{"id":4353,"date":"2023-07-20T09:10:21","date_gmt":"2023-07-20T09:10:21","guid":{"rendered":"https:\/\/heliospectra.com\/?p=4353"},"modified":"2024-09-17T09:51:19","modified_gmt":"2024-09-17T09:51:19","slug":"potential-for-the-future-automatic-disease-detection-using-ai","status":"publish","type":"post","link":"https:\/\/heliospectra.com\/blog\/potential-for-the-future-automatic-disease-detection-using-ai\/","title":{"rendered":"Potential for the future: Automatic disease detection using AI"},"content":{"rendered":"<div class=\"row\"  id=\"row-156478665\">\n\n\n\t<div id=\"col-1343767548\" class=\"col small-12 large-12\"  >\n\t\t\t\t<div class=\"col-inner text-center\"  >\n\t\t\t\n\t\t\t\n\n<div class=\"row align-center\"  id=\"row-1021623865\">\n\n\n\t<div id=\"col-1594096690\" class=\"col medium-2 small-6 large-2\"  >\n\t\t\t\t<div class=\"col-inner\" style=\"background-color:#6ebd8f;\" >\n\t\t\t\n\t\t\t\n\n\t<div id=\"text-3962961628\" class=\"text\">\n\t\t\n\n<p>Research<\/p>\n\t\t\n<style>\n#text-3962961628 {\n  text-align: center;\n  color: rgb(255,255,255);\n}\n#text-3962961628 > * {\n  color: rgb(255,255,255);\n}\n<\/style>\n\t<\/div>\n\t\n\n\t\t<\/div>\n\t\t\t\t\n<style>\n#col-1594096690 > .col-inner {\n  border-radius: 34px;\n}\n<\/style>\n\t<\/div>\n\n\t\n\n\t<div id=\"col-2043801708\" class=\"col medium-2 small-6 large-2\"  >\n\t\t\t\t<div class=\"col-inner\" style=\"background-color:#6ebd8f;\" >\n\t\t\t\n\t\t\t\n\n\t<div id=\"text-478952870\" class=\"text\">\n\t\t\n\n<p>Articles<\/p>\n\t\t\n<style>\n#text-478952870 {\n  text-align: center;\n  color: rgb(255,255,255);\n}\n#text-478952870 > * {\n  color: rgb(255,255,255);\n}\n<\/style>\n\t<\/div>\n\t\n\n\t\t<\/div>\n\t\t\t\t\n<style>\n#col-2043801708 > .col-inner {\n  border-radius: 34px;\n}\n<\/style>\n\t<\/div>\n\n\t\n\n<\/div>\n\t<div id=\"gap-1818441218\" class=\"gap-element clearfix\" style=\"display:block; height:auto;\">\n\t\t\n<style>\n#gap-1818441218 {\n  padding-top: 30px;\n}\n<\/style>\n\t<\/div>\n\t\n\n\t<div id=\"text-3394884353\" class=\"text\">\n\t\t\n\n<h4><strong><span class=\"TextRun SCXW190484445 BCX9\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW190484445 BCX9\">The Challenge of Crop Disease Detection<\/span><\/span><\/strong><\/h4>\n<p><span class=\"TextRun SCXW190484445 BCX9\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW190484445 BCX9\">Crop disease poses a severe problem for any farmer, and routine inspection of plants requires labor-intensive efforts. <\/span><span class=\"NormalTextRun SCXW190484445 BCX9\">Diseases<\/span><span class=\"NormalTextRun SCXW190484445 BCX9\"> may lead to<\/span><span class=\"NormalTextRun SCXW190484445 BCX9\"> lower production and in worst case high losses for the grower.<\/span> <span class=\"NormalTextRun SCXW190484445 BCX9\">Therefore,<\/span><span class=\"NormalTextRun SCXW190484445 BCX9\"> it would be valuable <\/span><span class=\"NormalTextRun SCXW190484445 BCX9\">t<\/span><span class=\"NormalTextRun SCXW190484445 BCX9\">o<\/span><\/span> <span class=\"TextRun SCXW190484445 BCX9\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW190484445 BCX9\">detect<\/span><span class=\"NormalTextRun SCXW190484445 BCX9\"> diseases early and automatically<\/span><span class=\"NormalTextRun SCXW190484445 BCX9\">. We have invest<\/span><span class=\"NormalTextRun SCXW190484445 BCX9\">igated<\/span><span class=\"NormalTextRun SCXW190484445 BCX9\"> a method using <\/span><span class=\"NormalTextRun SCXW190484445 BCX9\">artificial intelligence and <\/span><span class=\"NormalTextRun SCXW190484445 BCX9\">chlorophyll <\/span><span class=\"NormalTextRun SCXW190484445 BCX9\">fluorescence<\/span> <span class=\"NormalTextRun SCXW190484445 BCX9\">on<\/span><span class=\"NormalTextRun SCXW190484445 BCX9\"> strawberry<\/span><span class=\"NormalTextRun SCXW190484445 BCX9\">.