{"id":7324,"date":"2025-10-09T13:05:08","date_gmt":"2025-10-09T11:05:08","guid":{"rendered":"https:\/\/thermaldrones.de\/nicht-kategorisiert\/naifm-nutrient-biomarker-for-optimized-ai-driven-fertilizer-management\/"},"modified":"2025-12-03T13:29:18","modified_gmt":"2025-12-03T12:29:18","slug":"naifm-nutrient-biomarker-for-optimized-ai-driven-fertilizer-management","status":"publish","type":"post","link":"https:\/\/thermaldrones.de\/en\/research-projects\/naifm-nutrient-biomarker-for-optimized-ai-driven-fertilizer-management\/","title":{"rendered":"NAIFM &#8211; Nutrient biomarker for optimized AI\u2013driven fertilizer management"},"content":{"rendered":"\n<div class=\"wp-block-stackable-heading stk-block-heading stk-block-heading--v2 stk-block stk-2835911\" id=\"nachweis-von-nahrstoffbiomarkern-fur-das-ai-vermittelte-dungemittelmanagement-in-der-landwirtschaftlichen-kulturpflanzenproduktion-auf-dem-feld\" data-block-id=\"2835911\"><h2 class=\"stk-block-heading__text has-text-align-left\">Detection of nutrient biomarkers for AI-mediated fertilizer management in agricultural crop production in the field.<\/h2><\/div>\n\n<div class=\"wp-block-stackable-columns aligncenter stk-block-columns stk-block stk-db344d7\" data-block-id=\"db344d7\"><style>.stk-db344d7 {margin-top:var(--stk--preset--spacing--70, 3.38rem) !important;margin-bottom:var(--stk--preset--spacing--70, 3.38rem) !important;}<\/style><div class=\"stk-row stk-inner-blocks stk-block-content stk-content-align stk-db344d7-column\">\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-95f41d9\" data-v=\"4\" data-block-id=\"95f41d9\"><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-95f41d9-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-95f41d9-inner-blocks\">\n<div class=\"wp-block-stackable-columns stk-block-columns stk-block stk-3c07b6f\" data-block-id=\"3c07b6f\"><div class=\"stk-row stk-inner-blocks stk-block-content stk-content-align stk-3c07b6f-column\">\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-e97ae29\" data-v=\"4\" data-block-id=\"e97ae29\"><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-e97ae29-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-e97ae29-inner-blocks\">\n<div class=\"wp-block-stackable-heading stk-block-heading stk-block-heading--v2 stk-block stk-8b275a7\" id=\"c-title-1-placeholder\" data-block-id=\"8b275a7\"><h3 class=\"stk-block-heading__text\">Optimal nutrient supply with AI<\/h3><\/div>\n\n\n\n<div class=\"wp-block-stackable-heading stk-block-heading stk-block-heading--v2 stk-block stk-4b76867\" id=\"das-ziel\" data-block-id=\"4b76867\"><h5 class=\"stk-block-heading__text\">The goal<\/h5><\/div>\n\n\n\n<div class=\"wp-block-stackable-text stk-block-text stk-block stk-0caace4\" data-block-id=\"0caace4\"><p class=\"stk-block-text__text\">To enable more precise, resource-saving fertilization in agriculture by recognizing where plants really need nutrients and reacting accordingly.<\/p><\/div>\n\n\n\n<div class=\"wp-block-stackable-heading stk-block-heading stk-block-heading--v2 stk-block stk-4d441aa\" id=\"der-ansatz\" data-block-id=\"4d441aa\"><h5 class=\"stk-block-heading__text\">The approach<\/h5><\/div>\n\n\n\n<div class=\"wp-block-stackable-icon-list stk-block-icon-list stk-block stk-140d2a5\" data-block-id=\"140d2a5\"><style>.stk-140d2a5 .stk-block-icon-list-item__content{align-items:flex-start !important;}.stk-140d2a5 ul .stk-block-icon-list-item__content .stk--inner-svg, .stk-140d2a5 ol .stk-block-icon-list-item__content .stk-block-icon-list-item__marker{transform:translateY(6px) !important;}<\/style><svg style=\"display:none\"><defs><g id=\"stk-icon-list__icon-svg-def-140d2a5\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 