{"id":3413,"date":"2021-04-22T14:30:36","date_gmt":"2021-04-22T12:30:36","guid":{"rendered":"https:\/\/websites.fraunhofer.de\/stec\/?post_type=projects&#038;p=3413"},"modified":"2023-03-10T13:53:25","modified_gmt":"2023-03-10T12:53:25","slug":"praezisionslandwirtschaft-mit-hilfe-hochaufgeloester-satellitenbilder","status":"publish","type":"projects","link":"https:\/\/s-tec.de\/en\/projects\/praezisionslandwirtschaft-mit-hilfe-hochaufgeloester-satellitenbilder\/","title":{"rendered":"Pr\u00e4zisionslandwirtschaft mithilfe hochaufgel\u00f6ster Satellitenbilder"},"content":{"rendered":"\n\n<div class=\"wp-block-group MainContent MainContent--page\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<div class=\"wp-block-v4core-inner-blocks MainContent-left\">\n<div class=\"wp-block-v4core-layout undefined alignwide--left\"><div class=\"\"><\/div><\/div>\n\n\n\n<p class=\"has-big-font-size\">Ritter Sport m\u00f6chte durch den Einsatz und die KI-gest\u00fctzte Auswertung von Satellitenbildern pflanzen-physiologische sowie bodenchemische Zust\u00e4nde und Ver\u00e4nderungen erkennen. Auf Basis der gewonnenen Erkenntnisse soll eine ressourcenschonende und bedarfsgerechte Pr\u00e4zisionslandwirtschaft gesteuert werden. Das fr\u00fchzeitige Erkennen pflanzenbaulicher Parameter in Kombination mit m\u00f6glichen Handlungsalgorithmen soll einerseits zu einer Ertragssteigerung f\u00fchren. Im Rahmen eines Fr\u00fcherkennungssystems soll es andererseits ebenso zu Mittelaufwandssenkungen f\u00fchren.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Pr\u00e4zisionslandwirtschaft auf Basis von Satellitenbildern<\/h4>\n\n\n\n<p>Satellitendaten und Wetterinformationen werden gemeinsam f\u00fcr das Untersuchungs\u00adgebiet ausgewertet, um relevante pflanzen- und bodenphysiologischen Ver\u00e4nderungen f\u00fcr Kakaoplantagen schnell zu erkennen. Dabei soll die Auswertung der Satelliten\u00adbilder mit daf\u00fcr geeigneten Verfahren der <a href=\"https:\/\/s-tec.de\/themenfelder\/kuenstliche-intelligenz-quanten-computing\/\" target=\"_blank\" rel=\"noreferrer noopener\">K\u00fcnstlichen Intelligenz (KI)<\/a> erfolgen. Darauf aufbauend sollen \u00fcber die Anwendung von Handlungsalgorithmen mit einer KI-gesteuerten Ma\u00dfnahmenauswahl kurzfristig optimale Entscheidungsvorlagen erarbeiten werden.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Projektablauf<\/h4>\n\n\n\n<ul class=\"wp-block-list\"><li>Recherche verf\u00fcgbarer Satellitendaten f\u00fcr die Kakaoplantage Finca El Cacao von Ritter Sport in Nicaragua<\/li><li>Recherche-Kriterien: R\u00e4umliche Aufl\u00f6sung, Zeitliche Aufl\u00f6sung (revisit time), Kosten<\/li><li>Ergebnis: \u00dcbersicht von frei und kommerziell verf\u00fcgbarer Erdbeobachtungs-Satellitendaten<\/li><li>Konzeptentwicklung f\u00fcr ein KI-Modell zur Auswertung der Satellitenbilder<\/li><li>Robuste Detektion von gestressten Pflanzen (Abnormalit\u00e4ten) in Fernerkundungsdaten<\/li><li>Labeling der Datens\u00e4tze mit den detektierten Abnormalit\u00e4ten f\u00fcr KI-Modelle zur Bilderkennung<\/li><\/ul>\n\n\n\n<p>Der Quick Check hat gezeigt, dass die Aufl\u00f6sungen der Satellitendaten nicht ausreichen, um im Untersuchungsgebiet kleinfl\u00e4chige pflanzen- und bodenphysiologischen Ver\u00e4nderungen auf Kakaoplantagen zu erkennen. Die Empfehlung ist daher eine Kombination verschiedener Plattformen f\u00fcr Bilddaten (z.B. Satellitendaten, Drohnen, Webcams). Eine Wiederaufnahme des Projekts ist vorgesehen, wenn die erforderliche Datenbasis verf\u00fcgbar