{"id":62381,"date":"2025-03-05T15:56:58","date_gmt":"2025-03-05T15:56:58","guid":{"rendered":"https:\/\/metos.global\/?p=62381"},"modified":"2025-03-13T13:43:59","modified_gmt":"2025-03-13T13:43:59","slug":"weather-all-together","status":"publish","type":"post","link":"https:\/\/metos.global\/en\/weather-all-together\/","title":{"rendered":"Weather &#8211; It\u2019s The Variability That\u2019s Hard To Farm With &#8211; PART V &#8211; Putting it all together"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"62381\" class=\"elementor elementor-62381\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-9705e16 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"9705e16\" 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-a98aa19\" data-id=\"a98aa19\" 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-05a6107 elementor-widget elementor-widget-text-editor\" data-id=\"05a6107\" 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>Weather &#8211; It\u2019s The Variability That\u2019s Hard To Farm With<\/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-e2ebd69 elementor-widget elementor-widget-heading\" data-id=\"e2ebd69\" 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\">PART V - PUTTING IT ALL TOGETHER<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c6cbec4 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"c6cbec4\" 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-566682e elementor-widget elementor-widget-text-editor\" data-id=\"566682e\" 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><b>Author:<\/b><span style=\"font-weight: 400;\"> Guy Ash, Global Training Manager, Pessl Instruments<\/span><\/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-6e1a998 elementor-widget elementor-widget-text-editor\" data-id=\"6e1a998\" 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>Throughout the <b><i>Weather &#8211; It\u2019s The Variability That\u2019s Hard To Farm With<\/i><\/b> series, we\u2019ve examined how weather variables &#8211; <span style=\"text-decoration: underline;\"><a href=\"https:\/\/metos.global\/in-field-variability\/\">precipitation<\/a><\/span>, <span style=\"text-decoration: underline;\"><a href=\"https:\/\/metos.global\/weather-variability-temperature\/\">temperature<\/a><\/span>, <span style=\"text-decoration: underline;\"><a href=\"https:\/\/metos.global\/weather-variability-crop-health\/\">humidity<\/a><\/span>, <span style=\"text-decoration: underline;\"><a href=\"https:\/\/metos.global\/weather-variability-crop-health\/\">wind<\/a><\/span>, <span style=\"text-decoration: underline;\"><a href=\"https:\/\/metos.global\/weather-variability-soil-moisture\/\">solar radiation<\/a><\/span>, and <span style=\"text-decoration: underline;\"><a href=\"https:\/\/metos.global\/weather-variability-soil-moisture\/\">soil moisture<\/a><\/span> &#8211; impact crop development and yield potential.<\/p><p>Now, in <strong>Part V<\/strong>, we bring all these elements together and <strong>explore how in-field IoT devices can be used to accurately predict yield<\/strong> and optimize irrigation decisions.<\/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-bad85aa elementor-widget elementor-widget-image\" data-id=\"bad85aa\" 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\/2025\/03\/Weather-V-cover-1024x449.png\" class=\"attachment-large size-large wp-image-62384\" alt=\"\" srcset=\"https:\/\/metos.global\/wp-content\/uploads\/2025\/03\/Weather-V-cover-1024x449.png 1024w, https:\/\/metos.global\/wp-content\/uploads\/2025\/03\/Weather-V-cover-300x132.png 300w, https:\/\/metos.global\/wp-content\/uploads\/2025\/03\/Weather-V-cover-768x337.png 768w, https:\/\/metos.global\/wp-content\/uploads\/2025\/03\/Weather-V-cover-1536x674.png 1536w, https:\/\/metos.global\/wp-content\/uploads\/2025\/03\/Weather-V-cover-18x8.png 18w, https:\/\/metos.global\/wp-content\/uploads\/2025\/03\/Weather-V-cover.