190 190\"><polygon points=\"173.8,28.4 60.4,141.8 15.7,97.2 5.1,107.8 60.4,163 184.4,39 173.8,28.4\"\/><\/svg><\/g><\/defs><\/svg><ul class=\"stk-block-icon-list__ul stk-block-icon-list--column\">\n<li class=\"wp-block-stackable-icon-list-item stk-block-icon-list-item stk-block stk-2df6fef\" data-block-id=\"2df6fef\"><div class=\"stk-block-icon-list-item__content\"><span class=\"stk--svg-wrapper\"><div class=\"stk--inner-svg\"><svg aria-hidden=\"true\" width=\"32\" height=\"32\"><use xlink:href=\"#stk-icon-list__icon-svg-def-140d2a5\"\/><\/svg><\/div><\/span><span class=\"stk-block-icon-list-item__text\">Plants and soils are systematically examined (e.g. samples from plants and soil analyses).<\/span><\/div><\/li>\n\n\n\n<li class=\"wp-block-stackable-icon-list-item stk-block-icon-list-item stk-block stk-176d1f6\" data-block-id=\"176d1f6\"><div class=\"stk-block-icon-list-item__content\"><span class=\"stk--svg-wrapper\"><div class=\"stk--inner-svg\"><svg aria-hidden=\"true\" width=\"32\" height=\"32\"><use xlink:href=\"#stk-icon-list__icon-svg-def-140d2a5\"\/><\/svg><\/div><\/span><span class=\"stk-block-icon-list-item__text\">At the same time, drone images are created to capture characteristics of the plants that correlate with nutrient deficiency.<\/span><\/div><\/li>\n\n\n\n<li class=\"wp-block-stackable-icon-list-item stk-block-icon-list-item stk-block stk-33b33a1\" data-block-id=\"33b33a1\"><div class=\"stk-block-icon-list-item__content\"><span class=\"stk--svg-wrapper\"><div class=\"stk--inner-svg\"><svg aria-hidden=\"true\" width=\"32\" height=\"32\"><use xlink:href=\"#stk-icon-list__icon-svg-def-140d2a5\"\/><\/svg><\/div><\/span><span class=\"stk-block-icon-list-item__text\">The combination of image data, laboratory results and soil parameters will create a data-based, intelligent decision support system that enables pinpoint fertilization &#8211; i.e. only delivers fertilizer where it is needed.<\/span><\/div><\/li>\n<\/ul><\/div>\n\n\n\n<div class=\"wp-block-stackable-text stk-block-text stk-block stk-1cddbd7\" data-block-id=\"1cddbd7\"><p class=\"stk-block-text__text\">The analysis and demonstration will be carried out using nitrogen and winter rapeseed as examples.<\/p><\/div>\n\n\n\n<div class=\"wp-block-stackable-button-group stk-block-button-group stk-block stk-70ad34a\" data-block-id=\"70ad34a\"><div class=\"stk-row stk-inner-blocks has-text-align-right stk-block-content stk-button-group\">\n<div class=\"wp-block-stackable-button stk-block-button has-text-align-right is-style-plain stk-block stk-2f25d18\" data-block-id=\"2f25d18\"><style>.stk-2f25d18 .stk-button{background:transparent !important;}.stk-2f25d18 .stk-button:hover:after{background:transparent !important;opacity:1 !important;}:where(.stk-hover-parent:hover,  .stk-hover-parent.stk--is-hovered) .stk-2f25d18 .stk-button:after{background:transparent !important;opacity:1 !important;}<\/style><a class=\"stk-link stk-button stk--hover-effect-darken\" href=\"&lt;!--[CDATA[https:\/\/artifarm.hochschule-stralsund.de\/index.php\/projekte\/naifm\/#consent-revoke]]--&gt;\" target=\"_blank\" rel=\"noreferrer noopener\"><span class=\"stk-button__inner-text\">Learn more<\/span><span class=\"stk--svg-wrapper\"><div class=\"stk--inner-svg\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewbox=\"0 0 448 512\" aria-hidden=\"true\" width=\"32\" height=\"32\"><path d=\"M190.5 66.9l22.2-22.2c9.4-9.4 24.6-9.4 33.9 0L441 239c9.4 9.4 9.4 24.6 0 33.9L246.6 467.3c-9.4 9.4-24.6 9.4-33.9 0l-22.2-22.2c-9.5-9.5-9.3-25 .4-34.3L311.4 296H24c-13.3 0-24-10.7-24-24v-32c0-13.3 10.7-24 24-24h287.4L190.9 