ist. &nbsp;<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Projektnutzen<\/h4>\n\n\n\n<ul class=\"wp-block-list\"><li>Fr\u00fchzeitiges Erkennen von eintretenden Ver\u00e4nderungen von gestressten Pflanzen mit Unterst\u00fctzung von Satellitendaten<\/li><li>Reduzierte Mittelaufwandsmenge und m\u00f6gliche Ertragssteigerung<\/li><li>Sicherstellung eines langfristig stabilen Ertragsniveaus<\/li><li>Geringere Belastung der nat\u00fcrlichen Ressourcen bei gleichzeitiger Sicherstellung des Ertragsniveaus durch optimales und schnelles Eingreifen<\/li><\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">Beteiligte Industriepartner<\/h4>\n\n\n\n<ul class=\"wp-block-list\"><li>Alfred Ritter GmbH &amp; Co. KG<\/li><li>Kooperationspartner: Cyber Valley<\/li><\/ul>\n<\/div>\n\n\n\n<div class=\"wp-block-v4core-inner-blocks MainContent-right\">\n<div class=\"wp-block-v4core-layout undefined alignwide--right\"><div class=\"\"><div class='Sidebar'>\n\n<div class=\"wp-block-v4core-sidebar-item--contact Sidebar-item\">\n<p class=\"Sidebar-item-title h6\">Ihr Kontakt<\/p>\n\n\n\t\t\t<div class=\"Sidebar-item-content Sidebar-item-content--contact\">\r\n\t\t\t                <p>\r\n\t\t\t\t\t                        <span class=\"Sidebar-item-subtitle Sidebar-item-subtitle--contact\">Dr. Heiko Ro\u00dfnagel<\/span><br>\r\n\t\t\t\t\t\t                        <span>Phone  +49 711 970-2145<\/span><br>\r\n\t\t\t\t\t\t                        <span><a href=\"mailto: heiko.rossnagel@iao.fraunhofer.de\">Send email<\/a><\/span><br><br>\r\n\t\t\t\t\t\t                <\/p>\r\n\t\t\t\t\t\t\t<\/div>\r\n\t\t<\/div>\n\n<\/div>\n\n\n<p><\/p>\n<\/div><\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<h2 class=\"wp-block-heading\">Gef\u00f6rdert durch<\/h2>\n\n\n\n<div class=\"wp-block-v4core-logowall LogoWall-wrapper is-style-large\"><div class=\"LogoWall\">\n<div class=\"wp-block-v4core-logowall-item LogoWall-item\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1660\" height=\"575\" src=\"https:\/\/s-tec.de\/wp-content\/uploads\/2020\/08\/BW_Ministerium_MWAW.png\" alt=\"BW_Ministerium_MWAW unterst\u00fctzt das Projekt zum KI-Einsatz f\u00fcr die Pr\u00e4zisionslandwirtschaft\" class=\"wp-image-1482\"\/><\/figure>\n<\/div>\n<\/div><\/div>\n<\/div><\/div>\n\n\n\n\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h2 class=\"wp-block-heading\">Weitere Projekte<\/h2>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p><\/p>\n<\/div>\n<\/div>\n\n\n\n    \n    \n<div id=\"v4core-post-list--1\" class=\"PostList PostList--projects PostList--slider\">\n\n    \n        <article class=\"PostList-no-results\">\n    <div class=\"PostList-item-link-content\">\n        <p class=\"PostList-item-link-content-title\">\n            <span class=\"PostList-item-link-content-category h6 has-magenta-color\">Keine Ergebnisse gefunden<\/span><br>\n            Versuchen Sie die Filterung anzupassen\n        <\/p>\n    <\/div>\n<\/article>\n\n                <div class=\"swiper-container\">\n            \n            <div class=\"PostList-posts PostList-posts--projects swiper-wrapper\">\n                \n    \n    \n<article\n        class=\"PostList-item PostList-item--post post_type-projects-6480  taxonomy-category-8 post_type-topic-25 post_type-topic-562 post_type-topic-1515 post_type-centre-1404 swiper-slide\"\n        data-post=\"6480\">\n    <a class=\"PostList-item-link\" href=\"https:\/\/s-tec.de\/en\/projects\/artificial-physics-teacher\/\" title=\"Artificial Physics Teacher\">\n\n        <div class=\"PostList-item-image\"\n             