{"id":58808,"date":"2024-03-11T10:55:02","date_gmt":"2024-03-11T10:55:02","guid":{"rendered":"https:\/\/metos.global\/?p=58808"},"modified":"2024-03-11T10:56:41","modified_gmt":"2024-03-11T10:56:41","slug":"whats-the-yield-going-to-be","status":"publish","type":"post","link":"https:\/\/metos.global\/en\/whats-the-yield-going-to-be\/","title":{"rendered":"What\u2019s the Yield going to be?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"58808\" class=\"elementor elementor-58808\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-9631590 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"9631590\" 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-6e5dc3d\" data-id=\"6e5dc3d\" 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-69f5a32 elementor-widget elementor-widget-heading\" data-id=\"69f5a32\" 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\">USE CASE: In-Field Yield Prediction\nat EMILI and Innovations Farms<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9a2ebd3 elementor-widget elementor-widget-text-editor\" data-id=\"9a2ebd3\" 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<h2><b>What\u2019s the Yield going to be?<\/b><\/h2>\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-a75da9f elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"a75da9f\" 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-4119df6 elementor-widget elementor-widget-text-editor\" data-id=\"4119df6\" 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>This is perhaps the most thought about question throughout the growing season, and as the song goes by Luke Bryan \u201crain is a good thing, it makes grain (corn)\u201d. In dryland agriculture, yield comes down to two important environmental factors: <strong>water supply and thermal development<\/strong>, with the water supply by far the most important variable. Of course, the proper field management techniques are critical (fertility, weeds, disease, and insect management), but if you don\u2019t have good environmental conditions, all the field management may not be possible.<\/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-324b67d elementor-widget elementor-widget-image\" data-id=\"324b67d\" 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\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"449\" src=\"https:\/\/metos.global\/wp-content\/uploads\/2024\/03\/Innovation-and-Food-Security-in-Agriculture-cover-photo-1024x449.png\" class=\"attachment-large size-large wp-image-58809\" alt=\"Innovation-and-Food-Security-in-Agriculture-cover-photo\" srcset=\"https:\/\/metos.global\/wp-content\/uploads\/2024\/03\/Innovation-and-Food-Security-in-Agriculture-cover-photo-1024x449.png 1024w, https:\/\/metos.global\/wp-content\/uploads\/2024\/03\/Innovation-and-Food-Security-in-Agriculture-cover-photo-300x132.png 300w, https:\/\/metos.global\/wp-content\/uploads\/2024\/03\/Innovation-and-Food-Security-in-Agriculture-cover-photo-768x337.png 768w, https:\/\/metos.global\/wp-content\/uploads\/2024\/03\/Innovation-and-Food-Security-in-Agriculture-cover-photo-1536x674.png 1536w, https:\/\/metos.global\/wp-content\/uploads\/2024\/03\/Innovation-and-Food-Security-in-Agriculture-cover-photo-18x8.png 18w, https:\/\/metos.global\/wp-content\/uploads\/2024\/03\/Innovation-and-Food-Security-in-Agriculture-cover-photo.png 1620w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\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-8a4d39f elementor-widget elementor-widget-spacer\" data-id=\"8a4d39f\" 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-671309a elementor-widget elementor-widget-text-editor\" data-id=\"671309a\" 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>The first figure below illustrates corn growth stages, water-use curve by growth stage, root depth by growth stage, and water-use by root depth. As stated above, the importance of water supply is clearly illustrated, where, with warm to hot temperatures, up to 9 mm or over 1\/3 inch of water can be used each day. In one week, this is 2 \u00bd inches or 63 mm of water required. To put this another way, this requirement of water used must be met by soil moisture, irrigation, and\/or precipitation to maintain optimum growth, and if not, there is the potential for moisture stress and reduced yield.