{"id":49897,"date":"2022-12-19T12:12:18","date_gmt":"2022-12-19T12:12:18","guid":{"rendered":"https:\/\/dev.metos.global\/?p=49897"},"modified":"2023-06-21T08:02:36","modified_gmt":"2023-06-21T08:02:36","slug":"timely-cropzone-yield-prediction","status":"publish","type":"post","link":"https:\/\/metos.global\/en\/timely-cropzone-yield-prediction\/","title":{"rendered":"Timely Cropzone Yield Prediction"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"49897\" class=\"elementor elementor-49897\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-a2d15ee elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a2d15ee\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-a457a48\" data-id=\"a457a48\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-79f714f elementor-widget elementor-widget-heading\" data-id=\"79f714f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">FarmView Yield Prediction and Satellite Images with In-field nMETOS or \u03bcMETOS station(s).<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c4d5816 elementor-widget elementor-widget-heading\" data-id=\"c4d5816\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\"><b>Timely Cropzone Yield Prediction<\/b><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f1eca65 elementor-widget elementor-widget-spacer\" data-id=\"f1eca65\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d24412b elementor-widget elementor-widget-text-editor\" data-id=\"d24412b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3>YIELD PREDICTION &#8211; AGRONOMIC ISSUE<\/h3><p>The yield of any crop is based on the genetic potential of the seed, the amount of spring soil moisture, growing season precipitation (and irrigation), proper fertility rates and other management decisions.<\/p><p>Generally speaking, the two most factors for yield are\u00a0<strong>moisture supply<\/strong>\u00a0and\u00a0<strong>temperature<\/strong>, given that all other field management decisions are carried out properly. Temperature or heat is important, since it determines whether a crop will mature or suffer heat stress, but the moisture supply has the most significant impact on yield potential. This is why moisture supply is often referred to as the\u00a0<strong>CROPS GAS TANK<\/strong>\u00a0for yield potential.<\/p><p>Each inch of soil moisture or water used by the crop roughly equates to 5.5 bu of canola,7.5 bu of wheat and 10 to 12 bu of corn yield, for example. Each crop has water use efficiency curves related to yield. Therefore, the total amount of soil water available to a crop during the growing season is equal to the amount of soil moisture available at seeding time (determined by soil type) plus the amount of precipitation and\/or irrigation (soil moisture) received over the growing season. This defines the yield potential.<\/p><p>Based on\u00a0<strong>predictive cropzone yield information<\/strong>, a farmer can adjust important management decisions during the growing season regarding pesticide use and fertilizer application.\u00a0<strong>Improve 4R management:<\/strong> right rate and time, with yield prediction.<\/p><p><img fetchpriority=\"high\" decoding=\"async\" class=\"aligncenter wp-image-52523 size-full\" src=\"https:\/\/metos.global\/wp-content\/uploads\/2023\/02\/yield-prediction-cover-photo.jpg\" alt=\"yield prediction_cover\" width=\"1620\" height=\"711\" srcset=\"https:\/\/metos.global\/wp-content\/uploads\/2023\/02\/yield-prediction-cover-photo.jpg 1620w, https:\/\/metos.global\/wp-content\/uploads\/2023\/02\/yield-prediction-cover-photo-300x132.jpg 300w, https:\/\/metos.global\/wp-content\/uploads\/2023\/02\/yield-prediction-cover-photo-1024x449.jpg 1024w, https:\/\/metos.global\/wp-content\/uploads\/2023\/02\/yield-prediction-cover-photo-768x337.jpg 768w, https:\/\/metos.global\/wp-content\/uploads\/2023\/02\/yield-prediction-cover-photo-1536x674.jpg 1536w, https:\/\/metos.global\/wp-content\/uploads\/2023\/02\/yield-prediction-cover-photo-18x8.jpg 18w\" sizes=\"(max-width: 1620px) 100vw, 1620px\" \/><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4f66c3d elementor-widget elementor-widget-text-editor\" data-id=\"4f66c3d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3>IoT