{"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\/de\/whats-the-yield-going-to-be\/","title":{"rendered":"Wie hoch wird die Rendite sein?"},"content":{"rendered":"<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: Ertragsvorhersage auf dem Feld\nbei EMILI und 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>Wie hoch wird die Rendite sein?<\/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>Dies ist vielleicht die Frage, \u00fcber die w\u00e4hrend der gesamten Vegetationsperiode am meisten nachgedacht wird, und wie es in dem Lied von Luke Bryan hei\u00dft: \"Regen ist eine gute Sache, er macht Korn (Mais)\". In der Trockenlandwirtschaft h\u00e4ngt der Ertrag von zwei wichtigen Umweltfaktoren ab: <strong>Wasserversorgung und thermische Entwicklung<\/strong>wobei die Wasserversorgung bei weitem die wichtigste Variable ist. Nat\u00fcrlich sind die richtigen Feldbewirtschaftungstechniken von entscheidender Bedeutung (Fruchtbarkeit, Unkraut-, Krankheits- und Insektenbek\u00e4mpfung), aber wenn keine guten Umweltbedingungen herrschen, ist die gesamte Feldbewirtschaftung m\u00f6glicherweise nicht m\u00f6glich.<\/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 und Lebensmittelsicherheit in der Landwirtschaft-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>Die erste Abbildung unten zeigt die Wachstumsstadien von Mais, die Wassernutzungskurve nach Wachstumsstadium, die Wurzeltiefe nach Wachstumsstadium und den Wasserverbrauch nach Wurzeltiefe. Wie bereits erw\u00e4hnt, wird die Bedeutung der Wasserversorgung deutlich, da bei warmen bis hei\u00dfen Temperaturen t\u00e4glich bis zu 9 mm oder \u00fcber 1\/3 Zoll Wasser verbraucht werden k\u00f6nnen. In einer Woche sind dies 2 \u00bd Zoll oder 63 mm Wasserbedarf. Anders ausgedr\u00fcckt: Dieser Wasserbedarf muss durch Bodenfeuchtigkeit, Bew\u00e4sserung und\/oder Niederschl\u00e4ge gedeckt werden, um ein optimales Wachstum zu gew\u00e4hrleisten; andernfalls besteht die Gefahr von Feuchtigkeitsstress und Ertragsminderung.<\/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=\"Abb. (1)_Wasseraufnahme von Mais und gesch\u00e4tzte Wurzelzone\" 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\">Abb. 1: Wasseraufnahme von Mais und gesch\u00e4tzte Wurzelzone<\/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>Wir haben bereits \u00fcber die <span style=\"text-decoration: underline;\"><strong><a href=\"\/de\/yield-prediction\/\">METOS<sup>\u00ae<\/sup> Ertragsvorhersage<\/a><\/strong><\/span> L\u00f6sung in <span style=\"text-decoration: underline;\"><a href=\"\/de\/farm-weather-talk-003-yield-prediction\/\">Farm Weather Talk #003 - Ertragsvorhersage<\/a><\/span>, <span style=\"text-decoration: underline;\"><a href=\"\/de\/farm-weather-talk-007-whats-my-in-season-yield-potential\/\">Farm Weather Talk #007 - Wie hoch ist mein Ertragspotenzial w\u00e4hrend der Saison?<\/a><\/span>und <span style=\"text-decoration: underline;\"><a href=\"\/de\/smart-farming-in-action\/\">Smart Farming in Aktion: Validierung von METOS<sup>\u00ae<\/sup> Vorhersage des Weizenertrags in Olds, Kanada<\/a><\/span> aber weitere Feldtests der <strong>METOS\u00ae Ausbeutevorhersage<\/strong> L\u00f6sung f\u00fcr Mais, bei <strong>EMILI und Innovationsfarmen<\/strong> (Erzeugerbetrieb) f\u00fcr die Anbausaison 2023.<\/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 und Innovationsfarmen<\/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 ist ein 5.500 Hektar gro\u00dfes Gel\u00e4nde, das sich \u00fcber eine kommerzielle Saatgutfarm (Rutherford Farms) erstreckt und es Innovatoren erm\u00f6glicht, neue Technologien und Praktiken zu testen, zu validieren und zu demonstrieren.