<\/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-f5a202a elementor-widget elementor-widget-image\" data-id=\"f5a202a\" 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<img decoding=\"async\" width=\"1024\" height=\"634\" data-src=\"https:\/\/metos.global\/wp-content\/uploads\/2024\/03\/Fig-1_Corn-Water-Uptake-and-Estimated-Root-Zone-1024x634.png\" class=\"attachment-large size-large wp-image-58828 lazyload\" alt=\"Fig (1)_Corn Water Uptake and Estimated Root Zone\" data-srcset=\"https:\/\/metos.global\/wp-content\/uploads\/2024\/03\/Fig-1_Corn-Water-Uptake-and-Estimated-Root-Zone-1024x634.png 1024w, https:\/\/metos.global\/wp-content\/uploads\/2024\/03\/Fig-1_Corn-Water-Uptake-and-Estimated-Root-Zone-300x186.png 300w, https:\/\/metos.global\/wp-content\/uploads\/2024\/03\/Fig-1_Corn-Water-Uptake-and-Estimated-Root-Zone-768x475.png 768w, https:\/\/metos.global\/wp-content\/uploads\/2024\/03\/Fig-1_Corn-Water-Uptake-and-Estimated-Root-Zone-18x12.png 18w, https:\/\/metos.global\/wp-content\/uploads\/2024\/03\/Fig-1_Corn-Water-Uptake-and-Estimated-Root-Zone.png 1478w\" data-sizes=\"(max-width: 1024px) 100vw, 1024px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1024px; --smush-placeholder-aspect-ratio: 1024\/634;\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Fig. 1: Corn Water Uptake and Estimated Root Zone<\/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<div class=\"elementor-element elementor-element-d793797 elementor-widget elementor-widget-spacer\" data-id=\"d793797\" 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-86826c0 elementor-widget elementor-widget-text-editor\" data-id=\"86826c0\" 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>We\u2019ve previously talked about the <span style=\"text-decoration: underline;\"><strong><a href=\"\/yield-prediction\/\">METOS<sup>\u00ae<\/sup> Yield Prediction<\/a><\/strong><\/span> solution in <span style=\"text-decoration: underline;\"><a href=\"\/farm-weather-talk-003-yield-prediction\/\">Farm Weather Talk #003 \u2013 Yield Prediction<\/a><\/span>, <span style=\"text-decoration: underline;\"><a href=\"\/farm-weather-talk-007-whats-my-in-season-yield-potential\/\">Farm Weather Talk #007 \u2013 What\u2019s My In-Season Yield Potential<\/a><\/span>, and <span style=\"text-decoration: underline;\"><a href=\"\/smart-farming-in-action\/\">Smart Farming in Action: Validating METOS<sup>\u00ae<\/sup> Wheat Yield Prediction in Olds, Canada<\/a><\/span> but further field tested the <strong>METOS\u00ae Yield Prediction<\/strong> solution for corn, at <strong>EMILI and Innovation Farms<\/strong> (grower farm) for the 2023 growing season.<\/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-c2d25b0 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"c2d25b0\" 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-5d55ec4 elementor-widget elementor-widget-spacer\" data-id=\"5d55ec4\" 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-f74a50d elementor-widget elementor-widget-text-editor\" data-id=\"f74a50d\" 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>EMILI and Innovation Farms<\/h3>\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-7e874da elementor-widget elementor-widget-text-editor\" data-id=\"7e874da\" 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>Innovation Farms Powered by AgExpert is a 5,500-acre spaced across a commercial seed farm (Rutherford Farms), allowing innovators to test, validate, and demonstrate novel technologies and practices.<\/p><p>Innovation Farms Powered by AgExpert provides innovators across industry and academia access to leading-edge equipment, technology, and production practices to develop viable solutions to the diverse agronomic and technological constraints and opportunities farmers face.<\/p><p>In one of their many trials at EMILI and Innovations Farms, the <strong><span style=\"text-decoration: underline;\"><a href=\"\/yield-prediction\/\">Yield Prediction<\/a><\/span><\/strong> and satellite solution for corn were tested on a field scale.