{"id":5661,"date":"2022-10-11T19:50:54","date_gmt":"2022-10-11T17:50:54","guid":{"rendered":"https:\/\/geopard.tech\/?p=5661"},"modified":"2026-09-13T10:54:35","modified_gmt":"2026-09-13T08:54:35","slug":"precision-analytique-basee-sur-les-equations","status":"publish","type":"post","link":"https:\/\/geopard.tech\/fr\/blog\/equation-based-analytics-precision\/","title":{"rendered":"Analyse bas\u00e9e sur des \u00e9quations en agriculture de pr\u00e9cision"},"content":{"rendered":"<p class=\"wp-block-paragraph\">Avec le lancement du module d&#039;analyse par \u00e9quations, l&#039;\u00e9quipe GeoPard franchit une \u00e9tape importante en fournissant aux agriculteurs, agronomes et analystes de donn\u00e9es spatiales des informations exploitables pour chaque m\u00e8tre carr\u00e9. Ce module comprend un catalogue de plus de 50 formules de pr\u00e9cision GeoPard pr\u00e9d\u00e9finies, couvrant un large \u00e9ventail d&#039;analyses li\u00e9es \u00e0 l&#039;agriculture.<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">Les formules de pr\u00e9cision ont \u00e9t\u00e9 \u00e9labor\u00e9es sur la base de <strong>recherche agronomique ind\u00e9pendante pluriannuelle universitaire et industrielle<\/strong> et ont \u00e9t\u00e9 rigoureusement test\u00e9s pour garantir leur pr\u00e9cision et leur utilit\u00e9. Ils peuvent \u00eatre facilement configur\u00e9s pour \u00eatre <strong>ex\u00e9cut\u00e9 automatiquement<\/strong> pour tous les secteurs, en fournissant aux utilisateurs des informations pertinentes et fiables qui peuvent les aider \u00e0 optimiser leurs rendements agricoles et \u00e0 r\u00e9duire leurs co\u00fbts de production.<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">Le module d&#039;analyse par \u00e9quations est une fonctionnalit\u00e9 essentielle de la plateforme GeoPard. Il offre aux utilisateurs un outil puissant pour une meilleure compr\u00e9hension de leurs op\u00e9rations et une prise de d\u00e9cision \u00e9clair\u00e9e concernant leurs pratiques agricoles. Gr\u00e2ce \u00e0 son catalogue de formules en constante expansion et \u00e0 la possibilit\u00e9 de les personnaliser pour diff\u00e9rentes configurations de parcelles, GeoPard r\u00e9pond aux besoins sp\u00e9cifiques de toute exploitation agricole.<\/p>\r\n\r\n\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">&nbsp;<\/p>\r\n\r\n\r\n\r\n<p class=\"has-black-color has-text-color has-medium-font-size wp-block-paragraph\"><img fetchpriority=\"high\" decoding=\"async\" class=\"alignnone\" src=\"https:\/\/lh4.googleusercontent.com\/GlMwn4wfmG_uCEh4YaAY7w8wMmZ-eqdVkS9y8gZr1GFxnS7SJX_oH7njtMadYROdlHRkmsqg69JEGGFl-m02gJhdipOKxaoyohJDuzo5lAdmsx3CEGc3jUbTgaakZZc1ZzL1IThM15urylg81hoYv3Fv_lfHK3Y3iYtNiOBMhEGBzKF_eoyV8QBcJQ\" alt=\"\u00c9limination du potassium en fonction des donn\u00e9es de rendement\" width=\"900\" height=\"517\" \/><\/p>\r\n\r\n\r\n\r\n<p class=\"has-text-align-center wp-block-paragraph\"><em>\u00c9limination du potassium en fonction des donn\u00e9es de rendement<\/em><\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">&nbsp;<\/p>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading has-luminous-vivid-orange-color has-text-color\">Cas d&#039;utilisation (voir exemples ci-dessous)\u00a0:<\/h2>\r\n\r\n\r\n\r\n<ul class=\"wp-block-list\">\r\n<li><strong>Absorption d&#039;azote<\/strong> en valeurs absolues, en utilisant les donn\u00e9es de rendement et de prot\u00e9ines<\/li>\r\n\r\n\r\n\r\n<li><a style=\"font-weight: bold;\" href=\"https:\/\/geopard.tech\/fr\/blog\/quest-ce-quune-carence-en-azote-et-comment-y-remedier-chez-les-plantes\/\">Efficacit\u00e9 d&#039;utilisation de l&#039;azote (EUA)<\/a> et les calculs