<\/p><p>Innovation Farms Powered by AgExpert bietet Innovatoren aus Industrie und Wissenschaft Zugang zu modernsten Ger\u00e4ten, Technologien und Produktionsverfahren, um praktikable L\u00f6sungen f\u00fcr die verschiedenen agronomischen und technologischen Einschr\u00e4nkungen und M\u00f6glichkeiten zu entwickeln, mit denen Landwirte konfrontiert sind.<\/p><p>In einem ihrer vielen Versuche bei EMILI und Innovations Farms haben die <strong><span style=\"text-decoration: underline;\"><a href=\"\/de\/yield-prediction\/\">Ertragsvorhersage<\/a><\/span><\/strong> und die Satellitenl\u00f6sung f\u00fcr Mais wurden in einem Feldversuch getestet.<\/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>Feldversuch bei 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>Die in dieser Studie verwendete Hybride war North Star 271, die als sehr gut trockentolerant eingestuft wird. Die Ertragsvorhersage und die Satellitenl\u00f6sung wurden f\u00fcr eine Bewertung im Feldma\u00dfstab eingerichtet, wie in der Abbildung unten hervorgehoben. Der Benutzer kann die Erntezone oder die Feldgrenze entweder manuell digitalisieren oder eine Geojson oder Shape-Datei importieren.<\/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=\"Abbildung 2_Feldstandort f\u00fcr die Bewertung der Ertragsvorhersagel\u00f6sung bei 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\">Abb. 2: Feldstandort f\u00fcr die Evaluierung der Ertragsvorhersagel\u00f6sung bei 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>Der n\u00e4chste Schritt besteht darin, die Anbauzone der Feldeinstellungen anzupassen. Im ersten Kasten unten wurde Mais mit einem Aussaatdatum vom 11. Mai 2023 und einem erwarteten Erntedatum vom 30. September 2023 ausgew\u00e4hlt. Die zweite rote Box befasst sich mit der Feinabstimmung des Reifedatums und der Ertragserwartungen. Damit kann der Nutzer die verschiedenen Reifegruppen und Erwartungen in seiner Region anpassen. Die Ertragsanpassung erm\u00f6glicht es dem Nutzer auch, die Ertragsunterschiede und -erwartungen einzelner Sorten f\u00fcr seine Region fein abzustimmen. Hier wurde ein durchschnittliches Reifedatum vom 27. September 2023 mit einer durchschnittlichen Ertragserwartung von 152 bu\/acre eingestellt. In der dritten Box gibt es eine Reihe wichtiger Einstellungen.<\/p><ol><li><strong>Bestm\u00f6gliche Durchschnittsertr\u00e4ge:<\/strong> Wie hoch k\u00f6nnte Ihr Ertrag in einem sehr guten Jahr (optimale Wasserbedingungen, keine Sch\u00e4dlinge oder Krankheiten) realistischerweise sein? Im Diagramm \"Ertragsvorhersage\" wird die Vorhersage (Obergrenze) abgeschnitten. Dieser Wert wurde auf 150 bu\/acre festgelegt.<\/li><li><strong>Lufttemperatur und Regenquelle:<\/strong> Der Ertragspr\u00e4dikator erfordert eine <span style=\"text-decoration: underline;\"><a href=\"\/de\/sensoren\/\">Temperatur- und Regensensor<\/a><\/span> in der N\u00e4he der Anbaufl\u00e4che (im Umkreis von 10 km \/ 6 mi) installiert sein. Mindestens eine der ausgew\u00e4hlten Stationen muss eine aktive <span style=\"text-decoration: underline;\"><a href=\"https:\/\/shop.metos.at\/collections\/agriculture-crops\/products\/weather-forecast-subscription\">Wettervorhersage-Lizenz<\/a><\/span>da die Ertragsvorhersage saisonale Wettervorhersagen verwendet und <span style=\"text-decoration: underline;\"><a href=\"\/de\/new-fieldclimate-feature-history-climate-page\/\">historische Wetterdaten<\/a><\/span>. Es ist vorzuziehen, die Regenquelle auf dem Feld zu haben, da dies f\u00fcr die Berechnung der Ertragsvorhersage sehr wichtig ist. In diesem Fall wurde der Regen auf dem Feld gemessen, w\u00e4hrend die Temperatur und die Vorhersage von einer 6 km vom Feld entfernten Station stammten.