<\/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-848f9c1 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"848f9c1\" 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-619d5b3 elementor-widget elementor-widget-spacer\" data-id=\"619d5b3\" 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-073043c elementor-widget elementor-widget-text-editor\" data-id=\"073043c\" 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>Field Trial at EMILI<\/h3>\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-e294cb0 elementor-widget elementor-widget-text-editor\" data-id=\"e294cb0\" 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>The hybrid used in this study was North Star 271, which is rated as very good for drought tolerance. The Yield Prediction and satellite solution were setup for a field-scale evaluation, as highlighted in the image below. The user can either digitize the cropzone or field boundary manually or import a geojson or shape file.<\/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-f1dc7c2 elementor-widget elementor-widget-image\" data-id=\"f1dc7c2\" 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<img decoding=\"async\" width=\"1024\" height=\"494\" data-src=\"https:\/\/metos.global\/wp-content\/uploads\/2024\/03\/Figure-2_Field-location-for-evaluation-of-the-Yield-Prediction-solution-at-EMILI-1024x494.png\" class=\"attachment-large size-large wp-image-58829 lazyload\" alt=\"Figure 2_Field location for evaluation of the Yield Prediction solution at EMILI\" data-srcset=\"https:\/\/metos.global\/wp-content\/uploads\/2024\/03\/Figure-2_Field-location-for-evaluation-of-the-Yield-Prediction-solution-at-EMILI-1024x494.png 1024w, https:\/\/metos.global\/wp-content\/uploads\/2024\/03\/Figure-2_Field-location-for-evaluation-of-the-Yield-Prediction-solution-at-EMILI-300x145.png 300w, https:\/\/metos.global\/wp-content\/uploads\/2024\/03\/Figure-2_Field-location-for-evaluation-of-the-Yield-Prediction-solution-at-EMILI-768x370.png 768w, https:\/\/metos.global\/wp-content\/uploads\/2024\/03\/Figure-2_Field-location-for-evaluation-of-the-Yield-Prediction-solution-at-EMILI-18x9.png 18w, https:\/\/metos.global\/wp-content\/uploads\/2024\/03\/Figure-2_Field-location-for-evaluation-of-the-Yield-Prediction-solution-at-EMILI.png 1386w\" data-sizes=\"(max-width: 1024px) 100vw, 1024px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1024px; --smush-placeholder-aspect-ratio: 1024\/494;\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Fig. 2: Field location for evaluation of the Yield Prediction solution at EMILI<\/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<div class=\"elementor-element elementor-element-0177b9c elementor-widget elementor-widget-spacer\" data-id=\"0177b9c\" 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-ce5417c elementor-widget elementor-widget-text-editor\" data-id=\"ce5417c\" 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>The next step is to customize the cropzone of the field settings. In the first box below, Maize was selected with a sowing date of May 11, 2023, and an expected harvest date of September 30, 2023. The second red box deals with fine-tuning the maturity date and yield expectations. This allows the user to adjust for different maturity group ratings and expectations in their region. The yield adjustment also allows the user to fine-tune individual variety yield differences and expectations for their region. Here, an average maturity date of September 27, 2023, was set, with an average yield expectation of 152 bu\/acre. In the third box, there are a number of important settings.<\/p><ol><li><strong>Best possible average yields:<\/strong> In a very good year (optimal water conditions, no pests or diseases), how high could your yield realistically be? In the Yield Prediction graph, this will cut off the prediction (upper limit). This was set at 150 bu\/acre.