SOLUTION<br \/>FarmView Yield Prediction and Satellite Images with In-field nMETOS or \u03bcMETOS station(s)<\/h3>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-fdf9738 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"fdf9738\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-3445230\" data-id=\"3445230\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-528bc6f elementor-widget elementor-widget-text-editor\" data-id=\"528bc6f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Setup cropzones:<\/strong>\u00a0crop type, seeding date, soil type, highest field average yield potential and choose weather device.<\/p><p>Each inch of water in the soil translate into x bu of yield (given that all other agronomic management issues are taken into account).<\/p><p><em>Examples:<\/em><br \/>\u2022 Canola: 5 to 6 bu for each inch of water in the soil<br \/>\u2022 Wheat: 7 to 8 bu for each inch of water in the soil<br \/>\u2022 Corn: 10 to 12 bu for each inch of water in the soil<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-93bd457\" data-id=\"93bd457\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7c30c1e elementor-widget elementor-widget-image\" data-id=\"7c30c1e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.metos.global\/wp-content\/uploads\/2022\/12\/setup-cropzones_Yield-prediction.jpg\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"Yield prediction - setup cropzones\" data-elementor-lightbox-description=\"Yield prediction - setup cropzones\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6NDk5MDIsInVybCI6Imh0dHBzOlwvXC9tZXRvcy5nbG9iYWxcL3dwLWNvbnRlbnRcL3VwbG9hZHNcLzIwMjJcLzEyXC9zZXR1cC1jcm9wem9uZXNfWWllbGQtcHJlZGljdGlvbi1lMTY3MzQzOTY5NDIwOS5qcGcifQ%3D%3D\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1024\" height=\"520\" data-src=\"https:\/\/metos.global\/wp-content\/uploads\/2022\/12\/setup-cropzones_Yield-prediction-e1673439694209-1024x520.jpg\" class=\"attachment-large size-large wp-image-49902 lazyload\" alt=\"Yield prediction - setup cropzones\" data-srcset=\"https:\/\/metos.global\/wp-content\/uploads\/2022\/12\/setup-cropzones_Yield-prediction-e1673439694209-1024x520.jpg 1024w, https:\/\/metos.global\/wp-content\/uploads\/2022\/12\/setup-cropzones_Yield-prediction-e1673439694209-300x152.jpg 300w, https:\/\/metos.global\/wp-content\/uploads\/2022\/12\/setup-cropzones_Yield-prediction-e1673439694209-768x390.jpg 768w, https:\/\/metos.global\/wp-content\/uploads\/2022\/12\/setup-cropzones_Yield-prediction-e1673439694209-18x9.jpg 18w, https:\/\/metos.global\/wp-content\/uploads\/2022\/12\/setup-cropzones_Yield-prediction-e1673439694209.jpg 1200w\" data-sizes=\"(max-width: 1024px) 100vw, 1024px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1024px; --smush-placeholder-aspect-ratio: 1024\/520;\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Yield prediction - setup cropzones<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-69df045 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"69df045\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-70b7810\" data-id=\"70b7810\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-ce2f65a elementor-widget elementor-widget-text-editor\" data-id=\"ce2f65a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Graph yield prediction:<\/strong>\u00a0view the average and range in yield to date, view the long term normal average or the seasonal adjusted forecast average of yield to date and physiological maturity.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-69f385a\" data-id=\"69f385a\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-9abe2c7 elementor-widget elementor-widget-image\" data-id=\"9abe2c7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.metos.global\/wp-content\/uploads\/2022\/12\/graph_Yield-prediction.jpg\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"Yield prediction graph\" data-elementor-lightbox-description=\"Yield prediction