style=\"background-image: url(https:\/\/s-tec.de\/wp-content\/uploads\/2022\/09\/fric-real-e1663145123764.png);\">\n            <p class=\"PostList-item-overlay has-blue-background-color\"><\/p>\n                            <p class=\"PostList-item-category has-grey-color\">\n                    Quick Check                <\/p>\n                    <\/div>\n\n        <div class=\"PostList-item-content\">\n            <p class=\"PostList-item-content-title h6 has-black-color\">Artificial Physics Teacher<\/p>\n        <\/div>\n\n    <\/a>\n<\/article>    \n<article\n        class=\"PostList-item PostList-item--post post_type-projects-2539  taxonomy-category-8 post_type-topic-562 post_type-topic-1515 post_type-topic-1516 post_type-centre-1404 swiper-slide\"\n        data-post=\"2539\">\n    <a class=\"PostList-item-link\" href=\"https:\/\/s-tec.de\/en\/projects\/end-of-line-roboter-automatisierung-mittels-ki\/\" title=\"End-of-Line Roboter-Automatisierung mittels KI\">\n\n        <div class=\"PostList-item-image\"\n             style=\"background-image: url(https:\/\/s-tec.de\/wp-content\/uploads\/2020\/11\/End-of-Line-Automatisierung-2.jpg);\">\n            <p class=\"PostList-item-overlay has-blue-background-color\"><\/p>\n                            <p class=\"PostList-item-category has-grey-color\">\n                    Quick Check                <\/p>\n                    <\/div>\n\n        <div class=\"PostList-item-content\">\n            <p class=\"PostList-item-content-title h6 has-black-color\">End-of-Line Roboter-Automatisierung mittels KI<\/p>\n        <\/div>\n\n    <\/a>\n<\/article>    \n<article\n        class=\"PostList-item PostList-item--post post_type-projects-2541  taxonomy-category-8 post_type-topic-562 post_type-topic-1515 post_type-centre-1404 swiper-slide\"\n        data-post=\"2541\">\n    <a class=\"PostList-item-link\" href=\"https:\/\/s-tec.de\/en\/projects\/visualisierung-der-entscheidungsfindung-neuronaler-netze\/\" title=\"Visualisierung der Entscheidungs&shy;findung Neuronaler Netze\">\n\n        <div class=\"PostList-item-image\"\n             style=\"background-image: url(https:\/\/s-tec.de\/wp-content\/uploads\/2020\/10\/Visualisierung-der-Entscheidungsfindung-Neuronaler-Netze.jpg);\">\n            <p class=\"PostList-item-overlay has-blue-background-color\"><\/p>\n                            <p class=\"PostList-item-category has-grey-color\">\n                    Quick Check                <\/p>\n                    <\/div>\n\n        <div class=\"PostList-item-content\">\n            <p class=\"PostList-item-content-title h6 has-black-color\">Visualisierung der Entscheidungs&shy;findung Neuronaler Netze<\/p>\n        <\/div>\n\n    <\/a>\n<\/article>    \n<article\n        class=\"PostList-item PostList-item--post post_type-projects-2544  taxonomy-category-8 post_type-topic-562 post_type-topic-1515 post_type-topic-1516 post_type-centre-1404 swiper-slide\"\n        data-post=\"2544\">\n    <a class=\"PostList-item-link\" href=\"https:\/\/s-tec.de\/en\/projects\/zustands-und-prozessoptimierung-mittels-schwingungs-analyse\/\" title=\"Zustands- und Prozess&shy;optimierung mittels Schwingungs-Analyse\">\n\n        <div class=\"PostList-item-image\"\n             style=\"background-image: url(https:\/\/s-tec.de\/wp-content\/uploads\/2020\/05\/Key-Visual-Circles.png);\">\n            <p class=\"PostList-item-overlay has-blue-background-color\"><\/p>\n                            <p class=\"PostList-item-category has-grey-color\">\n                    Quick Check                <\/p>\n                    <\/div>\n\n        <div class=\"PostList-item-content\">\n            <p class=\"PostList-item-content-title h6 has-black-color\">Zustands- und Prozess&shy;optimierung mittels Schwingungs-Analyse<\/p>\n        <\/div>\n\n    <\/a>\n<\/article>    \n<article\n        class=\"PostList-item PostList-item--post post_type-projects-2545  taxonomy-category-8 post_type-topic-562 post_type-topic-1515 post_type-centre-1404 swiper-slide\"\n        data-post=\"2545\">\n    <a class=\"PostList-item-link\" href=\"https:\/\/s-tec.de\/en\/projects\/automatisches-pre-labeling-realer-situationen-fuer-autonomes-fahren\/\" title=\"Automatisches Pre-Labeling realer Situationen f\u00fcr Autonomes Fahren\">\n\n        <div class=\"PostList-item-image\"\n             style=\"background-image: url(https:\/\/s-tec.de\/wp-content\/uploads\/2020\/10\/Automatisches-Pre-Labeling-Autonomes-Fahren-1.jpg);\">\n            <p class=\"PostList-item-overlay has-blue-background-color\"><\/p>\n                            <p class=\"PostList-item-category has-grey-color\">\n                    Quick Check                <\/p>\n                    <\/div>\n\n        <div class=\"PostList-item-content\">\n            <p class=\"PostList-item-content-title h6 has-black-color\">Automatisches Pre-Labeling realer Situationen f\u00fcr Autonomes Fahren<\/p>\n        <\/div>\n\n    <\/a>\n<\/article>    \n<article\n        class=\"PostList-item PostList-item--post post_type-projects-2549  taxonomy-category-8 post_type-topic-562 post_type-topic-1515 post_type-topic-1516 post_type-centre-1404 swiper-slide\"\n        data-post=\"2549\">\n    <a class=\"PostList-item-link\" href=\"https:\/\/s-tec.de\/en\/projects\/evidence-based-safety-assurance-of-ai-methods\/\" title=\"Evidence-based safety assurance of AI methods\">\n\n        <div class=\"PostList-item-image\"\n             style=\"background-image: url(https:\/\/s-tec.de\/wp-content\/uploads\/2021\/12\/funktionsschaubild_1.png);\">\n            <p class=\"PostList-item-overlay has-blue-background-color\"><\/p>\n                            <p class=\"PostList-item-category has-grey-color\">\n                    Quick Check                <\/p>\n                    <\/div>\n\n        <div class=\"PostList-item-content\">\n            <p class=\"PostList-item-content-title h6 has-black-color\">Evidence-based safety assurance of AI methods<\/p>\n        <\/div>\n\n    <\/a>\n<\/article>    \n<article\n        class=\"PostList-item PostList-item--post post_type-projects-2551  taxonomy-category-8 post_type-topic-562 post_type-topic-1515 post_type-centre-1404 swiper-slide\"\n        data-post=\"2551\">\n    <a class=\"PostList-item-link\" href=\"https:\/\/s-tec.de\/en\/projects\/sketch-digitalizer\/\" title=\"Sketch Digitalizer\">\n\n        <div class=\"PostList-item-image\"\n             style=\"background-image: url(https:\/\/s-tec.de\/wp-content\/uploads\/2020\/10\/Sketch-Digitalizer.jpg);\">\n            <p class=\"PostList-item-overlay has-blue-background-color\"><\/p>\n                            <p class=\"PostList-item-category has-grey-color\">\n                    Quick Check                <\/p>\n                    <\/div>\n\n        <div class=\"PostList-item-content\">\n            <p class=\"PostList-item-content-title h6 has-black-color\">Sketch Digitalizer<\/p>\n        <\/div>\n\n    <\/a>\n<\/article>    \n<article\n        class=\"PostList-item PostList-item--post post_type-projects-3387  taxonomy-category-8 post_type-topic-1515 post_type-topic-1516 