<\/li><li><strong>Textur des Bodens:<\/strong> W\u00e4hlen Sie die vorherrschende Bodentextur in Ihrer Anbauzone. Die Liste basiert auf der USDA-Bodenbeschaffenheitsklassifizierung oder wird auf der Grundlage Ihrer eigenen Bodenbeschaffenheitsergebnisse definiert. Dies wurde auf benutzerdefiniert gesetzt, da eine vor Ort installierte <span style=\"text-decoration: underline;\"><a href=\"\/de\/soil-moisture-sensors\/\">Bodenfeuchtesonde<\/a><\/span> halfen bei der Festlegung der Werte f\u00fcr die Feldkapazit\u00e4t und den Verwelkungspunkt. Diese wurden auf 57 bzw. 23 festgelegt.<\/li><li><strong>Urspr\u00fcngliche Bodenfeuchtigkeit:<\/strong> Die Ertragsvorausberechnung ben\u00f6tigt eine Sch\u00e4tzung des tats\u00e4chlich verf\u00fcgbaren Bodenwassers bei der Aussaat. Hier k\u00f6nnen Sie Ihre Erfahrung nutzen: Wie viel Niederschlag haben Sie vor der Aussaat beobachtet? Sie k\u00f6nnen auch die <span style=\"text-decoration: underline;\"><a href=\"\/de\/precipitation-sensors\/\">Niederschlagsmessungen<\/a><\/span> der n\u00e4chstgelegenen Station. Sie k\u00f6nnen auch eine \u00f6rtliche Bodenfeuchtesonde verwenden, um die Wassermenge in einem Meter Durchwurzelungstiefe zu sch\u00e4tzen. Diese wurde auf der Grundlage der Beobachtungen der Bodenfeuchtesonde auf voll eingestellt (siehe Abb. 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=\"Abb. 3_Ertragsvorhersageeinstellungen bei EMILI - 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\">Abb. 3: Einstellungen f\u00fcr die Ertragsvorhersage bei EMILI - 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=\"Abb. 4_Hoher VWC % in allen Bodenfeuchtesensoren bis 90 cm zu Beginn des Fr\u00fchjahrs\" 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\">Abb. 4: Hohe VWC % in allen Bodenfeuchtesensoren bis 90 cm zu Beginn des Fr\u00fchjahrs<\/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>Was wurde in diesem Jahr gelernt?<\/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>Die Erfassung von Wetterdaten auf Feldebene ist von entscheidender Bedeutung:<\/strong> Damit die L\u00f6sung f\u00fcr die Ertragsvorhersage optimal funktioniert, ist es sehr wichtig, dass sie \u00fcber lokale Wetterdaten verf\u00fcgt. Da der Ertrag von der Bodenfeuchtigkeit beeinflusst wird, die wiederum von den Niederschl\u00e4gen abh\u00e4ngt, wird dringend empfohlen, eine automatische Regentonne auf dem Feld zu installieren. Die Zuf\u00e4lligkeit der Niederschlagsereignisse durch \u00f6rtliche Schauer und Gewitter ist der Grund f\u00fcr dieses Problem. <span style=\"text-decoration: underline;\"><a href=\"\/de\/farm-weather-talk-005-climate-change-variability\/\">Feld-zu-Feld-Variabilit\u00e4t<\/a><\/span>. Die Temperaturmessung kann ebenfalls von der Feldstation aus erfolgen, ist aber nicht so variabel wie die Niederschlagsmessung, so dass diese von einer anderen Station im Umkreis von 10 km stammen kann.<\/p><p>Es wurden vier IoT-Ger\u00e4te zur Niederschlagsmessung verglichen, die alle innerhalb von 6 bis 10 km voneinander entfernt waren. Das IoT-Ger\u00e4t, das sich direkt am Maisfeld befand, verzeichnete vom 2. Mai bis zum 2. September insgesamt etwa 162 mm Niederschlag, was deutlich unter dem langj\u00e4hrigen Normalwert von 312 mm liegt. Das IoT-Ger\u00e4t westlich des Feldes (ca. 6 km) verzeichnete im gleichen Zeitraum 169 mm, w\u00e4hrend das IoT-Ger\u00e4t weiter westlich (ca. 10 km) 234 mm und eines s\u00fcdwestlich des Feldes (ca. 8 km) 200 mm verzeichnete. Au\u00dferdem fielen 73 mm der 162 mm (~45%) am IoT-Ger\u00e4t auf dem Feld im Juli, einer kritischen Zeit f\u00fcr die Best\u00e4ubung und das F\u00fcllen der Kolben.