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-63e7ecb elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"63e7ecb\" 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-0adfab3 elementor-widget elementor-widget-spacer\" data-id=\"0adfab3\" 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-efa2c20 elementor-widget elementor-widget-text-editor\" data-id=\"efa2c20\" 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><b>PUTTING IT ALL TOGETHER: how to predict yield with an in-field IoT device using temperature, rainfall, soil moisture, and forecasts<\/b><\/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-0289203 elementor-widget elementor-widget-text-editor\" data-id=\"0289203\" 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>Timely and effective <span style=\"text-decoration: underline;\"><a href=\"https:\/\/metos.global\/water-management\/\">irrigation management<\/a><\/span> is critical for maximizing crop yields, especially during the early to mid-reproductive stages of corn and soybeans and with the cost of inputs today. As corn and soybeans enter the early to mid-reproductive stages, irrigation is critical to meet the increasing crop water needs since precipitation and <span style=\"text-decoration: underline;\"><a href=\"https:\/\/metos.global\/soil-moisture-monitoring\/\">soil moisture<\/a><\/span> can\u2019t meet the crop water demand during this period. <strong>Water or moisture stress results when the crop\u2019s water demand is higher than the supply<\/strong> (precipitation and stored soil moisture) and can result in reduced biological processes, leading to yield and\/or quality penalties.<\/p><p>As we discussed throughout this entire <em><strong>Farm Weather Talk<\/strong><\/em> series, we require <span style=\"text-decoration: underline;\"><a href=\"https:\/\/metos.global\/stations-dataloggers\/\">in-field IoT devices<\/a><\/span> and <span style=\"text-decoration: underline;\"><a href=\"https:\/\/metos.global\/weather-forecast\/\">forecasts<\/a> <\/span>to make timely and accurate estimates for any field management decisions. For <span style=\"text-decoration: underline;\"><a href=\"https:\/\/metos.global\/yield-prediction\/\">yield predictions<\/a><\/span> of grain, row or oilseed crops, the two most important environmental factors for good yields are water-use (being the most important) and thermal development, given that all the other agronomic decisions are being done properly (seeding, fertility, pesticides, etc.). <strong>Monitoring for yield can easily be accomplished with an in-field IoT device<\/strong> monitoring precipitation, temperature and a site-specific forecast for an entire field or for defined zones within the field.<\/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-ea455fd elementor-widget elementor-widget-image\" data-id=\"ea455fd\" 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=\"683\" data-src=\"https:\/\/metos.global\/wp-content\/uploads\/2025\/03\/iMETOS_33-4-1024x683.jpg\" class=\"attachment-large size-large wp-image-62385 lazyload\" alt=\"\" data-srcset=\"https:\/\/metos.global\/wp-content\/uploads\/2025\/03\/iMETOS_33-4-1024x683.jpg 1024w, https:\/\/metos.global\/wp-content\/uploads\/2025\/03\/iMETOS_33-4-300x200.jpg 300w, https:\/\/metos.global\/wp-content\/uploads\/2025\/03\/iMETOS_33-4-768x512.jpg 768w, https:\/\/metos.global\/wp-content\/uploads\/2025\/03\/iMETOS_33-4-1536x1025.jpg 1536w, https:\/\/metos.global\/wp-content\/uploads\/2025\/03\/iMETOS_33-4-18x12.jpg 18w\" data-sizes=\"(max-width: 1024px) 100vw, 1024px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1024px; --smush-placeholder-aspect-ratio: 1024\/683;\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">In the picture: Corn Crop being monitored with an in-field IoT Device<\/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-a98bf64 elementor-widget elementor-widget-spacer\" data-id=\"a98bf64\" 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-078a21f elementor-widget elementor-widget-text-editor\" data-id=\"078a21f\" 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>To illustrate the impact of a non-irrigated versus a well managed irrigated field a <strong>case study for corn<\/strong> was undertaken. In this case, we had the weather station in the field, capturing irrigated amounts, rainfall and temperature data and one right next to the field, which is not capturing irrigation events. In this case, the total rain feed precipitation is 19 inches, versus the in-field total for precipitation and irrigation at 27 inches.