graph\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6NDk5MDAsInVybCI6Imh0dHBzOlwvXC9tZXRvcy5nbG9iYWxcL3dwLWNvbnRlbnRcL3VwbG9hZHNcLzIwMjJcLzEyXC9ncmFwaF9ZaWVsZC1wcmVkaWN0aW9uLWUxNjczNDM5NjA2Mzk4LmpwZyJ9\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1024\" height=\"523\" data-src=\"https:\/\/metos.global\/wp-content\/uploads\/2022\/12\/graph_Yield-prediction-1024x523.jpg\" class=\"attachment-large size-large wp-image-49900 lazyload\" alt=\"Yield prediction graph\" data-srcset=\"https:\/\/metos.global\/wp-content\/uploads\/2022\/12\/graph_Yield-prediction-1024x523.jpg 1024w, https:\/\/metos.global\/wp-content\/uploads\/2022\/12\/graph_Yield-prediction-e1673439606398-300x153.jpg 300w, https:\/\/metos.global\/wp-content\/uploads\/2022\/12\/graph_Yield-prediction-e1673439606398-768x392.jpg 768w, https:\/\/metos.global\/wp-content\/uploads\/2022\/12\/graph_Yield-prediction-e1673439606398-18x9.jpg 18w, https:\/\/metos.global\/wp-content\/uploads\/2022\/12\/graph_Yield-prediction-e1673439606398.jpg 1000w\" data-sizes=\"(max-width: 1024px) 100vw, 1024px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1024px; --smush-placeholder-aspect-ratio: 1024\/523;\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Yield prediction graph<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-562429a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"562429a\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-46e89d8\" data-id=\"46e89d8\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-8027612 elementor-widget elementor-widget-text-editor\" data-id=\"8027612\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>View satellite images:<\/strong>\u00a0view individual images for each date, either LAI or NDVI and see field variability. Graph crop vigor to determine stages of development.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-ad10fad\" data-id=\"ad10fad\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d9c23be elementor-widget elementor-widget-image\" data-id=\"d9c23be\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.metos.global\/wp-content\/uploads\/2022\/12\/satellite-images_Yield-prediction.jpg\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"satellite images_Yield prediction\" data-elementor-lightbox-description=\"satellite images_Yield prediction\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6NDk5MDEsInVybCI6Imh0dHBzOlwvXC9tZXRvcy5nbG9iYWxcL3dwLWNvbnRlbnRcL3VwbG9hZHNcLzIwMjJcLzEyXC9zYXRlbGxpdGUtaW1hZ2VzX1lpZWxkLXByZWRpY3Rpb24tZTE2NzM0Mzk2NjIxMTYuanBnIn0%3D\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1024\" height=\"520\" data-src=\"https:\/\/metos.global\/wp-content\/uploads\/2022\/12\/satellite-images_Yield-prediction-1024x520.jpg\" class=\"attachment-large size-large wp-image-49901 lazyload\" alt=\"satellite images_Yield prediction\" data-srcset=\"https:\/\/metos.global\/wp-content\/uploads\/2022\/12\/satellite-images_Yield-prediction-1024x520.jpg 1024w, https:\/\/metos.global\/wp-content\/uploads\/2022\/12\/satellite-images_Yield-prediction-e1673439662116-300x152.jpg 300w, https:\/\/metos.global\/wp-content\/uploads\/2022\/12\/satellite-images_Yield-prediction-e1673439662116-768x389.jpg 768w, https:\/\/metos.global\/wp-content\/uploads\/2022\/12\/satellite-images_Yield-prediction-e1673439662116-18x9.jpg 18w, https:\/\/metos.global\/wp-content\/uploads\/2022\/12\/satellite-images_Yield-prediction-e1673439662116.jpg 1000w\" data-sizes=\"(max-width: 1024px) 100vw, 1024px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1024px; --smush-placeholder-aspect-ratio: 1024\/520;\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\"><\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-9c2afc1 elementor-widget elementor-widget-text-editor\" data-id=\"9c2afc1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3>Cost Benefits: CropZone Yield Prediction: A Yield Maker or Money Saver<\/h3><p><strong>Three case examples for wheat:<\/strong><\/p><ul><li>The grower purchased yield prediction and weather solution and decided the season was too dry for in-season nitrogen based on cropzone yield prediction to date and maturity (good decision based on weather information). Saved $23,000 in nitrogen costs (plus application costs) and returned about $615,000 (41 bu*$10*1500) on 1,500 acres.