101.2c-9.8-9.3-10-24.8-.4-34.3z\"><\/path><\/svg><\/div><\/span><\/a><\/div>\n<\/div><\/div>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-a253b94\" data-v=\"4\" data-block-id=\"a253b94\"><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-a253b94-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-a253b94-inner-blocks\">\n<div class=\"wp-block-stackable-card stk-block-card stk-block stk-a9da4fe is-style-default\" data-v=\"2\" data-block-id=\"a9da4fe\"><style>.stk-a9da4fe-container{box-shadow:none !important;}.stk-a9da4fe .stk-block-card__image img{object-position:70% 11% !important;}<\/style><div class=\"stk--no-padding stk-container stk-a9da4fe-container stk-hover-parent\"><figure class=\"stk-block-card__image stk-img-wrapper stk-image--shape-stretch\"><img loading=\"lazy\" decoding=\"async\" class=\"stk-img wp-image-5558\" src=\"https:\/\/thermaldrones.de\/wp-content\/uploads\/2025\/10\/Mattes_Martin.jpg\" width=\"1440\" height=\"1920\" srcset=\"https:\/\/thermaldrones.de\/wp-content\/uploads\/2025\/10\/Mattes_Martin.jpg 1440w, https:\/\/thermaldrones.de\/wp-content\/uploads\/2025\/10\/Mattes_Martin-225x300.jpg 225w, https:\/\/thermaldrones.de\/wp-content\/uploads\/2025\/10\/Mattes_Martin-768x1024.jpg 768w, https:\/\/thermaldrones.de\/wp-content\/uploads\/2025\/10\/Mattes_Martin-1152x1536.jpg 1152w\" sizes=\"auto, (max-width: 1440px) 100vw, 1440px\" \/><\/figure><div class=\"stk-container-padding stk-block-card__content\"><div class=\"stk-block-content stk-inner-blocks stk-a9da4fe-inner-blocks\">\n<div class=\"wp-block-stackable-heading stk-block-heading stk-block-heading--v2 stk-block stk-f923b7c\" id=\"c-title-2-placeholder\" data-block-id=\"f923b7c\"><h4 class=\"stk-block-heading__text\">Acquisition of high-resolution image data<\/h4><\/div>\n\n\n\n<div class=\"wp-block-stackable-text stk-block-text stk-block stk-02853c4\" data-block-id=\"02853c4\"><p class=\"stk-block-text__text\">thermal DRONES is responsible for the collection and processing of image data of the plants in the fields &#8211; highest-resolution color, multispectral and thermal image data with which plant characteristics can be made visible. For example, the <a href=\"https:\/\/thermaldrones.de\/en\/products-thermal-drones-cloud-software-training-and-more\/poisuite-drone-software-for-maximum-performance-and-efficiency\/\" data-type=\"page\" data-id=\"2462\">POICloud<\/a> is used for high-precision flight planning and the necessary altitude compensation for flights at an altitude of 5 m. <\/p><\/div>\n<\/div><\/div><\/div><\/div>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-568c024\" data-v=\"4\" data-block-id=\"568c024\"><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-568c024-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-568c024-inner-blocks\">\n<div class=\"wp-block-stackable-card stk-block-card stk-block stk-91ac9a8 is-style-default\" data-v=\"2\" data-block-id=\"91ac9a8\"><style>.stk-91ac9a8-container{box-shadow:none !important;}.stk-91ac9a8 .stk-block-card__image img{object-fit:scale-down !important;}<\/style><div class=\"stk--no-padding stk-container stk-91ac9a8-container stk-hover-parent\"><figure class=\"stk-block-card__image stk-img-wrapper stk-image--shape-stretch\"><img loading=\"lazy\" decoding=\"async\" class=\"stk-img wp-image-5560\" src=\"https:\/\/thermaldrones.de\/wp-content\/uploads\/2025\/10\/Bild_w.jpg\" width=\"1380\" height=\"596\" srcset=\"https:\/\/thermaldrones.de\/wp-content\/uploads\/2025\/10\/Bild_w.jpg 1380w, https:\/\/thermaldrones.de\/wp-content\/uploads\/2025\/10\/Bild_w-300x130.jpg 300w, https:\/\/thermaldrones.de\/wp-content\/uploads\/2025\/10\/Bild_w-1024x442.jpg 1024w, https:\/\/thermaldrones.de\/wp-content\/uploads\/2025\/10\/Bild_w-768x332.jpg 768w\" sizes=\"auto, (max-width: 1380px) 100vw, 1380px\" \/><\/figure><div