<\/li><li><strong>Air temperature and rain source:<\/strong> The yield predictor requires a <span style=\"text-decoration: underline;\"><a href=\"\/sensors\/\">temperature and rain sensor<\/a><\/span> installed near the cropzone (10 km \/ 6 mi radius). At least one of the selected stations must have an active <span style=\"text-decoration: underline;\"><a href=\"https:\/\/shop.metos.at\/collections\/agriculture-crops\/products\/weather-forecast-subscription\">Weather Forecast license<\/a><\/span>, since Yield Prediction uses seasonal weather forecasts and <span style=\"text-decoration: underline;\"><a href=\"\/new-fieldclimate-feature-history-climate-page\/\">historical weather data<\/a><\/span>. It\u2019s preferred to have the rain source in the field, since this is very important for the Yield Prediction calculation. In this case, the rain measurement was from the actual field, while the temperature and forecast were from a station 6 km from the field.<\/li><li><strong>Soil texture:<\/strong> Select the prevailing soil texture within your cropzone. The list is based on USDA soil texture classification or defined based on your own custom soil texture results. This was set to custom since a field-installed <span style=\"text-decoration: underline;\"><a href=\"\/soil-moisture-sensors\/\">soil moisture probe<\/a><\/span> helped define the values of field capacity and wilting point. These were set to 57 and 23, respectively.<\/li><li><strong>Initial soil moisture:<\/strong> The yield predictor needs an estimate of the actual available soil water at sowing. You can use your experience here; how much precipitation did you observe prior to sowing? You can also check the <span style=\"text-decoration: underline;\"><a href=\"\/precipitation-sensors\/\">precipitation measurements<\/a><\/span> of your nearest station. You can also use a local soil moisture probe to make an estimate of the amount of water in a 1 meter or 3.3-foot rooting depth. This was set to full based on the observations from the soil moisture probe (see Fig. 4).<\/li><\/ol>\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-45da37e elementor-widget elementor-widget-image\" data-id=\"45da37e\" 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<img decoding=\"async\" width=\"1024\" height=\"494\" data-src=\"https:\/\/metos.global\/wp-content\/uploads\/2024\/03\/Fig.-3_Yield-Prediction-Settings-at-EMILI-\u2013-Innovation-Farms-1024x494.png\" class=\"attachment-large size-large wp-image-58830 lazyload\" alt=\"Fig. 3_Yield Prediction Settings at EMILI \u2013 Innovation Farms\" data-srcset=\"https:\/\/metos.global\/wp-content\/uploads\/2024\/03\/Fig.-3_Yield-Prediction-Settings-at-EMILI-\u2013-Innovation-Farms-1024x494.png 1024w, https:\/\/metos.global\/wp-content\/uploads\/2024\/03\/Fig.-3_Yield-Prediction-Settings-at-EMILI-\u2013-Innovation-Farms-300x145.png 300w, https:\/\/metos.global\/wp-content\/uploads\/2024\/03\/Fig.-3_Yield-Prediction-Settings-at-EMILI-\u2013-Innovation-Farms-768x370.png 768w, https:\/\/metos.global\/wp-content\/uploads\/2024\/03\/Fig.-3_Yield-Prediction-Settings-at-EMILI-\u2013-Innovation-Farms-18x9.png 18w, https:\/\/metos.global\/wp-content\/uploads\/2024\/03\/Fig.-3_Yield-Prediction-Settings-at-EMILI-\u2013-Innovation-Farms.png 1483w\" data-sizes=\"(max-width: 1024px) 100vw, 1024px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1024px; --smush-placeholder-aspect-ratio: 1024\/494;\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Fig. 3: Yield Prediction Settings at EMILI \u2013 Innovation Farms<\/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<div class=\"elementor-element elementor-element-33b3455 elementor-widget elementor-widget-image\" data-id=\"33b3455\" 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<img decoding=\"async\" width=\"1024\" height=\"510\" data-src=\"https:\/\/metos.global\/wp-content\/uploads\/2024\/03\/Fig.-4_High-VWC-in-all-soil-moisture-sensors-to-90-cm-early-in-the-spring-1024x510.png\" class=\"attachment-large size-large wp-image-58831 lazyload\" alt=\"Fig. 4_High VWC % in all soil moisture sensors to 90 cm early in the spring\" data-srcset=\"https:\/\/metos.global\/wp-content\/uploads\/2024\/03\/Fig.-4_High-VWC-in-all-soil-moisture-sensors-to-90-cm-early-in-the-spring-1024x510.png 1024w, https:\/\/metos.global\/wp-content\/uploads\/2024\/03\/Fig.-4_High-VWC-in-all-soil-moisture-sensors-to-90-cm-early-in-the-spring-300x149.png 300w, https:\/\/metos.global\/wp-content\/uploads\/2024\/03\/Fig.-4_High-VWC-in-all-soil-moisture-sensors-to-90-cm-early-in-the-spring-768x383.png 768w, https:\/\/metos.global\/wp-content\/uploads\/2024\/03\/Fig.