d&#039;exc\u00e9dent avec les couches de donn\u00e9es de rendement et de prot\u00e9ines<\/li>\r\n\r\n\r\n\r\n<li>Recommandations de chaux bas\u00e9es sur les donn\u00e9es de pH issues de l&#039;\u00e9chantillonnage du sol ou <a href=\"https:\/\/geopard.tech\/fr\/blog\/analyse-des-donnees-soiloptix-en-agriculture-de-precision\/\">scanners de sol<\/a><\/li>\r\n\r\n\r\n\r\n<li>Sous-champ (zones ou niveau pixel) <strong>Cartes des zones d&#039;int\u00e9r\u00eat<\/strong>)<\/li>\r\n\r\n\r\n\r\n<li>Recommandations de fertilisation en micro et macro-\u00e9l\u00e9ments nutritifs bas\u00e9es sur l&#039;\u00e9chantillonnage du sol, le potentiel du champ, la topographie et les donn\u00e9es de rendement<\/li>\r\n\r\n\r\n\r\n<li><a href=\"https:\/\/geopard.tech\/fr\/agriculture-du-carbone\/\">Mod\u00e9lisation du carbone<\/a><\/li>\r\n\r\n\r\n\r\n<li>D\u00e9tection et alerte des changements (calcul de la diff\u00e9rence entre les images Sentinel-2, Landsat 8-9 ou Planet)<\/li>\r\n\r\n\r\n\r\n<li>Mod\u00e9lisation de l&#039;humidit\u00e9 du sol et des grains<\/li>\r\n\r\n\r\n\r\n<li>Calcul du rendement sec \u00e0 partir des donn\u00e9es de rendement humide<\/li>\r\n\r\n\r\n\r\n<li>Calcul de la diff\u00e9rence entre la carte cible et les cartes appliqu\u00e9es<\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">&nbsp;<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\"><img decoding=\"async\" class=\"alignnone\" src=\"https:\/\/lh6.googleusercontent.com\/S9ASOYQ8p5Kl0ypoAYHi9SOSvHdQVEfobTDr5MzLda20LlhseQJ-yP6npZrKG9Z0bMheGSD51rVO4bWOe_dvwip0ABR0pyrletctTwR_sFG-a6Pe67EqT3V82dXmoRiwRb0kqrIsnqXxBEJ9IGt2yAC_wESVcn0yXQfr_Xmz0x1co8fplQgdR-F9cw\" alt=\"Recommandations relatives au potassium bas\u00e9es sur deux objectifs de rendement (zones de productivit\u00e9)\" width=\"864\" height=\"499\" \/><\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-heading has-text-align-center\" style=\"text-align: center;\"><strong><em>Recommandations relatives au potassium bas\u00e9es sur deux objectifs de rendement (zones de productivit\u00e9)<\/em><\/strong><\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">&nbsp;<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">&nbsp;<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">&nbsp;<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">&nbsp;<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\"><img decoding=\"async\" class=\"alignnone\" src=\"https:\/\/lh6.googleusercontent.com\/CwtWL3lCUlFP3r2Df6xl7QHtu4WjwKOesvFvxApUUmXj_uhqxN51hdvmNnGq3dzhHywDVMnHoPr-xd4BIb7vEZRE04fL1IJyLcBRykIGW6hNMTgBu2VzmtHLuIUZ03SSIpq7bIquqBtNFCo-JtJaSzwKXmtazVS0gA8ZtBGzL7AbNpNE2i9bgDsmBw\" alt=\"Engrais : Guide de recommandations. Potassium \/ Ma\u00efs. \" width=\"814\" height=\"437\" \/><\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-heading has-text-align-center\" style=\"text-align: center;\"><strong><em>Engrais : Guide de recommandations (Universit\u00e9 d&#039;\u00c9tat du Dakota du Sud) : Potassium \/ Ma\u00efs. R\u00e9vision : Jason Clark | Professeur adjoint et sp\u00e9cialiste de la fertilit\u00e9 des sols \u00e0 l&#039;Universit\u00e9 d&#039;\u00c9tat du Dakota du Sud<\/em><\/strong><\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">&nbsp;<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone\" src=\"https:\/\/lh4.googleusercontent.com\/R35yIeirbkCDth8X4l3hgjIC441uWamnfMRXpG7XFDwk9B1gkUARx1QZDe8pe0DOQbl0BeOxxMJiYvT9eJ86mM537KukQSmMzR9ewxMg-8tq98zIh6T_v1IukYDTZH5EBm96CHHRsF9zGTEuHAE3f0qgKiNGppGQmEgkQwCFo125yFPM8o1RaJbXzw\" alt=\"Efficacit\u00e9 d&#039;utilisation du potassium en kg\/ha\" width=\"688\" height=\"397\" \/><\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-heading