<\/span><span class=\"NormalTextRun SCXW190484445 BCX9\"> The aim was to detect powdery mildew at an early stage.<\/span><span class=\"NormalTextRun SCXW190484445 BCX9\"><br><br><\/span><\/span><\/p>\n<h4><strong>Using Chlorophyll Fluorescence and AI for Disease Detection<\/strong><\/h4>\n<p><span class=\"TextRun SCXW133437671 BCX9\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW133437671 BCX9\">Plants use the process of photosynthesis to convert the energy in light into chemical energy in the form of glucose. As photosynthesis is a vital process in producing energy for the plant, it is also <\/span><span class=\"NormalTextRun SCXW133437671 BCX9\">an indication<\/span><span class=\"NormalTextRun SCXW133437671 BCX9\"> of how much the plant grows<\/span><\/span><span class=\"TextRun SCXW133437671 BCX9\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW133437671 BCX9\">.<\/span> <\/span><span class=\"EOP SCXW133437671 BCX9\" data-ccp-props=\"{&quot;335559739&quot;:240}\">Plants lose a small proportion of the used light energy as heat or reemit it, a process known as chlorophyll fluorescence.<br><br><br><\/span><\/p>\n\t\t\n<style>\n#text-3394884353 {\n  text-align: left;\n}\n<\/style>\n\t<\/div>\n\t\n\t<div id=\"gap-1991094496\" class=\"gap-element clearfix\" style=\"display:block; height:auto;\">\n\t\t\n<style>\n#gap-1991094496 {\n  padding-top: 10px;\n}\n<\/style>\n\t<\/div>\n\t\n\n\t<div class=\"img has-hover x md-x lg-x y md-y lg-y\" id=\"image_597551024\">\n\t\t\t\t\t\t\t\t<div class=\"img-inner dark\" >\n\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"655\" height=\"636\" src=\"https:\/\/heliospectra.com\/wp-content\/uploads\/2023\/07\/Ai-artikel.jpg\" class=\"attachment-large size-large\" alt=\"AI mapping of strawberry leafs\" srcset=\"https:\/\/heliospectra.com\/wp-content\/uploads\/2023\/07\/Ai-artikel.jpg 655w, https:\/\/heliospectra.com\/wp-content\/uploads\/2023\/07\/Ai-artikel-300x291.jpg 300w\" sizes=\"auto, (max-width: 655px) 100vw, 655px\" \/>\t\t\t\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\n<style>\n#image_597551024 {\n  width: 60%;\n}\n<\/style>\n\t<\/div>\n\t\n\n<p style=\"text-align: center;\"><em>Identification of leaves on a strawberry plant<\/em><\/p>\n\t<div id=\"gap-1415445101\" class=\"gap-element clearfix\" style=\"display:block; height:auto;\">\n\t\t\n<style>\n#gap-1415445101 {\n  padding-top: 30px;\n}\n<\/style>\n\t<\/div>\n\t\n\n<div class=\"row\"  id=\"row-334274421\">\n\n\n\t<div id=\"col-953308925\" class=\"col small-12 large-12\"  >\n\t\t\t\t<div class=\"col-inner\"  >\n\t\t\t\n\t\t\t\n\n\t<div id=\"text-1990354881\" class=\"text\">\n\t\t\n\n<p><span data-contrast=\"auto\">The fluorescence that leaves the plant can be measured, which has proven to deviate when a plant experiences the abiotic stressor of drought and high salinity. When testing for detection of the biotic stress powdery mildew, <\/span><i><span data-contrast=\"auto\">Podosphaera aphanis<\/span><\/i><span data-contrast=\"auto\">, each leaf was analyzed one by one since the disease spread pointwise. The hypothesis suggested that leaves with visible infection would show a deviant fluorescence measurement.<\/span><\/p>\n<p><span data-contrast=\"auto\">Artificial intelligence was used to automatically identify and separate the leaves of a plant in the fluorescence images. Each leaf was then analyzed for deviant fluorescence signals with the goal of using artificial intelligence to classify plants as either healthy or sick.