<\/p><p><strong>Cost benefit of timely and accurate irrigation on Corn Production:<\/strong> The overall difference (rainfed to rainfed-irrigated) had a very significant impact on <span style=\"text-decoration: underline;\"><a href=\"https:\/\/metos.global\/yield-prediction\/\">yield prediction<\/a><\/span> estimates, with the predicted (actual rain and seasonal forecast) yield forecast to physiological mature estimating 276 bu\/acre, the normal season is predicted at 230 bu\/acre. The rainfed and irrigated yield prediction is estimated at 394 bu\/acre or 118 bu\/acre more to physiological maturity. <strong>At $5 corn, that translates into an extra $590 per acre.<\/strong><\/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-4b32b05 elementor-widget elementor-widget-image\" data-id=\"4b32b05\" 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=\"611\" data-src=\"https:\/\/metos.global\/wp-content\/uploads\/2025\/03\/In-the-picture_Impact-of-rainfed-vs-rainfed-irrigated-field-on-yield-prediction-1024x611.png\" class=\"attachment-large size-large wp-image-62386 lazyload\" alt=\"\" data-srcset=\"https:\/\/metos.global\/wp-content\/uploads\/2025\/03\/In-the-picture_Impact-of-rainfed-vs-rainfed-irrigated-field-on-yield-prediction-1024x611.png 1024w, https:\/\/metos.global\/wp-content\/uploads\/2025\/03\/In-the-picture_Impact-of-rainfed-vs-rainfed-irrigated-field-on-yield-prediction-300x179.png 300w, https:\/\/metos.global\/wp-content\/uploads\/2025\/03\/In-the-picture_Impact-of-rainfed-vs-rainfed-irrigated-field-on-yield-prediction-768x458.png 768w, https:\/\/metos.global\/wp-content\/uploads\/2025\/03\/In-the-picture_Impact-of-rainfed-vs-rainfed-irrigated-field-on-yield-prediction-1536x916.png 1536w, https:\/\/metos.global\/wp-content\/uploads\/2025\/03\/In-the-picture_Impact-of-rainfed-vs-rainfed-irrigated-field-on-yield-prediction-18x12.png 18w, https:\/\/metos.global\/wp-content\/uploads\/2025\/03\/In-the-picture_Impact-of-rainfed-vs-rainfed-irrigated-field-on-yield-prediction.png 1600w\" data-sizes=\"(max-width: 1024px) 100vw, 1024px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1024px; --smush-placeholder-aspect-ratio: 1024\/611;\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">In the picture: Impact of rainfed vs rainfed + irrigated field on yield prediction<\/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-17ff5b9 elementor-widget elementor-widget-image\" data-id=\"17ff5b9\" 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=\"497\" data-src=\"https:\/\/metos.global\/wp-content\/uploads\/2025\/03\/In-the-picture_How-Yield-Prediction-by-Pessl-Instruments-works-1024x497.png\" class=\"attachment-large size-large wp-image-62387 lazyload\" alt=\"\" data-srcset=\"https:\/\/metos.global\/wp-content\/uploads\/2025\/03\/In-the-picture_How-Yield-Prediction-by-Pessl-Instruments-works-1024x497.png 1024w, https:\/\/metos.global\/wp-content\/uploads\/2025\/03\/In-the-picture_How-Yield-Prediction-by-Pessl-Instruments-works-300x146.png 300w, https:\/\/metos.global\/wp-content\/uploads\/2025\/03\/In-the-picture_How-Yield-Prediction-by-Pessl-Instruments-works-768x373.png 768w, https:\/\/metos.global\/wp-content\/uploads\/2025\/03\/In-the-picture_How-Yield-Prediction-by-Pessl-Instruments-works-18x9.png 18w, https:\/\/metos.global\/wp-content\/uploads\/2025\/03\/In-the-picture_How-Yield-Prediction-by-Pessl-Instruments-works.png 1443w\" data-sizes=\"(max-width: 1024px) 100vw, 1024px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1024px; --smush-placeholder-aspect-ratio: 1024\/497;\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">In the picture: How Yield Prediction by Pessl Instruments works<\/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-281e911 elementor-widget elementor-widget-image\" data-id=\"281e911\" 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=\"565\" data-src=\"https:\/\/metos.global\/wp-content\/uploads\/2025\/03\/In-the-picture_Setup-of-Yield-Prediction-for-a-zone-or-field-1024x565.png\" class=\"attachment-large size-large wp-image-62388 lazyload\" alt=\"\" data-srcset=\"https:\/\/metos.global\/wp-content\/uploads\/2025\/03\/In-the-picture_Setup-of-Yield-Prediction-for-a-zone-or-field-1024x565.png 