-4_High-VWC-in-all-soil-moisture-sensors-to-90-cm-early-in-the-spring-18x9.png 18w, https:\/\/metos.global\/wp-content\/uploads\/2024\/03\/Fig.-4_High-VWC-in-all-soil-moisture-sensors-to-90-cm-early-in-the-spring.png 1499w\" data-sizes=\"(max-width: 1024px) 100vw, 1024px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1024px; --smush-placeholder-aspect-ratio: 1024\/510;\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Fig. 4: High VWC % in all soil moisture sensors to 90 cm early in the spring<\/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<div class=\"elementor-element elementor-element-3e23369 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"3e23369\" 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-5281389 elementor-widget elementor-widget-spacer\" data-id=\"5281389\" 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-42a67be elementor-widget elementor-widget-text-editor\" data-id=\"42a67be\" 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>What was learned this year?<\/h3>\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-967ee8b elementor-widget elementor-widget-text-editor\" data-id=\"967ee8b\" 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>The collection of field-level weather data is critical:<\/strong> It is very important to have localized weather data for the Yield Prediction solution to work optimally. Since yield is influenced by soil moisture, which is determined by rainfall, it is highly recommended that an automated rain bucket be installed at the field. The random nature of rainfall events from localized showers and thunderstorms drives this <span style=\"text-decoration: underline;\"><a href=\"\/farm-weather-talk-005-climate-change-variability\/\">field-to-field variability<\/a><\/span>. The temperature measure can also be taken from the field station, but is not as variable as the rainfall measurements, so this can be from another station within a 10 km radius.<\/p><p>Four IoT devices measuring precipitation were compared and were all within 6 to 10 km apart. The IoT device located right at the corn field had a total of about 162 mm of precipitation from May 2 to September 2, which is well below the long-term normal of 312mm. The IoT device just to the west of the field (about 6 km) had 169 mm for the same period, while the IoT device further west (about 10 km) had 234 mm and one southwest of the field (about 8km) had 200mm. Furthermore, 73 mm of the 162 mm (~45%) at the field IoT device fell during July, a critical time for pollination and cob fill.<\/p><p>This clearly illustrates the large spatial variability in precipitation (72 mm between the IoT devices used in this study) on the Canadian Prairies and the need for <span style=\"text-decoration: underline;\"><a href=\"\/stations-dataloggers\/\">in-field IoT devices<\/a><\/span> for Yield Prediction or any crop analysis. To put it another way, the difference in rainfall totals equates to about a 15 to 30 bu\/acre difference in corn yield.<\/p><p><strong>So what are the results?<\/strong><\/p><p>Read them in the new brochure <em><strong>below<\/strong><\/em>.<\/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-03f59e3 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"03f59e3\" 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-89cf6f7 elementor-widget elementor-widget-spacer\" data-id=\"89cf6f7\" 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<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-0b804c4 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0b804c4\" 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-0041d20\" data-id=\"0041d20\" 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-6e7bf14 elementor-widget elementor-widget-text-editor\" data-id=\"6e7bf14\" 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>Do you want to know what your field&#8217;s yield potential is?<\/h3>\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-7ad7a83 elementor-widget elementor-widget-text-editor\" data-id=\"7ad7a83\" 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<div dir=\"auto\">Then say hello to our game-changing solution &#8211; the \ud835\udc18\ud835\udc22\ud835\udc1e\ud835\udc25\ud835\udc1d \ud835\udc0f\ud835\udc2b\ud835\udc1e\ud835\udc1d\ud835\udc22\ud835\udc1c\ud835\udc2d\ud835\udc22\ud835\udc28\ud835\udc27 \ud835\udc01\ud835\udc2e\ud835\udc27\ud835\udc1d\ud835\udc25\ud835\udc1e!