<\/span><span data-ccp-props=\"{&quot;335559739&quot;:240}\">&nbsp;<br><br><\/span><\/p>\n<h4><strong>Challenges and Future Opportunities<\/strong><\/h4>\n<p><span data-contrast=\"auto\">Although detecting abiotic stress was possible, the chosen method could not prove successful for the early detection of powdery mildew. The probable cause is that powdery mildew doesn\u2019t affect the plants photosynthesis significantly until after many weeks of infection. However, the study suggests that the same use of artificial intelligence might detect other biotic stressors, providing an opportunity for growers to improve their agricultural performance.<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><em>August L\u00f6fgren&nbsp;<\/em><\/p>\n<p><em>June 12, 2023&nbsp;<\/em><\/p>\n<p><span class=\"TrackedChange SCXW196875068 BCX9\"><span class=\"TextRun SCXW196875068 BCX9\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW196875068 BCX9\">This presentation by August L\u00f6fgren, student at Chalmers University, is a student project and master thesis. It is an integral part of our <\/span><\/span><\/span><span class=\"TrackedChange SCXW196875068 BCX9\"><span class=\"TextRun SCXW196875068 BCX9\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"auto\"><span class=\"NormalTextRun SpellingErrorV2Themed SCXW196875068 BCX9\">Vinnova<\/span><\/span><\/span><span class=\"TrackedChange SCXW196875068 BCX9\"><span class=\"TextRun SCXW196875068 BCX9\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW196875068 BCX9\"> funded project \u201cStart your AI journey<\/span><\/span><\/span><span class=\"TrackedChange SCXW196875068 BCX9\"><span class=\"TextRun SCXW196875068 BCX9\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW196875068 BCX9\">\u201d.<\/span><\/span><\/span> <span class=\"TrackedChange SCXW196875068 BCX9\"><span class=\"TextRun SCXW196875068 BCX9\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"auto\"><span class=\"NormalTextRun SpellingErrorV2Themed SCXW196875068 BCX9\">Vinnova<\/span><\/span><\/span><span class=\"TrackedChange SCXW196875068 BCX9\"><span class=\"TextRun SCXW196875068 BCX9\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW196875068 BCX9\">, Sweden\u2019s innovation agency, works to promote sustainable growth and benefit society. One way to achieve this is through improved conditions for innovation and funded needs-based research. The project involves 12 years of research and implies that Heliospectra, together with researchers at Chalmers University, will further develop and productize methods to derive information about the status of plants based on measurements of chlorophyll fluorescence at the foliage level. The information is then used by growers to control production, optimize the climate in the cultivation environment, and detect problems at an early stage. <\/span><\/span><\/span><span class=\"TrackedChange SCXW196875068 BCX9\"><span class=\"TextRun SCXW196875068 BCX9\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW196875068 BCX9\">The methods are adapted to be used in commercial greenhouse and indoor crops.