class=\"stk-container-padding stk-block-card__content\"><div class=\"stk-block-content stk-inner-blocks stk-91ac9a8-inner-blocks\">\n<div class=\"wp-block-stackable-heading stk-block-heading stk-block-heading--v2 stk-block stk-21f376b\" id=\"c-title-3-placeholder\" data-block-id=\"21f376b\"><h4 class=\"stk-block-heading__text\">Illustration of the overall process<\/h4><\/div>\n\n\n\n<div class=\"wp-block-stackable-text stk-block-text stk-block stk-1a5d5e5\" data-block-id=\"1a5d5e5\"><p class=\"stk-block-text__text\">thermal DRONES provides the platform for carrying out the overall process from image data acquisition and analysis via artificial intelligence to the implementation of the fertilization process.<\/p><\/div>\n\n\n\n<div class=\"wp-block-stackable-text stk-block-text stk-block stk-a0f0dc4\" data-block-id=\"a0f0dc4\"><p class=\"stk-block-text__text\"><a href=\"https:\/\/thermaldrones.de\/en\/products-thermal-drones-cloud-software-training-and-more\/poisuite-drone-software-for-maximum-performance-and-efficiency\/\" data-type=\"page\" data-id=\"2462\">POIStudio<\/a> and <a href=\"https:\/\/thermaldrones.de\/en\/products-thermal-drones-cloud-software-training-and-more\/poisuite-drone-software-for-maximum-performance-and-efficiency\/\" data-type=\"page\" data-id=\"2462\">POICloud<\/a> as well as hardware and software components specially developed for the project are used for this purpose.<\/p><\/div>\n<\/div><\/div><\/div><\/div>\n<\/div><\/div><\/div>\n<\/div><\/div>\n<\/div><\/div><\/div>\n<\/div><\/div>\n\n<div class=\"wp-block-stackable-heading stk-block-heading stk-block-heading--v2 stk-block stk-ef119f8\" id=\"verbundpartner\" data-block-id=\"ef119f8\"><h4 class=\"stk-block-heading__text\">Associated partners<\/h4><\/div>\n\n<div class=\"wp-block-stackable-subtitle stk-block-subtitle stk-block stk-60463a6\" data-block-id=\"60463a6\"><p class=\"stk-block-subtitle__text stk-subtitle\">WiR!-B\u00fcndnis, Stralsund University of Applied Sciences, <a href=\"https:\/\/artifarm.hochschule-stralsund.de\/#our-story-1\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">ArtiFarm<\/a>.<\/p><\/div>\n\n<div class=\"wp-block-stackable-columns stk-block-columns stk-block stk-bdc1dc0\" data-block-id=\"bdc1dc0\"><style>.stk-bdc1dc0-column{--stk-columns-spacing:0px !important;--stk-column-gap:24px !important;flex-wrap:wrap !important;--stk-flex-grow:0 !important;row-gap:24px !important;}<\/style><div class=\"stk-row stk-inner-blocks stk-block-content stk-content-align stk-bdc1dc0-column\">\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-6646840 stk-block-background\" data-v=\"4\" data-block-id=\"6646840\"><style>.stk-6646840 {background-color:#ffffff !important;}.stk-6646840:before{background-color:#ffffff !important;}<\/style><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-6646840-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-6646840-inner-blocks\">\n<div class=\"wp-block-stackable-image stk-block-image stk-block stk-88e5757\" data-block-id=\"88e5757\"><style>.stk-88e5757 .stk-img-wrapper{height:100px !important;}.stk-88e5757 .stk-img-wrapper img{transform:scale(0.9) !important;object-fit:contain !important;}<\/style><figure><span class=\"stk-img-wrapper stk-image--shape-stretch\"><img loading=\"lazy\" decoding=\"async\" class=\"stk-img wp-image-5562\" src=\"https:\/\/thermaldrones.de\/wp-content\/uploads\/2025\/10\/unimed_logo.png\" width=\"223\" height=\"80\" alt=\"Logo Greifswald University Hospital\"\/><\/span><\/figure><\/div>\n\n\n\n<div class=\"wp-block-stackable-heading stk-block-heading stk-block-heading--v2 stk-block stk-463141d\" id=\"universitatsmedizin-greifswald\" data-block-id=\"463141d\"><style>.stk-463141d {margin-bottom:12px !important;}<\/style><h5 class=\"stk-block-heading__text\">Greifswald University Hospital<\/h5><\/div>\n\n\n\n<div class=\"wp-block-stackable-text stk-block-text stk-block stk-3c91bd8\" data-block-id=\"3c91bd8\"><p class=\"stk-block-text__text\">Prof. Dr. Stefan Simm<\/p><\/div>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-e206659 stk-block-background\" data-v=\"4\" data-block-id=\"e206659\"><style>.stk-e206659 {background-color:#ffffff !important;}.stk-e206659:before{background-color:#ffffff !important;}<\/style><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-e206659-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-e206659-inner-blocks\">\n<div class=\"wp-block-stackable-image stk-block-image stk-block stk-4939a95\" data-block-id=\"4939a95\"><style>.stk-4939a95 .stk-img-wrapper{height:100px !important;}.stk-4939a95 .stk-img-wrapper img{object-fit:contain !important;}<\/style><figure><span class=\"stk-img-wrapper stk-image--shape-stretch\"><img loading=\"lazy\" decoding=\"async\" class=\"stk-img wp-image-5563\" src=\"https:\/\/thermaldrones.de\/wp-content\/uploads\/2025\/10\/Logo-Universitaet-Leipzig.png\" width=\"512\" height=\"201\" alt=\"Logo Leipzig University\" srcset=\"https:\/\/thermaldrones.de\/wp-content\/uploads\/2025\/10\/Logo-Universitaet-Leipzig.png 512w, https:\/\/thermaldrones.de\/wp-content\/uploads\/2025\/10\/Logo-Universitaet-Leipzig-300x118.png 300w\" sizes=\"auto, (max-width: 512px) 100vw, 512px\" \/><\/span><\/figure><\/div>\n\n\n\n<div class=\"wp-block-stackable-heading stk-block-heading stk-block-heading--v2 stk-block stk-91c0fab\" id=\"universitat-leipzig\" data-block-id=\"91c0fab\"><style>.stk-91c0fab {margin-bottom:12px !important;}<\/style><h5 class=\"stk-block-heading__text\">Leipzig University<\/h5><\/div>\n\n\n\n<div class=\"wp-block-stackable-text stk-block-text stk-block stk-c6d4f70\" data-block-id=\"c6d4f70\"><p class=\"stk-block-text__text\">Dr. Vajiheh Safavi-Rizi<\/p><\/div>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-6cc7899 stk-block-background\" data-v=\"4\" data-block-id=\"6cc7899\"><style>.stk-6cc7899 {background-color:#ffffff !important;}.stk-6cc7899:before{background-color:#ffffff !important;}<\/style><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-6cc7899-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-6cc7899-inner-blocks\">\n<div class=\"wp-block-stackable-image stk-block-image stk-block stk-98c1f06\" data-block-id=\"98c1f06\"><style>.stk-98c1f06 .stk-img-wrapper{height:100px !important;}.stk-98c1f06 .stk-img-wrapper img{transform:scale(0.8) !important;object-fit:contain !important;}<\/style><figure><span class=\"stk-img-wrapper stk-image--shape-stretch\"><img loading=\"lazy\" decoding=\"async\" class=\"stk-img wp-image-33\" src=\"https:\/\/thermaldrones.de\/wp-content\/uploads\/2022\/08\/thermaldrones.png\" width=\"788\" height=\"249\" alt=\"thermal DRONES Logo\" srcset=\"https:\/\/thermaldrones.de\/wp-content\/uploads\/2022\/08\/thermaldrones.png 788w, https:\/\/thermaldrones.de\/wp-content\/uploads\/2022\/08\/thermaldrones-300x95.png 300w, https:\/\/thermaldrones.de\/wp-content\/uploads\/2022\/08\/thermaldrones-768x243.png 768w\" sizes=\"auto, (max-width: 788px) 100vw, 788px\" \/><\/span><\/figure><\/div>\n\n\n\n<div class=\"wp-block-stackable-heading stk-block-heading stk-block-heading--v2 stk-block stk-8b7500e\" id=\"thermal-drones-gmb-h\" data-block-id=\"8b7500e\"><style>.stk-8b7500e {margin-bottom:12px !important;}<\/style><h5 class=\"stk-block-heading__text\">thermal DRONES GmbH<\/h5><\/div>\n\n\n\n<div class=\"wp-block-stackable-text stk-block-text stk-block stk-e4307da\" data-block-id=\"e4307da\"><p class=\"stk-block-text__text\">Dr. Martin