<\/div><div dir=\"auto\">\u00a0<\/div><div dir=\"auto\"><div class=\"x11i5rnm xat24cr x1mh8g0r x1vvkbs xtlvy1s x126k92a\"><div dir=\"auto\"><div class=\"x11i5rnm xat24cr x1mh8g0r x1vvkbs xtlvy1s x126k92a\"><div dir=\"auto\"><span class=\"x3nfvp2 x1j61x8r x1fcty0u xdj266r xhhsvwb xat24cr xgzva0m xxymvpz xlup9mm x1kky2od\"><img decoding=\"async\" class=\"xz74otr lazyload\" data-src=\"https:\/\/static.xx.fbcdn.net\/images\/emoji.php\/v9\/tf4\/1\/16\/2728.png\" alt=\"\u2728\" width=\"16\" height=\"16\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 16px; --smush-placeholder-aspect-ratio: 16\/16;\" \/><\/span><strong>What&#8217;s Inside?<\/strong> <span class=\"x3nfvp2 x1j61x8r x1fcty0u xdj266r xhhsvwb xat24cr xgzva0m xxymvpz xlup9mm x1kky2od\"><img decoding=\"async\" class=\"xz74otr lazyload\" data-src=\"https:\/\/static.xx.fbcdn.net\/images\/emoji.php\/v9\/tf4\/1\/16\/2728.png\" alt=\"\u2728\" width=\"16\" height=\"16\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 16px; --smush-placeholder-aspect-ratio: 16\/16;\" \/><\/span><\/div><div dir=\"auto\"><span class=\"x3nfvp2 x1j61x8r x1fcty0u xdj266r xhhsvwb xat24cr xgzva0m xxymvpz xlup9mm x1kky2od\"><img decoding=\"async\" class=\"xz74otr lazyload\" data-src=\"https:\/\/static.xx.fbcdn.net\/images\/emoji.php\/v9\/t4c\/1\/16\/25aa.png\" alt=\"\u25aa\ufe0f\" width=\"16\" height=\"16\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 16px; --smush-placeholder-aspect-ratio: 16\/16;\" \/><\/span> <span style=\"text-decoration: underline;\"><a href=\"https:\/\/shop.metos.at\/collections\/agriculture-crops\/products\/month-trial-imetos-vws\">Virtual Weather Station (VWS) with Weather Forecast Subscription<\/a><\/span><\/div><div dir=\"auto\"><span class=\"x3nfvp2 x1j61x8r x1fcty0u xdj266r xhhsvwb xat24cr xgzva0m xxymvpz xlup9mm x1kky2od\"><img decoding=\"async\" class=\"xz74otr lazyload\" data-src=\"https:\/\/static.xx.fbcdn.net\/images\/emoji.php\/v9\/t4c\/1\/16\/25aa.png\" alt=\"\u25aa\ufe0f\" width=\"16\" height=\"16\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 16px; --smush-placeholder-aspect-ratio: 16\/16;\" \/><\/span> <span style=\"text-decoration: underline;\"><a href=\"https:\/\/shop.metos.at\/products\/yield-prediction-subscription\">Yield Prediction (YP) Subscription<\/a><\/span><\/div><div dir=\"auto\">\u00a0<\/div><\/div><div class=\"x11i5rnm xat24cr x1mh8g0r x1vvkbs xtlvy1s x126k92a\"><div dir=\"auto\"><span class=\"x3nfvp2 x1j61x8r x1fcty0u xdj266r xhhsvwb xat24cr xgzva0m xxymvpz xlup9mm x1kky2od\"><img decoding=\"async\" class=\"xz74otr lazyload\" data-src=\"https:\/\/static.xx.fbcdn.net\/images\/emoji.php\/v9\/tc6\/1\/16\/1f680.png\" alt=\"\ud83d\ude80\" width=\"16\" height=\"16\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 16px; --smush-placeholder-aspect-ratio: 16\/16;\" \/><\/span> <strong>Activate and Go!<\/strong> <span class=\"x3nfvp2 x1j61x8r x1fcty0u xdj266r xhhsvwb xat24cr xgzva0m xxymvpz xlup9mm x1kky2od\"><img decoding=\"async\" class=\"xz74otr lazyload\" data-src=\"https:\/\/static.xx.fbcdn.net\/images\/emoji.php\/v9\/tc6\/1\/16\/1f680.png\" alt=\"\ud83d\ude80\" width=\"16\" height=\"16\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 16px; --smush-placeholder-aspect-ratio: 16\/16;\" \/><\/span><\/div><div dir=\"auto\">With our bundle, you get everything you need in one neat package. Just one activation code, plug it in, and you&#8217;re good to go for three months!