<\/li><li>The grower didn\u2019t purchase yield prediction and weather solution and went on gut feeling and added extra nitrogen late season and didn\u2019t have enough rainfall and root zone soil moisture (poor decision which was mostly yield limiting). Extra $23,000 in nitrogen costs (plus application costs) and returned about $600,000 (40 bu*$10*1500) on 1,500 acres.<\/li><li>The grower purchased yield prediction and weather solution and the season was favorable based on cropzone yield prediction and rainfall data and so decided to apply mid season nitrogen (yield in-creased markedly). Extra $23,000 in nitrogen costs (plus application costs), but returned about $765,000 (51 bu*$10*1500) on 1,500 acres.<\/li><\/ul><center><p><strong>IoT Solution Cost: $2,500<br \/>ROI: 9.0 to 50.0 to 1<\/strong><\/p><\/center>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a815a1b elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"a815a1b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1a46d62 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"1a46d62\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-xl\" href=\"\/yield-prediction\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">MORE ABOUT YIELD PREDICTION<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-853979c elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"853979c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6aadc59 elementor-widget elementor-widget-spacer\" data-id=\"6aadc59\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-06e239d elementor-widget elementor-widget-text-editor\" data-id=\"06e239d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3>Voice of the Grower<\/h3><blockquote><p>\u201cThe predicted 18 \u201325 bu\/ac range and 21.8 bu\/ac average for our field aligns quite closely with the actual average yields (20 bu\/ac) we harvested. This was confirmed from combine yield data.\u201d<\/p><\/blockquote><blockquote><p>\u201cThe actual yield on our farm was low as a result of too wet conditions at seeding, perhaps a bit later seeding and lower fertilizer application rate. Knowing the agronomics applied on this crop, the tools is very useful in making future adjustments, especially for things that a farmer can control, such as fertilizer rates, seeding date, seeding rates, depth and pest control.\u201d<\/p><\/blockquote><blockquote><p>\u201cField average yield for 2022 was: 94.5 bu\/acre. Yield prediction was 96 bu\/acre with a range of 80 to 112 bu for the field.\u201d<\/p><\/blockquote>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b39f81b elementor-widget elementor-widget-button\" data-id=\"b39f81b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-md\" href=\"\/blog-news\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-alt-circle-left\"><\/i>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">BACK TO ALL BLOG ENTRIES<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>FarmView Yield Prediction and Satellite Images with In-field nMETOS or \u03bcMETOS station(s). Timely Cropzone Yield Prediction YIELD PREDICTION &#8211; AGRONOMIC ISSUE The yield of any crop is based on the genetic potential of the seed, the amount of spring soil moisture, growing season precipitation (and irrigation), proper fertility rates and other management decisions. Generally speaking, [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":51139,"comment_status":"closed","ping_status":"open","sticky":false,"template":"elementor_header_footer","format":"standard","meta":{"ocean_post_layout":"","ocean_both_sidebars_style":"","ocean_both_sidebars_content_width":0,"ocean_both_sidebars_sidebars_width":0,"ocean_sidebar":"0","ocean_second_sidebar":"0","ocean_disable_margins":"enable","ocean_add_body_class":"","ocean_shortcode_before_top_bar":"","ocean_shortcode_after_top_bar":"","ocean_shortcode_before_header":"","ocean_shortcode_after_header":"","ocean_has_shortcode":"","ocean_shortcode_after_title":"","ocean_shortcode_before_footer_widgets":"","ocean_shortcode_after_footer_widgets":"","ocean_shortcode_before_footer_bottom":"","ocean_shortcode_after_footer_bottom":"","ocean_display_top_bar":"default","ocean_display_header":"default","ocean_header_style":"","ocean_center_header_left