1024w, https:\/\/metos.global\/wp-content\/uploads\/2025\/03\/In-the-picture_Setup-of-Yield-Prediction-for-a-zone-or-field-300x165.png 300w, https:\/\/metos.global\/wp-content\/uploads\/2025\/03\/In-the-picture_Setup-of-Yield-Prediction-for-a-zone-or-field-768x424.png 768w, https:\/\/metos.global\/wp-content\/uploads\/2025\/03\/In-the-picture_Setup-of-Yield-Prediction-for-a-zone-or-field-1536x847.png 1536w, https:\/\/metos.global\/wp-content\/uploads\/2025\/03\/In-the-picture_Setup-of-Yield-Prediction-for-a-zone-or-field-18x10.png 18w, https:\/\/metos.global\/wp-content\/uploads\/2025\/03\/In-the-picture_Setup-of-Yield-Prediction-for-a-zone-or-field.png 1599w\" data-sizes=\"(max-width: 1024px) 100vw, 1024px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1024px; --smush-placeholder-aspect-ratio: 1024\/565;\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">In the picture: Setup of Yield Prediction for a zone or field<\/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-ac7361d elementor-widget elementor-widget-image\" data-id=\"ac7361d\" 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=\"611\" data-src=\"https:\/\/metos.global\/wp-content\/uploads\/2025\/03\/In-the-picture_Corn-Yield-Prediction-Results-1024x611.png\" class=\"attachment-large size-large wp-image-62389 lazyload\" alt=\"\" data-srcset=\"https:\/\/metos.global\/wp-content\/uploads\/2025\/03\/In-the-picture_Corn-Yield-Prediction-Results-1024x611.png 1024w, https:\/\/metos.global\/wp-content\/uploads\/2025\/03\/In-the-picture_Corn-Yield-Prediction-Results-300x179.png 300w, https:\/\/metos.global\/wp-content\/uploads\/2025\/03\/In-the-picture_Corn-Yield-Prediction-Results-768x458.png 768w, https:\/\/metos.global\/wp-content\/uploads\/2025\/03\/In-the-picture_Corn-Yield-Prediction-Results-1536x917.png 1536w, https:\/\/metos.global\/wp-content\/uploads\/2025\/03\/In-the-picture_Corn-Yield-Prediction-Results-18x12.png 18w, https:\/\/metos.global\/wp-content\/uploads\/2025\/03\/In-the-picture_Corn-Yield-Prediction-Results.png 1567w\" data-sizes=\"(max-width: 1024px) 100vw, 1024px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1024px; --smush-placeholder-aspect-ratio: 1024\/611;\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">In the picture: Corn Yield Prediction Results<\/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-eed08d8 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"eed08d8\" 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-b971cb3 elementor-widget elementor-widget-spacer\" data-id=\"b971cb3\" 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-33aec1b elementor-widget elementor-widget-text-editor\" data-id=\"33aec1b\" 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>SUMMARY AND CONCLUSION<\/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-fb696f6 elementor-widget elementor-widget-text-editor\" data-id=\"fb696f6\" 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 insights provided in this <em><strong>Farm Weather Talk<\/strong><\/em> highlight the <strong>critical role of in-field IoT devices in addressing weather-related challenges in modern agriculture.<\/strong><\/p><p>Weather variability, whether in precipitation, temperature, relative humidity, or wind speed, directly impacts crop development, yield potential, and the effectiveness of farm operations. Without site-specific data, farmers face significant risks, ranging from reduced yields to inefficiencies in spraying and irrigation.<\/p><ul><li>An <span style=\"text-decoration: underline;\"><a href=\"https:\/\/metos.global\/stations-dataloggers\/\">infield IoT device<\/a><\/span> can be used to measure many critical weather-related production issues, e.g. excess precipitation for fieldwork, spray decision, disease risk, insect development, yield estimates.<\/li><li>An in or near-field weather station can be used to generate site specific, hourly updated, and seasonal <span style=\"text-decoration: underline;\"><a href=\"https:\/\/metos.global\/weather-forecast\/\">weather forecasts<\/a><\/span> and work planning solutions, which is critical for field management.<\/li><li>Tracking of field-specific current and forecasted spray conditions can same time, money and complaint issues.