Israel<\/p><\/div>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-f995cc8 stk-block-background\" data-v=\"4\" data-block-id=\"f995cc8\"><style>.stk-f995cc8 {background-color:#ffffff !important;}.stk-f995cc8:before{background-color:#ffffff !important;}<\/style><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-f995cc8-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-f995cc8-inner-blocks\">\n<div class=\"wp-block-stackable-image stk-block-image stk-block stk-755c996\" data-block-id=\"755c996\"><style>.stk-755c996 .stk-img-wrapper{height:100px !important;}.stk-755c996 .stk-img-wrapper img{object-fit:contain !important;}<\/style><figure><span class=\"stk-img-wrapper stk-image--shape-stretch\"><img loading=\"lazy\" decoding=\"async\" class=\"stk-img wp-image-5566\" src=\"https:\/\/thermaldrones.de\/wp-content\/uploads\/2025\/10\/Logo-GAI-2.png\" width=\"465\" height=\"315\" alt=\"Logo &#10;Greifswalder Agrarinitiative\" srcset=\"https:\/\/thermaldrones.de\/wp-content\/uploads\/2025\/10\/Logo-GAI-2.png 465w, https:\/\/thermaldrones.de\/wp-content\/uploads\/2025\/10\/Logo-GAI-2-300x203.png 300w\" sizes=\"auto, (max-width: 465px) 100vw, 465px\" \/><\/span><\/figure><\/div>\n\n\n\n<div class=\"wp-block-stackable-heading stk-block-heading stk-block-heading--v2 stk-block stk-ef86fb3\" id=\"greifswalder-agrarinitiative-e-v\" data-block-id=\"ef86fb3\"><style>.stk-ef86fb3 {margin-bottom:12px !important;}<\/style><h5 class=\"stk-block-heading__text\">Greifswalder Agrarinitiative e.V.<\/h5><\/div>\n\n\n\n<div class=\"wp-block-stackable-text stk-block-text stk-block stk-f2ec106\" id=\"greifswalder-agrarinitiative-e-v\" data-block-id=\"f2ec106\"><p class=\"stk-block-text__text\">Thomas Beil<\/p><\/div>\n<\/div><\/div><\/div>\n<\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Detection of nutrient biomarkers for AI-mediated fertilizer management in agricultural crop production in the field. Optimal nutrient supply with AI The goal To enable more precise, resource-saving fertilization in agriculture by recognizing where plants really need nutrients and reacting accordingly. The approach The analysis and demonstration will be carried out using nitrogen and winter rapeseed [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":7323,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[92],"tags":[],"class_list":["post-7324","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-research-projects"],"blocksy_meta":{"page_structure_type":"type-4","styles_descriptor":{"styles":{"desktop":"","tablet":"","mobile":""},"google_fonts":[],"version":6}},"_links":{"self":[{"href":"https:\/\/thermaldrones.de\/en\/wp-json\/wp\/v2\/posts\/7324","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/thermaldrones.de\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/thermaldrones.de\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/thermaldrones.de\/en\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/thermaldrones.de\/en\/wp-json\/wp\/v2\/comments?post=7324"}],"version-history":[{"count":1,"href":"https:\/\/thermaldrones.de\/en\/wp-json\/wp\/v2\/posts\/7324\/revisions"}],"predecessor-version":[{"id":7325,"href":"https:\/\/thermaldrones.de\/en\/wp-json\/wp\/v2\/posts\/7324\/revisions\/7325"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/thermaldrones.de\/en\/wp-json\/wp\/v2\/media\/7323"}],"wp:attachment":[{"href":"https:\/\/thermaldrones.de\/en\/wp-json\/wp\/v2\/media?parent=7324"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/thermaldrones.de\/en\/wp-json\/wp\/v2\/categories?post=7324"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/thermaldrones.de\/en\/wp-json\/wp\/v2\/tags?post=7324"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}