post_type-centre-1404 swiper-slide\"\n        data-post=\"3387\">\n    <a class=\"PostList-item-link\" href=\"https:\/\/s-tec.de\/en\/projects\/ki-potenzialanalyse-active-worker-assistance-system\/\" title=\"KI-Potenzialanalyse \u00bbActive Worker Assistance\u00ab-System\">\n\n        <div class=\"PostList-item-image\"\n             style=\"background-image: url(https:\/\/s-tec.de\/wp-content\/uploads\/2021\/04\/ActiveWorkerAssistance-KI-FZ.png);\">\n            <p class=\"PostList-item-overlay has-blue-background-color\"><\/p>\n                            <p class=\"PostList-item-category has-grey-color\">\n                    Quick Check                <\/p>\n                    <\/div>\n\n        <div class=\"PostList-item-content\">\n            <p class=\"PostList-item-content-title h6 has-black-color\">KI-Potenzialanalyse \u00bbActive Worker Assistance\u00ab-System<\/p>\n        <\/div>\n\n    <\/a>\n<\/article>    \n<article\n        class=\"PostList-item PostList-item--post post_type-projects-3394  taxonomy-category-8 post_type-topic-1515 post_type-centre-1404 swiper-slide\"\n        data-post=\"3394\">\n    <a class=\"PostList-item-link\" href=\"https:\/\/s-tec.de\/en\/projects\/adaptive-cruise-control-regulierung-per-driver-model\/\" title=\"Adaptive Cruise Control: Regulierung per Driver Model\">\n\n        <div class=\"PostList-item-image\"\n             style=\"background-image: url(https:\/\/s-tec.de\/wp-content\/uploads\/2021\/06\/532A9266-e1623827069246.jpg);\">\n            <p class=\"PostList-item-overlay has-blue-background-color\"><\/p>\n                            <p class=\"PostList-item-category has-grey-color\">\n                    Quick Check                <\/p>\n                    <\/div>\n\n        <div class=\"PostList-item-content\">\n            <p class=\"PostList-item-content-title h6 has-black-color\">Adaptive Cruise Control: Regulierung per Driver Model<\/p>\n        <\/div>\n\n    <\/a>\n<\/article>    \n<article\n        class=\"PostList-item PostList-item--post post_type-projects-3398  taxonomy-category-6 taxonomy-category-8 post_type-topic-1515 post_type-topic-562 post_type-topic-1517 post_type-centre-1404 swiper-slide\"\n        data-post=\"3398\">\n    <a class=\"PostList-item-link\" href=\"https:\/\/s-tec.de\/en\/projects\/custoreach-effizienter-vertrieb-durch-ki-verkaufsprognosen\/\" title=\"CustoReach: Effizienter Vertrieb durch KI-Verkaufsprognosen\">\n\n        <div class=\"PostList-item-image\"\n             style=\"background-image: url(https:\/\/s-tec.de\/wp-content\/uploads\/2021\/04\/CustoReach-KI-FZ.webp);\">\n            <p class=\"PostList-item-overlay has-blue-background-color\"><\/p>\n                            <p class=\"PostList-item-category has-grey-color\">\n                    Exploring Project, Quick Check                <\/p>\n                    <\/div>\n\n        <div class=\"PostList-item-content\">\n            <p class=\"PostList-item-content-title h6 has-black-color\">CustoReach: Effizienter Vertrieb durch KI-Verkaufsprognosen<\/p>\n        <\/div>\n\n    <\/a>\n<\/article>    \n<article\n        class=\"PostList-item PostList-item--post post_type-projects-3406  taxonomy-category-8 post_type-topic-1515 post_type-topic-1516 post_type-topic-562 post_type-centre-1404 swiper-slide\"\n        data-post=\"3406\">\n    <a class=\"PostList-item-link\" href=\"https:\/\/s-tec.de\/en\/projects\/intelligenter-boden\/\" title=\"Intelligenter Boden\">\n\n        <div class=\"PostList-item-image\"\n             style=\"background-image: url(https:\/\/s-tec.de\/wp-content\/uploads\/2021\/12\/QC-115-intelligenter-Boden.jpg);\">\n            <p class=\"PostList-item-overlay has-blue-background-color\"><\/p>\n                            <p class=\"PostList-item-category has-grey-color\">\n                    Quick Check                <\/p>\n                    <\/div>\n\n        <div class=\"PostList-item-content\">\n            <p class=\"PostList-item-content-title h6 has-black-color\">Intelligenter Boden<\/p>\n        <\/div>\n\n    <\/a>\n<\/article>    \n<article\n        class=\"PostList-item PostList-item--post post_type-projects-6349  taxonomy-category-9 taxonomy-category-6 taxonomy-category-8 post_type-topic-1515 post_type-topic-562 post_type-topic-25 post_type-centre-1404 swiper-slide\"\n        data-post=\"6349\">\n    <a class=\"PostList-item-link\" href=\"https:\/\/s-tec.de\/en\/projects\/automatisierung-der-speisentablettierung-fuer-kliniken\/\" title=\"Automatisierung der Speisentablettierung f\u00fcr Kliniken\">\n\n        <div class=\"PostList-item-image\"\n             style=\"background-image: url(https:\/\/s-tec.de\/wp-content\/uploads\/2022\/08\/Automatisierung_der_Speisentablettierung_KI-FZ-e1661514276354.png);\">\n            <p class=\"PostList-item-overlay has-blue-background-color\"><\/p>\n                            <p class=\"PostList-item-category has-grey-color\">\n                    Demonstrator, Exploring Project, Quick Check                <\/p>\n                    <\/div>\n\n        <div class=\"PostList-item-content\">\n            <p class=\"PostList-item-content-title h6 has-black-color\">Automatisierung der Speisentablettierung f\u00fcr Kliniken<\/p>\n        <\/div>\n\n    <\/a>\n<\/article>            <\/div>\n\n                    <\/div>\n        \n        <div class=\"PostList-meta\">\n\n                            <div class=\"wp-block-buttons\">\n                    <div class=\"wp-block-button\">\n                        <a class=\"wp-block-button__link has-text-color has-background has-gradient-background-color has-black-color\"\n                           href=\"https:\/\/s-tec.de\/projekte\/\">Alle Projekte<\/a>\n                    <\/div>\n                <\/div>\n            \n                            <div class=\"swiper-buttons\">\n                    <div class=\"swiper-button swiper-button-prev\"><\/div>\n                    <div class=\"swiper-button swiper-button-next\"><\/div>\n                <\/div>\n            \n        <\/div>\n\n        \n<\/div><\/div><\/div>\n\n","protected":false},"excerpt":{"rendered":"<p>Gef\u00f6rdert durch<\/p>\n","protected":false},"featured_media":46,"template":"","categories":[8],"subject-area":[],"class_list":["post-3413","projects","type-projects","status-publish","has-post-thumbnail","hentry","category-quick-check"],"acf":[],"_links":{"self":[{"href":"https:\/\/s-tec.de\/en\/wp-json\/wp\/v2\/projects\/3413","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/s-tec.de\/en\/wp-json\/wp\/v2\/projects"}],"about":[{"href":"https:\/\/s-tec.de\/en\/wp-json\/wp\/v2\/types\/projects"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/s-tec.de\/en\/wp-json\/wp\/v2\/media\/46"}],"wp:attachment":[{"href":"https:\/\/s-tec.de\/en\/wp-json\/wp\/v2\/media?parent=3413"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/s-tec.de\/en\/wp-json\/wp\/v2\/categories?post=3413"},{"taxonomy":"subject-area","embeddable":true,"href":"https:\/\/s-tec.de\/en\/wp-json\/wp\/v2\/subject-area?post=3413"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}