<\/span><\/span><\/span><span class=\"EOP TrackedChange SCXW196875068 BCX9\" data-ccp-props=\"{&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:257}\">&nbsp;<\/span><\/p>\n\t\t\n<style>\n#text-1990354881 {\n  text-align: left;\n}\n<\/style>\n\t<\/div>\n\t\n\t<div id=\"gap-728727279\" class=\"gap-element clearfix\" style=\"display:block; height:auto;\">\n\t\t\n<style>\n#gap-728727279 {\n  padding-top: 30px;\n}\n<\/style>\n\t<\/div>\n\t\n\n\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\n\n<\/div>\n\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\n\n<\/div>\n\t<div id=\"gap-1285057564\" class=\"gap-element clearfix\" style=\"display:block; height:auto;\">\n\t\t\n<style>\n#gap-1285057564 {\n  padding-top: 50px;\n}\n<\/style>\n\t<\/div>\n\t\n\n<div class=\"row\"  id=\"row-1968157103\">\n\n\n\t<div id=\"col-1502282083\" class=\"col small-12 large-12\"  >\n\t\t\t\t<div class=\"col-inner\"  >\n\t\t\t\n\t\t\t\n\n\t<div id=\"gap-1519060827\" class=\"gap-element clearfix\" style=\"display:block; height:auto;\">\n\t\t\n<style>\n#gap-1519060827 {\n  padding-top: 30px;\n}\n<\/style>\n\t<\/div>\n\t\n\n\t<div id=\"text-3158601955\" class=\"text\">\n\t\t\n\n<h2>Related content<\/h2>\n\t\t\n<style>\n#text-3158601955 {\n  text-align: center;\n}\n<\/style>\n\t<\/div>\n\t\n<div class=\"row\"  id=\"row-368762671\">\n\n\n\t<div id=\"col-1351640234\" class=\"col small-12 large-12\"  >\n\t\t\t\t<div class=\"col-inner\"  >\n\t\t\t\n\t\t\t\n\n\t<div id=\"gap-1341281813\" class=\"gap-element clearfix\" style=\"display:block; height:auto;\">\n\t\t\n<style>\n#gap-1341281813 {\n  padding-top: 30px;\n}\n<\/style>\n\t<\/div>\n\t\n\n\n  \n    <div class=\"row large-columns-3 medium-columns-1 small-columns-1\" >\n  <div class=\"col post-item\" >\n\t\t\t<div class=\"col-inner\">\n\t\t\t\t<div class=\"box box-normal box-text-bottom box-blog-post has-hover\">\n            \t\t\t\t\t<div class=\"box-image\" >\n  \t\t\t\t\t\t<div class=\"image-cover\" style=\"padding-top:80%;\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/heliospectra.com\/blog\/green-light-for-tomatoes\/\" class=\"plain\" aria-label=\"Green Light for Tomatoes\">\n\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"2000\" height=\"1333\" src=\"https:\/\/heliospectra.com\/wp-content\/uploads\/2023\/05\/5ef8b3d80f5e292ea435552a_GettyImages-1132381890-p-2000.jpeg\" class=\"attachment-original size-original wp-post-image\" alt=\"tomato\" srcset=\"https:\/\/heliospectra.com\/wp-content\/uploads\/2023\/05\/5ef8b3d80f5e292ea435552a_GettyImages-1132381890-p-2000.jpeg 2000w, https:\/\/heliospectra.com\/wp-content\/uploads\/2023\/05\/5ef8b3d80f5e292ea435552a_GettyImages-1132381890-p-2000-300x200.jpeg 300w, https:\/\/heliospectra.com\/wp-content\/uploads\/2023\/05\/5ef8b3d80f5e292ea435552a_GettyImages-1132381890-p-2000-1024x682.jpeg 1024w, https:\/\/heliospectra.com\/wp-content\/uploads\/2023\/05\/5ef8b3d80f5e292ea435552a_GettyImages-1132381890-p-2000-768x512.jpeg 768w, https:\/\/heliospectra.com\/wp-content\/uploads\/2023\/05\/5ef8b3d80f5e292ea435552a_GettyImages-1132381890-p-2000-1536x1024.jpeg 1536w\" sizes=\"auto, (max-width: 2000px) 100vw, 2000px\" \/>\t\t\t\t\t\t\t<\/a>\n  \t\t\t\t\t\t\t  \t\t\t\t\t\t\t  \t\t\t\t\t\t<\/div>\n  \t\t\t\t\t\t  \t\t\t\t\t<\/div>\n          \t\t\t\t\t<div class=\"box-text text-center is-large\" >\n\t\t\t\t\t<div class=\"box-text-inner blog-post-inner\">\n\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t<h5 class=\"post-title is-large \">\n\t\t\t\t\t\t<a href=\"https:\/\/heliospectra.com\/blog\/green-light-for-tomatoes\/\" class=\"plain\">Green Light for Tomatoes<\/a>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\t\t\t\t\t\t<div class=\"is-divider\"><\/div>\n\t\t\t\t\t\t\t\t\t\t<p class=\"from_the_blog_excerpt \">\n\t\t\t\t\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t                    \n\t\t\t\t\t\n\t\t\t\t\t\n\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<\/div>\n\t\t<\/div><div class=\"col post-item\" >\n\t\t\t<div class=\"col-inner\">\n\t\t\t\t<div class=\"box box-normal box-text-bottom box-blog-post has-hover\">\n            \t\t\t\t\t<div class=\"box-image\" >\n  \t\t\t\t\t\t<div