<\/li><li>In-field <span style=\"text-decoration: underline;\"><a href=\"https:\/\/metos.global\/disease-models\/\">disease pressure\/risk<\/a><\/span> can be managed in an economical and sustainable manner.<\/li><li>With an in-or-near field weather station and site-specific forecast, a <span style=\"text-decoration: underline;\"><a href=\"https:\/\/metos.global\/yield-prediction\/\">yield prediction<\/a><\/span> to date and physiological maturity can be generated for the current year and long-term normal.<\/li><li>Considering the economic losses from inappropriate field management decisions from site-specific weather-related issues (10 to 30%), the cost of a field IoT device is a small fraction for any one of these issues.<\/li><\/ul><p>In conclusion, <strong>adopting in-field IoT devices is no longer an option but a necessity for efficient and sustainable field management.<\/strong> The potential to reduce economic losses, improve operational efficiency, and achieve better yields far outweighs the initial investment. As <span style=\"text-decoration: underline;\"><a href=\"https:\/\/metos.global\/farm-weather-talk-005-climate-change-variability\/\">climate variability<\/a><\/span> continues to increase, these tools will become even more essential in mitigating risks and ensuring the resilience of modern agricultural practices.<\/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\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-4653876 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4653876\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;shape_divider_top&quot;:&quot;waves&quot;}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t<div class=\"elementor-shape elementor-shape-top\" aria-hidden=\"true\" data-negative=\"false\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 1000 100\" preserveAspectRatio=\"none\">\n\t<path class=\"elementor-shape-fill\" d=\"M421.9,6.5c22.6-2.5,51.5,0.4,75.5,5.3c23.6,4.9,70.9,23.5,100.5,35.7c75.8,32.2,133.7,44.5,192.6,49.7\n\tc23.6,2.1,48.7,3.5,103.4-2.5c54.7-6,106.2-25.6,106.2-25.6V0H0v30.3c0,0,72,32.6,158.4,30.5c39.2-0.7,92.8-6.7,134-22.4\n\tc21.2-8.1,52.2-18.2,79.7-24.2C399.3,7.9,411.6,7.5,421.9,6.5z\"\/>\n<\/svg>\t\t<\/div>\n\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-d3bf71f\" data-id=\"d3bf71f\" 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-bbb71e1 elementor-widget elementor-widget-heading\" data-id=\"bbb71e1\" 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\"><b>Enjoyed this?<\/b><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ffaed24 elementor-widget elementor-widget-text-editor\" data-id=\"ffaed24\" 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><span style=\"font-weight: 400;\">To get all <strong>five parts<\/strong> of this series in a comprehensive guide, enter your email and receive the <strong>FULL eBook<\/strong>!<\/span><\/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-a581a81 elementor-widget__width-initial elementor-widget elementor-widget-image\" data-id=\"a581a81\" 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\" width=\"1080\" height=\"996\" data-src=\"https:\/\/metos.global\/wp-content\/uploads\/2025\/03\/WEATHER-variability-Brochure_Front-page-mockup.png\" class=\"attachment-full size-full wp-image-62424 lazyload\" alt=\"\" data-srcset=\"https:\/\/metos.global\/wp-content\/uploads\/2025\/03\/WEATHER-variability-Brochure_Front-page-mockup.png 1080w, https:\/\/metos.global\/wp-content\/uploads\/2025\/03\/WEATHER-variability-Brochure_Front-page-mockup-300x277.png 300w, https:\/\/metos.global\/wp-content\/uploads\/2025\/03\/WEATHER-variability-Brochure_Front-page-mockup-1024x944.png 1024w, https:\/\/metos.global\/wp-content\/uploads\/2025\/03\/WEATHER-variability-Brochure_Front-page-mockup-768x708.png 768w, https:\/\/metos.global\/wp-content\/uploads\/2025\/03\/WEATHER-variability-Brochure_Front-page-mockup-13x12.png 13w\" data-sizes=\"(max-width: 1080px) 100vw, 1080px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1080px; 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That&#8217;s Hard To Farm With series, we explore how in-field IoT devices can be used to accurately predict yield and optimize irrigation 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