<\/p><p>Dies verdeutlicht die gro\u00dfe r\u00e4umliche Variabilit\u00e4t des Niederschlags (72 mm zwischen den in dieser Studie verwendeten IoT-Ger\u00e4ten) in den kanadischen Pr\u00e4rien und die Notwendigkeit von <span style=\"text-decoration: underline;\"><a href=\"\/de\/stations-dataloggers\/\">IoT-Ger\u00e4te f\u00fcr den Einsatz vor Ort<\/a><\/span> f\u00fcr die Ertragsvorhersage oder eine Ernteanalyse. Anders ausgedr\u00fcckt: Der Unterschied in den Niederschlagssummen entspricht einem Unterschied im Maisertrag von etwa 15 bis 30 E\/acre.<\/p><p><strong>Was sind also die Ergebnisse?<\/strong><\/p><p>Lesen Sie sie in der neuen Brosch\u00fcre <em><strong>unter<\/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>M\u00f6chten Sie wissen, wie hoch das Ertragspotenzial Ihres Feldes ist?<\/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\">Dann sagen Sie Hallo zu unserer neuen L\u00f6sung - dem \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>Was ist da drin?<\/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\">Virtuelle Wetterstation (VWS) mit Wettervorhersage-Abonnement<\/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) Abonnement<\/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>Aktivieren und los!<\/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\">Mit unserem Paket erhalten Sie alles, was Sie brauchen, in einem einzigen, \u00fcbersichtlichen Paket. Sie brauchen nur einen Aktivierungscode, schlie\u00dfen ihn an, und schon k\u00f6nnen Sie drei Monate lang loslegen!<\/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\">HIER AKTIVIEREN<\/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=\"Ertragsprognose-B\u00fcndel\" 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\">M\u00f6chten Sie mehr erfahren?<\/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>Herunterladen der <strong>In-Field Yield Prediction bei EMILI und Innovations Farms <\/strong>Brosch\u00fcre.<\/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; --smush-placeholder-aspect-ratio: 500\/500;\" \/>\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<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-8f61964\" data-id=\"8f61964\" 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-45a1b44 eael-contact-form-7-button-align-left eael-contact-form-7-button-custom elementor-widget elementor-widget-eael-contact-form-7\" data-id=\"45a1b44\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"eael-contact-form-7.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"eael-contact-form-7-wrapper\">\n                <div class=\"eael-contact-form eael-contact-form-7 eael-contact-form-45a1b44 eael-contact-form-align-default\">\n<div class=\"wpcf7 no-js\" id=\"wpcf7-f58824-o1\" lang=\"en-US\" dir=\"ltr\" data-wpcf7-id=\"58824\">\n<div class=\"screen-reader-response\"><p role=\"status\" aria-live=\"polite\" aria-atomic=\"true\"><\/p> <ul><\/ul><\/div>\n<form action=\"\/de\/wp-json\/wp\/v2\/posts\/58808#wpcf7-f58824-o1\" method=\"post\" class=\"wpcf7-form init\" aria-label=\"Kontakt-Formular\" novalidate=\"novalidate\" data-status=\"init\" data-trp-original-action=\"\/de\/wp-json\/wp\/v2\/posts\/58808#wpcf7-f58824-o1\">\n<fieldset class=\"hidden-fields-container\"><input type=\"hidden\" name=\"_wpcf7\" value=\"58824\" \/><input type=\"hidden\" name=\"_wpcf7_version\" value=\"6.1.6\" \/><input type=\"hidden\" name=\"_wpcf7_locale\" value=\"en_US\" \/><input type=\"hidden\" name=\"_wpcf7_unit_tag\" value=\"wpcf7-f58824-o1\" \/><input type=\"hidden\" name=\"_wpcf7_container_post\" value=\"0\" \/><input type=\"hidden\" name=\"_wpcf7_posted_data_hash\" value=\"\" \/><input