class=\"image-cover\" style=\"padding-top:80%;\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/heliospectra.com\/blog\/supplemental-greenhouse-lighting-hacking-the-sun-to-grow-your-business\/\" class=\"plain\" aria-label=\"Supplemental Greenhouse Lighting &#8211; Hacking the Sun to Grow Your Business\">\n\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1200\" height=\"655\" src=\"https:\/\/heliospectra.com\/wp-content\/uploads\/2023\/02\/60395fcef4f45c67c24ccffe_Screen-Shot-2021-02-26-at-3_53_11-PM.jpg\" class=\"attachment-original size-original wp-post-image\" alt=\"Mitra X led grow lights hanging in a greenhouse\" srcset=\"https:\/\/heliospectra.com\/wp-content\/uploads\/2023\/02\/60395fcef4f45c67c24ccffe_Screen-Shot-2021-02-26-at-3_53_11-PM.jpg 1200w, https:\/\/heliospectra.com\/wp-content\/uploads\/2023\/02\/60395fcef4f45c67c24ccffe_Screen-Shot-2021-02-26-at-3_53_11-PM-300x164.jpg 300w, https:\/\/heliospectra.com\/wp-content\/uploads\/2023\/02\/60395fcef4f45c67c24ccffe_Screen-Shot-2021-02-26-at-3_53_11-PM-1024x559.jpg 1024w, https:\/\/heliospectra.com\/wp-content\/uploads\/2023\/02\/60395fcef4f45c67c24ccffe_Screen-Shot-2021-02-26-at-3_53_11-PM-768x419.jpg 768w, https:\/\/heliospectra.com\/wp-content\/uploads\/2023\/02\/60395fcef4f45c67c24ccffe_Screen-Shot-2021-02-26-at-3_53_11-PM-800x437.jpg 800w\" sizes=\"auto, (max-width: 1200px) 100vw, 1200px\" \/>\t\t\t\t\t\t\t<\/a>\n  \t\t\t\t\t\t\t  \t\t\t\t\t\t\t  \t\t\t\t\t\t<\/div>\n  \t\t\t\t\t\t  \t\t\t\t\t<\/div>\n          \t\t\t\t\t<div class=\"box-text text-center is-large\" >\n\t\t\t\t\t<div class=\"box-text-inner blog-post-inner\">\n\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t<h5 class=\"post-title is-large \">\n\t\t\t\t\t\t<a href=\"https:\/\/heliospectra.com\/blog\/supplemental-greenhouse-lighting-hacking-the-sun-to-grow-your-business\/\" class=\"plain\">Supplemental Greenhouse Lighting &#8211; Hacking the Sun to Grow Your Business<\/a>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\t\t\t\t\t\t<div class=\"is-divider\"><\/div>\n\t\t\t\t\t\t\t\t\t\t<p class=\"from_the_blog_excerpt \">\n\t\t\t\t\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t                    \n\t\t\t\t\t\n\t\t\t\t\t\n\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<\/div>\n\t\t<\/div><div class=\"col post-item\" >\n\t\t\t<div class=\"col-inner\">\n\t\t\t\t<div class=\"box box-normal box-text-bottom box-blog-post has-hover\">\n            \t\t\t\t\t<div class=\"box-image\" >\n  \t\t\t\t\t\t<div class=\"image-cover\" style=\"padding-top:80%;\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/heliospectra.com\/blog\/optimizing-your-light-environment-with-grow-zones\/\" class=\"plain\" aria-label=\"Optimizing your light environment with Grow Zones\">\n\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"2173\" height=\"1383\" src=\"https:\/\/heliospectra.com\/wp-content\/uploads\/2024\/01\/helioCORE_02.PNG-1.jpg\" class=\"attachment-original size-original wp-post-image\" alt=\"Ipad showing helioCORE and Elixia led grow lights in the background\" srcset=\"https:\/\/heliospectra.com\/wp-content\/uploads\/2024\/01\/helioCORE_02.PNG-1.jpg 2173w, https:\/\/heliospectra.com\/wp-content\/uploads\/2024\/01\/helioCORE_02.PNG-1-300x191.jpg 300w, https:\/\/heliospectra.com\/wp-content\/uploads\/2024\/01\/helioCORE_02.PNG-1-1024x652.jpg 1024w, https:\/\/heliospectra.com\/wp-content\/uploads\/2024\/01\/helioCORE_02.PNG-1-768x489.jpg 768w, https:\/\/heliospectra.com\/wp-content\/uploads\/2024\/01\/helioCORE_02.PNG-1-1536x978.jpg 1536w, https:\/\/heliospectra.com\/wp-content\/uploads\/2024\/01\/helioCORE_02.PNG-1-2048x1303.jpg 2048w, https:\/\/heliospectra.com\/wp-content\/uploads\/2024\/01\/helioCORE_02.PNG-1-800x509.jpg 