<\/div><\/div><\/div><\/div><\/div>\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-c3dd955 elementor-align-left elementor-widget elementor-widget-button\" data-id=\"c3dd955\" 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-sm\" href=\"https:\/\/shop.metos.at\/collections\/agriculture-crops\/products\/yield-prediction-bundle\">\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\">ACTIVATE HERE<\/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<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-4e4e2e7\" data-id=\"4e4e2e7\" 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-10c9122 elementor-widget elementor-widget-image\" data-id=\"10c9122\" 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\t\t\t\t<a href=\"https:\/\/shop.metos.at\/collections\/agriculture-crops\/products\/yield-prediction-bundle\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1024\" height=\"1024\" data-src=\"https:\/\/metos.global\/wp-content\/uploads\/2024\/03\/Yield-Prediction-Bundle-1024x1024.jpg\" class=\"attachment-large size-large wp-image-58815 lazyload\" alt=\"Yield Prediction Bundle\" data-srcset=\"https:\/\/metos.global\/wp-content\/uploads\/2024\/03\/Yield-Prediction-Bundle-1024x1024.jpg 1024w, https:\/\/metos.global\/wp-content\/uploads\/2024\/03\/Yield-Prediction-Bundle-300x300.jpg 300w, https:\/\/metos.global\/wp-content\/uploads\/2024\/03\/Yield-Prediction-Bundle-150x150.jpg 150w, https:\/\/metos.global\/wp-content\/uploads\/2024\/03\/Yield-Prediction-Bundle-768x768.jpg 768w, https:\/\/metos.global\/wp-content\/uploads\/2024\/03\/Yield-Prediction-Bundle-12x12.jpg 12w, https:\/\/metos.global\/wp-content\/uploads\/2024\/03\/Yield-Prediction-Bundle-600x600.jpg 600w, https:\/\/metos.global\/wp-content\/uploads\/2024\/03\/Yield-Prediction-Bundle.jpg 1080w\" data-sizes=\"(max-width: 1024px) 100vw, 1024px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1024px; --smush-placeholder-aspect-ratio: 1024\/1024;\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\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\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-top-section elementor-element elementor-element-e372846 elementor-section-content-top elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e372846\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\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-top-column elementor-element elementor-element-7fbd8b3\" data-id=\"7fbd8b3\" 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-c09564b elementor-widget elementor-widget-heading\" data-id=\"c09564b\" 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<h2 class=\"elementor-heading-title elementor-size-default\">Want to learn more?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4537b1f elementor-widget elementor-widget-text-editor\" data-id=\"4537b1f\" 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>Download the <strong>In-Field Yield Prediction at EMILI and Innovations Farms <\/strong>brochure.<\/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-e90126d elementor-widget elementor-widget-image\" data-id=\"e90126d\" 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\t\t\t<img decoding=\"async\" data-src=\"https:\/\/metos.global\/wp-content\/uploads\/elementor\/thumbs\/Use_Case-In-Field_Yield_Prediction-mockup-ql1pd0ft9n4ah6j198k23vlf9jd19s9t4der7xe3yg.png\" title=\"Use_Case-In-Field_Yield_Prediction-mockup\" alt=\"Use_Case-In-Field_Yield_Prediction-mockup\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" style=\"--smush-placeholder-width: 500px; 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This is perhaps the most thought about question throughout the growing season, and as the song goes by Luke Bryan \u201crain is a good thing, it makes grain (corn)\u201d. In dryland agriculture, yield comes down to two important environmental [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":58810,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"elementor_header_footer","format":"standard","meta":{"ocean_front_end_style_editor":"no","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":"on","ocean_gallery_id":[],"footnotes":""},"categories":[2,154,12],"tags":[573,643,641,644,198,456,642,393,443,571,402],"class_list":["post-58808","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news","category-pessl-blog","category-press","tag-field-management","tag-field-level-weather-data","tag-growth-stages","tag-localized-weather-data","tag-metos-by-pessl-instruments","tag-metosbypessl","tag-moisture-stress","tag-precipitation","tag-satellite-imagery","tag-water-supply","tag-yield-prediction","entry","has-media"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>What\u2019s the Yield going to be? 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