type=\"hidden\" name=\"_wpcf7_recaptcha_response\" value=\"\" \/>\n<\/fieldset>\n<p><label><span class=\"wpcf7-form-control-wrap\" data-name=\"your-name\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text wpcf7-validates-as-required\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Name (erforderlich)\" value=\"\" type=\"text\" name=\"your-name\" \/><\/span> <\/label>\n<\/p>\n<p><label><span class=\"wpcf7-form-control-wrap\" data-name=\"your-email\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-email wpcf7-validates-as-required wpcf7-text wpcf7-validates-as-email\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"E-Mail (erforderlich)\" value=\"\" type=\"email\" name=\"your-email\" \/><\/span> <\/label>\n<\/p>\n<p><label><span class=\"wpcf7-form-control-wrap\" data-name=\"text-180\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text\" aria-invalid=\"false\" placeholder=\"Land (erforderlich)\" value=\"\" type=\"text\" name=\"text-180\" \/><\/span> <\/label>\n<\/p>\n<p><span class=\"wpcf7-form-control-wrap\" data-name=\"AllowGDPR\"><span class=\"wpcf7-form-control wpcf7-checkbox wpcf7-validates-as-required\"><span class=\"wpcf7-list-item first last\"><input type=\"checkbox\" name=\"AllowGDPR[]\" value=\"By submitting your email you agree that Pessl Instruments may send you promotional e-mail messages with updates, news, latest blog posts, event invitations and other similar messages. You understand and agree that Pessl Instruments may use your information in accordance with its Privacy Policy. You can opt-out anytime.\" \/><span class=\"wpcf7-list-item-label\">Mit der \u00dcbermittlung Ihrer E-Mail erkl\u00e4ren Sie sich damit einverstanden, dass Pessl Instruments Ihnen Werbe-E-Mails mit Updates, Neuigkeiten, neuesten Blog-Beitr\u00e4gen, Einladungen zu Veranstaltungen und anderen \u00e4hnlichen Nachrichten zusendet. Sie verstehen und erkl\u00e4ren sich damit einverstanden, dass Pessl Instruments Ihre Daten in \u00dcbereinstimmung mit seiner Datenschutzrichtlinie verwendet. Sie k\u00f6nnen sich jederzeit abmelden.<\/span><\/span><\/span><\/span>\n<\/p>\n\n<p>&nbsp;<br \/>\n<input class=\"wpcf7-form-control wpcf7-submit has-spinner\" type=\"submit\" value=\"Herunterladen\" \/>\n<\/p><div class=\"wpcf7-response-output\" aria-hidden=\"true\"><\/div>\n<input type=\"hidden\" name=\"trp-form-language\" value=\"de\"\/><\/form>\n<\/div>\n<\/div>\n            <\/div>\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-3fd1345 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3fd1345\" 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-2b47b32\" data-id=\"2b47b32\" 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-d7cd2f8 elementor-widget elementor-widget-spacer\" data-id=\"d7cd2f8\" 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-ae15fea elementor-widget elementor-widget-button\" data-id=\"ae15fea\" 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=\"\/de\/blog-nachrichten\/\">\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\">ZUR\u00dcCK ZU ALLEN BLOGEINTR\u00c4GEN<\/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-8c27d5e elementor-widget elementor-widget-spacer\" data-id=\"8c27d5e\" 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\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>USE CASE: In-Field Yield Prediction at EMILI and Innovations Farms What\u2019s the Yield going to be? 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_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 v28.1 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>What\u2019s the Yield going to be? 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