800w\" sizes=\"auto, (max-width: 2173px) 100vw, 2173px\" \/>\t\t\t\t\t\t\t<\/a>\n  \t\t\t\t\t\t\t  \t\t\t\t\t\t\t  \t\t\t\t\t\t<\/div>\n  \t\t\t\t\t\t  \t\t\t\t\t<\/div>\n          \t\t\t\t\t<div class=\"box-text text-center is-large\" >\n\t\t\t\t\t<div class=\"box-text-inner blog-post-inner\">\n\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t<h5 class=\"post-title is-large \">\n\t\t\t\t\t\t<a href=\"https:\/\/heliospectra.com\/blog\/optimizing-your-light-environment-with-grow-zones\/\" class=\"plain\">Optimizing your light environment with Grow Zones<\/a>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\t\t\t\t\t\t<div class=\"is-divider\"><\/div>\n\t\t\t\t\t\t\t\t\t\t<p class=\"from_the_blog_excerpt \">\n\t\t\t\t\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t                    \n\t\t\t\t\t\n\t\t\t\t\t\n\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<\/div>\n\t\t<\/div><\/div>\n\n\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\n\n<\/div>\n\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\n\n<\/div>\n<h3 style=\"text-align: center;\">Get in touch with us!<\/h3>\n<p style=\"text-align: center;\">From custom light planning, to tailored quotes, and everything in between, <br \/>our team of horticulture experts are always ready to assist.<\/p>\n\t<div id=\"gap-1990479135\" class=\"gap-element clearfix\" style=\"display:block; height:auto;\">\n\t\t\n<style>\n#gap-1990479135 {\n  padding-top: 30px;\n}\n<\/style>\n\t<\/div>\n\t<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-1 wp-block-columns-is-layout-flex\"><div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"596\" height=\"579\" src=\"https:\/\/heliospectra.com\/wp-content\/uploads\/2023\/11\/Heliospectra_circular-plant_Web_72_Rityta-1-11.png\" alt=\"\" class=\"wp-image-5240\" style=\"width:633px;height:auto\" srcset=\"https:\/\/heliospectra.com\/wp-content\/uploads\/2023\/11\/Heliospectra_circular-plant_Web_72_Rityta-1-11.png 596w, https:\/\/heliospectra.com\/wp-content\/uploads\/2023\/11\/Heliospectra_circular-plant_Web_72_Rityta-1-11-300x291.png 300w\" sizes=\"auto, (max-width: 596px) 100vw, 596px\" \/><\/figure><\/div>\n\n<div class=\"wp-block-column is-vertically-aligned-stretch is-layout-flow wp-block-column-is-layout-flow\"><div class=\"wp-block-leadin-hubspot-form-block\">\n\t\t\t\t\t<script>\n\t\t\t\t\t\twindow.hsFormsOnReady = window.hsFormsOnReady || [];\n\t\t\t\t\t\twindow.hsFormsOnReady.push(()=>{\n\t\t\t\t\t\t\thbspt.forms.create({\n\t\t\t\t\t\t\t\tportalId: 6999622,\n\t\t\t\t\t\t\t\tformId: \"20542a21-ec09-4ad8-b43c-32763200263f\",\n\t\t\t\t\t\t\t\ttarget: \"#hbspt-form-1743511907000-3853805404\",\n\t\t\t\t\t\t\t\tregion: \"na1\",\n\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t})});\n\t\t\t\t\t<\/script>\n\t\t\t\t\t<div class=\"hbspt-form\" id=\"hbspt-form-1743511907000-3853805404\"><\/div><\/div><\/div><\/div>","protected":false},"excerpt":{"rendered":"","protected":false},"author":4,"featured_media":4356,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"content-type":"","footnotes":""},"categories":[100,96],"tags":[127,129],"class_list":["post-4353","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-articles","category-growers-centre-tag","tag-ai-automation","tag-all"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.7 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Potential for the future: Automatic disease detection using AI<\/title>\n<meta name=\"description\" content=\"AI-driven disease detection in agriculture: Early identification of powdery mildew and optimizing crop health. 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