has-text-align-center\" style=\"text-align: center;\"><strong><em>Efficacit\u00e9 d&#039;utilisation du potassium en kg\/ha<\/em><\/strong><\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">&nbsp;<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">&nbsp;<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">&nbsp;<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone\" src=\"https:\/\/lh4.googleusercontent.com\/UGrJfn-X5MRt0GAE5Yql31Se8jD9Llyimy3spvq45WcUHQJovnQLCLt4UIonKTIs1aBZc4ezqxOuxod4Yq4rT9yJI26BfVVX_vZLi1MTwWYBc6bUl_bQ_MGGcEhxOdd8EwaHXV8v3acAWfVNhCzYzd_74EU6hg0jBuckTlo6VViTeTXQJoXbLwvePg\" alt=\"Efficacit\u00e9 d&#039;utilisation de l&#039;azote (en pourcentage). Le calcul est bas\u00e9 sur les donn\u00e9es de rendement, de teneur en prot\u00e9ines et d&#039;humidit\u00e9 des grains.\" width=\"864\" height=\"496\" \/><\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-heading has-text-align-center\" style=\"text-align: center;\"><strong><em>Efficacit\u00e9 d&#039;utilisation de l&#039;azote (en pourcentage). Le calcul est bas\u00e9 sur les donn\u00e9es de rendement, de teneur en prot\u00e9ines et d&#039;humidit\u00e9 des grains.<\/em><\/strong><\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">&nbsp;<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">&nbsp;<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone\" src=\"https:\/\/lh5.googleusercontent.com\/ECaxW913XKaKjD4lWxRND4U6FZIPO7I0HpP7ZXYmbAqBQpSFCw2Zu0Fn-xha7MuuIjnlfqTw1ZX_Um5ZT45HznAHFzEfDmLcj5NY5kTaylTfm7QnI4Iky5_XRtowvbXfoP-GEIBppt4SKUEVi3yKg0vpuE74aIYY0GzTluQG1Xc7Vk-kuyrhJkATkQ\" alt=\"Azote : dose cible vs dose appliqu\u00e9e\" width=\"793\" height=\"458\" \/><\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-heading has-text-align-center\" style=\"text-align: center;\"><strong><em>Azote : dose cible vs dose appliqu\u00e9e<\/em><\/strong><\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">&nbsp;<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone\" src=\"https:\/\/lh6.googleusercontent.com\/TrWMeO6MbH5auZ80g-A9xeuyfD9OfphrbwplHvO0TMjbV8UfIipZVtpQHeVAo2mGRDZQ8sHZU9iVe7jRr5wWYVEDXXQRWkfwzwgmP1pzoH5AlY9kBZdXBnDrZEmaPW1gTFoiufg8S8DTlNIMqiwJOngZaGXcJp17BrEJ2UUNKqGSVqJ8WQMeSlTu9w\" alt=\"Diff\u00e9rence de chlorophylle entre deux images satellites\" width=\"864\" height=\"499\" \/><\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-heading has-text-align-center\" style=\"text-align: center;\"><strong><em>Diff\u00e9rence de chlorophylle entre deux images satellites<\/em><\/strong><\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">&nbsp;<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">Un utilisateur de GeoPard peut modifier les \u00e9l\u00e9ments existants et cr\u00e9er ses propres \u00e9l\u00e9ments. <strong>formules priv\u00e9es<\/strong> bas\u00e9 sur l&#039;imagerie, le sol, le rendement, la topographie ou toute autre couche de donn\u00e9es prise en charge par GeoPard.\u00a0<\/p>\r\n\r\n\r\n\r\n<p class=\"has-text-align-center wp-block-paragraph\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone\" src=\"https:\/\/lh6.googleusercontent.com\/251VKzGe3zEjtsjuVTl3B3G-ViTC2tQo9fPWHBoQ-fshW1jAfifZcsXtZ2KJc5ImMLGWFL94V9ko-wy6aJQ7zSiqNiMkhl3Ab6BnGFDAiCLUFIAaKruVeEtmky_qLCptWjk8hY4Ogcx5QpO7Ph3VGfeMX4x0OCv4VFvMBGA8rkTiKNcVEOy983tu\" alt=\"Exemples d&#039;\u00e9quations GeoPard mod\u00e8les\" width=\"329\" height=\"461\" \/><\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-heading has-text-align-center\" style=\"text-align: center;\"><strong><em>Exemples d&#039;\u00e9quations GeoPard mod\u00e8les<\/em><\/strong><\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">&nbsp;<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">L&#039;analyse bas\u00e9e sur des formules aide les agriculteurs, les agronomes et les scientifiques des donn\u00e9es \u00e0 automatiser leurs flux de travail et \u00e0 prendre des d\u00e9cisions fond\u00e9es sur de multiples donn\u00e9es et recherches scientifiques afin de faciliter la mise en \u0153uvre d&#039;une agriculture durable et de pr\u00e9cision.