_menu":"0","ocean_custom_header_template":"0","ocean_custom_logo":0,"ocean_custom_retina_logo":0,"ocean_custom_logo_max_width":0,"ocean_custom_logo_tablet_max_width":0,"ocean_custom_logo_mobile_max_width":0,"ocean_custom_logo_max_height":0,"ocean_custom_logo_tablet_max_height":0,"ocean_custom_logo_mobile_max_height":0,"ocean_header_custom_menu":"0","ocean_menu_typo_font_family":"0","ocean_menu_typo_font_subset":"","ocean_menu_typo_font_size":0,"ocean_menu_typo_font_size_tablet":0,"ocean_menu_typo_font_size_mobile":0,"ocean_menu_typo_font_size_unit":"px","ocean_menu_typo_font_weight":"","ocean_menu_typo_font_weight_tablet":"","ocean_menu_typo_font_weight_mobile":"","ocean_menu_typo_transform":"","ocean_menu_typo_transform_tablet":"","ocean_menu_typo_transform_mobile":"","ocean_menu_typo_line_height":0,"ocean_menu_typo_line_height_tablet":0,"ocean_menu_typo_line_height_mobile":0,"ocean_menu_typo_line_height_unit":"","ocean_menu_typo_spacing":0,"ocean_menu_typo_spacing_tablet":0,"ocean_menu_typo_spacing_mobile":0,"ocean_menu_typo_spacing_unit":"","ocean_menu_link_color":"","ocean_menu_link_color_hover":"","ocean_menu_link_color_active":"","ocean_menu_link_background":"","ocean_menu_link_hover_background":"","ocean_menu_link_active_background":"","ocean_menu_social_links_bg":"","ocean_menu_social_hover_links_bg":"","ocean_menu_social_links_color":"","ocean_menu_social_hover_links_color":"","ocean_disable_title":"default","ocean_disable_heading":"default","ocean_post_title":"","ocean_post_subheading":"","ocean_post_title_style":"","ocean_post_title_background_color":"","ocean_post_title_background":0,"ocean_post_title_bg_image_position":"","ocean_post_title_bg_image_attachment":"","ocean_post_title_bg_image_repeat":"","ocean_post_title_bg_image_size":"","ocean_post_title_height":0,"ocean_post_title_bg_overlay":0.5,"ocean_post_title_bg_overlay_color":"","ocean_disable_breadcrumbs":"default","ocean_breadcrumbs_color":"","ocean_breadcrumbs_separator_color":"","ocean_breadcrumbs_links_color":"","ocean_breadcrumbs_links_hover_color":"","ocean_display_footer_widgets":"default","ocean_display_footer_bottom":"default","ocean_custom_footer_template":"0","ocean_post_oembed":"","ocean_post_self_hosted_media":"","ocean_post_video_embed":"","ocean_link_format":"","ocean_link_format_target":"self","ocean_quote_format":"","ocean_quote_format_link":"post","ocean_gallery_link_images":"off","ocean_gallery_id":[],"footnotes":""},"categories":[2,154],"tags":[405,114,406,192,134,197,15,292,16,393,407,408,409,402],"class_list":["post-49897","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news","category-pessl-blog","tag-cropzone","tag-farmview","tag-fertilizing","tag-fertilizing-management","tag-irrigation","tag-irrigation-management","tag-metos","tag-metos-by-pessl","tag-pessl-instruments","tag-precipitation","tag-water-management","tag-yield-estimation","tag-yield-performance","tag-yield-prediction","entry","has-media"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Timely Cropzone Yield Prediction - METOS by Pessl Instruments<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/metos.at\/timely-cropzone-yield-prediction\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Timely Cropzone Yield Prediction - METOS by Pessl Instruments\" \/>\n<meta property=\"og:description\" content=\"FarmView Yield Prediction and Satellite Images with In-field nMETOS or \u03bcMETOS station(s). 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METOS by Pessl Instruments","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/metos.at\/timely-cropzone-yield-prediction\/","og_locale":"en_GB","og_type":"article","og_title":"Timely Cropzone Yield Prediction - METOS by Pessl Instruments","og_description":"FarmView Yield Prediction and Satellite Images with In-field nMETOS or \u03bcMETOS station(s). Timely Cropzone Yield Prediction YIELD PREDICTION &#8211; AGRONOMIC ISSUE The yield of any crop is based on the genetic potential of the seed, the amount of spring soil moisture, growing season precipitation (and irrigation), proper fertility rates and other management decisions. 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