions\/4149"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/smartcity.bamberg.de\/en\/wp-json\/wp\/v2\/media\/902"}],"wp:attachment":[{"href":"https:\/\/smartcity.bamberg.de\/en\/wp-json\/wp\/v2\/media?parent=4121"}],"wp:term":[{"taxonomy":"project_category","embeddable":true,"href":"https:\/\/smartcity.bamberg.de\/en\/wp-json\/wp\/v2\/project_category?post=4121"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}