<\/p>\r\n<h2>Qu\u2019est-ce que l\u2019analyse bas\u00e9e sur des \u00e9quations en agriculture de pr\u00e9cision\u00a0? L\u2019utilisation des formules de pr\u00e9cision<\/h2>\r\n<p>L&#039;analyse bas\u00e9e sur des \u00e9quations en agriculture de pr\u00e9cision fait r\u00e9f\u00e9rence \u00e0 l&#039;utilisation de mod\u00e8les math\u00e9matiques, d&#039;\u00e9quations, de formules de pr\u00e9cision et d&#039;algorithmes pour analyser les donn\u00e9es agricoles et en tirer des enseignements qui peuvent aider les agriculteurs \u00e0 prendre de meilleures d\u00e9cisions en mati\u00e8re de gestion des cultures.<\/p>\r\n<p>Ces m\u00e9thodes d&#039;analyse int\u00e8grent divers facteurs tels que les conditions m\u00e9t\u00e9orologiques, les propri\u00e9t\u00e9s du sol, la croissance des cultures et les besoins en nutriments afin d&#039;optimiser les pratiques agricoles et d&#039;am\u00e9liorer les rendements des cultures, tout en minimisant le gaspillage des ressources et l&#039;impact environnemental.<\/p>\r\n<p>Voici quelques-uns des principaux \u00e9l\u00e9ments de l&#039;analyse bas\u00e9e sur des \u00e9quations en agriculture de pr\u00e9cision\u00a0:<\/p>\r\n<ul>\r\n<li><strong>Mod\u00e8les de croissance des cultures :<\/strong> Ces mod\u00e8les d\u00e9crivent les interactions entre diff\u00e9rents facteurs, tels que les conditions m\u00e9t\u00e9orologiques, les propri\u00e9t\u00e9s du sol et les pratiques culturales, afin de pr\u00e9dire la croissance et le rendement des cultures. Parmi ces mod\u00e8les, on peut citer CERES (Crop Environment Resource Synthesis) et APSIM (Agricultural Production Systems sIMulator). Ils permettent aux agriculteurs de prendre des d\u00e9cisions \u00e9clair\u00e9es concernant les dates de semis, les vari\u00e9t\u00e9s cultiv\u00e9es et la planification de l&#039;irrigation.<\/li>\r\n<li><strong>Mod\u00e8les hydriques du sol :<\/strong> Ces mod\u00e8les estiment la teneur en eau du profil du sol en fonction de facteurs tels que les pr\u00e9cipitations, l&#039;\u00e9vaporation et la consommation d&#039;eau des cultures. Ils peuvent aider les agriculteurs \u00e0 optimiser leurs pratiques d&#039;irrigation, en veillant \u00e0 ce que l&#039;eau soit apport\u00e9e efficacement et au bon moment pour maximiser les rendements.<\/li>\r\n<li><strong>Mod\u00e8les de gestion des nutriments\u00a0:<\/strong> Ces mod\u00e8les pr\u00e9voient les besoins en nutriments des cultures et aident les agriculteurs \u00e0 d\u00e9terminer les doses et le moment optimaux d&#039;application des engrais. Gr\u00e2ce \u00e0 ces mod\u00e8les, les agriculteurs peuvent garantir que leurs cultures re\u00e7oivent la quantit\u00e9 ad\u00e9quate de nutriments, tout en minimisant les risques de ruissellement et de pollution environnementale.<\/li>\r\n<li><strong>Mod\u00e8les de ravageurs et de maladies\u00a0:<\/strong> Ces mod\u00e8les pr\u00e9voient la probabilit\u00e9 d&#039;apparition de ravageurs et de maladies en fonction de facteurs tels que les conditions m\u00e9t\u00e9orologiques, les stades de croissance des cultures et les pratiques culturales. Gr\u00e2ce \u00e0 ces mod\u00e8les, les agriculteurs peuvent prendre des d\u00e9cisions proactives en mati\u00e8re de gestion des ravageurs et des maladies, comme adapter les dates de semis ou appliquer les pesticides au moment opportun.<\/li>\r\n<li><strong>Mod\u00e8les bas\u00e9s sur la t\u00e9l\u00e9d\u00e9tection\u00a0:<\/strong> Ces mod\u00e8les utilisent l&#039;imagerie satellitaire et d&#039;autres donn\u00e9es de t\u00e9l\u00e9d\u00e9tection pour surveiller la sant\u00e9 des cultures, d\u00e9tecter les facteurs de stress et estimer les rendements. En int\u00e9grant ces informations \u00e0 d&#039;autres sources de donn\u00e9es, les agriculteurs peuvent prendre de meilleures d\u00e9cisions en mati\u00e8re de gestion des cultures et optimiser l&#039;utilisation des ressources.<\/li>\r\n<\/ul>\r\n<p>En r\u00e9sum\u00e9, l&#039;analyse par \u00e9quations en agriculture de pr\u00e9cision utilise des mod\u00e8les math\u00e9matiques et des algorithmes pour analyser les interactions complexes entre divers facteurs qui influent sur la croissance et la gestion des cultures. Gr\u00e2ce \u00e0 ces analyses, les agriculteurs peuvent prendre des d\u00e9cisions \u00e9clair\u00e9es par les donn\u00e9es afin d&#039;optimiser leurs pratiques agricoles, d&#039;am\u00e9liorer les rendements et de minimiser l&#039;impact environnemental.<\/p>\r\n<hr \/>\r\n<h2>Questions fr\u00e9quemment pos\u00e9es<\/h2>\r\n<hr \/>\r\n<p><strong>1. Comment l&#039;agriculture de pr\u00e9cision peut-elle contribuer \u00e0 r\u00e9soudre les probl\u00e8mes d&#039;utilisation des ressources et de pollution dans l&#039;agriculture\u00a0?<\/strong><\/p>\r\n<p>Elle peut contribuer \u00e0 r\u00e9soudre les probl\u00e8mes d&#039;utilisation des ressources et de pollution en agriculture gr\u00e2ce \u00e0 une application cibl\u00e9e des ressources, une gestion efficace de celles-ci, un suivi renforc\u00e9 et l&#039;adoption de pratiques de conservation. En n&#039;utilisant des intrants tels que les engrais et les pesticides que l\u00e0 o\u00f9 c&#039;est n\u00e9cessaire, les agriculteurs peuvent r\u00e9duire le gaspillage et minimiser la pollution.<\/p>\r\n<p>La prise de d\u00e9cision fond\u00e9e sur les donn\u00e9es permet une gestion optimale des ressources, tandis que la surveillance en temps r\u00e9el permet des interventions rapides pour pr\u00e9venir les incidents de pollution. De plus, la mise en \u0153uvre de pratiques de conservation favorise une agriculture durable et r\u00e9duit les impacts environnementaux.<\/p>","protected":false},"excerpt":{"rendered":"<p>Avec le lancement du module d&#039;analyse bas\u00e9 sur des \u00e9quations, l&#039;\u00e9quipe GeoPard a franchi une \u00e9tape importante en donnant aux agriculteurs, aux agronomes et aux analystes de donn\u00e9es spatiales les moyens d&#039;agir\u2026<\/p>","protected":false},"author":210157960,"featured_media":5673,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_coblocks_attr":"","_coblocks_dimensions":"","_coblocks_responsive_height":"","_coblocks_accordion_ie_support":"","_eb_attr":"","content-type":"","_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_wpcom_ai_launchpad_first_post":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"{title}\n\n{excerpt}\n\n{url}","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2},"_wpas_customize_per_network":false,"jetpack_post_was_ever_published":false},"categories":[1586,1657,1372,1376,1378,1379,1368,1369],"tags":[1598],"class_list":["post-5661","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-product-features","category-precision-farming","category-blog","category-management-zones","category-remote-sensing","category-soil-data","category-yield","category-vra","tag-precision-agriculture"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.5 - 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