{"id":57602,"date":"2023-11-22T10:34:33","date_gmt":"2023-11-22T10:34:33","guid":{"rendered":"https:\/\/metos.global\/?p=57602"},"modified":"2023-11-23T20:30:03","modified_gmt":"2023-11-23T20:30:03","slug":"smart-farming-in-action","status":"publish","type":"post","link":"https:\/\/metos.global\/tr\/smart-farming-in-action\/","title":{"rendered":"Ak\u0131ll\u0131 Tar\u0131m \u0130\u015f Ba\u015f\u0131nda: Olds, Kanada'da METOS\u00ae Bu\u011fday Verim Tahmininin Do\u011frulanmas\u0131"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"57602\" class=\"elementor elementor-57602\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e54c538 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e54c538\" 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-1042dd7\" data-id=\"1042dd7\" 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-3255a38 elementor-widget elementor-widget-heading\" data-id=\"3255a38\" 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\">Geli\u015ftirilmi\u015f Tar\u0131msal Y\u00f6netim: Wolfgang Fuchs ile METOS\u00ae Verim Tahminine Derinlemesine Bir Bak\u0131\u015f.<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a5380d0 elementor-widget elementor-widget-text-editor\" data-id=\"a5380d0\" 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>Ak\u0131ll\u0131 Tar\u0131m \u0130\u015f Ba\u015f\u0131nda - METOS'nin Do\u011frulanmas\u0131<\/b><b><span style=\"font-weight: 400;\">\u00ae <\/span><\/b><b>Olds, Kanada'da Bu\u011fday Verim Tahmini<\/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-a53ed66 elementor-widget elementor-widget-text-editor\" data-id=\"a53ed66\" 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>\u00c7ift\u00e7iler her sezon, israf\u0131 en aza indirirken verimi en \u00fcst d\u00fczeye \u00e7\u0131karma gibi kritik bir zorlukla kar\u015f\u0131 kar\u015f\u0131ya kal\u0131yor. ile <span style=\"text-decoration: underline;\"><a href=\"https:\/\/shop.metos.at\/collections\/agriculture-crops\/products\/yield-prediction-subscription\"><b> METOS<sup>\u00ae<\/sup> Verim Tahmini<\/b><\/a><\/span>art\u0131k bu zorlu\u011fun \u00fcstesinden gelebilirler. Bu ara\u00e7, \u00fcreticilere g\u00fcbreleme, sulama ve bitki korumay\u0131 e\u015fi benzeri g\u00f6r\u00fclmemi\u015f bir hassasiyetle stratejik olarak planlama yetkisi veriyor. Mesele sadece maliyetleri d\u00fc\u015f\u00fcrmek de\u011fil, daha ak\u0131ll\u0131 tar\u0131m i\u00e7in ak\u0131ll\u0131 verilerden yararlanmakt\u0131r. Kaynak kullan\u0131m\u0131n\u0131 optimize ederek \u00e7ift\u00e7iler sadece k\u00e2rl\u0131l\u0131klar\u0131n\u0131 art\u0131rmakla kalm\u0131yor; daha sa\u011fl\u0131kl\u0131 bir ekosistemi ve daha s\u00fcrd\u00fcr\u00fclebilir bir iklimi aktif olarak te\u015fvik ediyorlar.<\/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-b2c01e3 elementor-widget elementor-widget-text-editor\" data-id=\"b2c01e3\" 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>Bu <b>METOS\u00ae <\/b><span style=\"text-decoration: underline;\"><a href=\"\/tr\/yield-prediction\/\"><b>Verim Tahmini<\/b><\/a><\/span><b> \u00c7\u00f6z\u00fcm<\/b> yeti\u015ftiricileri, su mevcudiyetini do\u011frudan yans\u0131tan mahsul verim potansiyeli hakk\u0131nda an\u0131nda ve kesin verilerle donat\u0131r. Tarla i\u00e7i analiz ile geli\u015ftirilmi\u015ftir. <a href=\"http:\/\/stations-dataloggers\/\" data-wplink-url-error=\"true\"><span style=\"text-decoration: underline;\">METOS<sup>\u00ae<\/sup><\/span> hava durumu istasyonu<\/a>tahminlerin sadece h\u0131zl\u0131 de\u011fil, ayn\u0131 zamanda son derece do\u011fru olmas\u0131n\u0131 sa\u011flar.<\/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-9170576 elementor-widget elementor-widget-text-editor\" data-id=\"9170576\" 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>METOS'ye bak\u0131n<sup>\u00ae<\/sup> Kanada Alberta'da bu\u011fday verimi tahminlerimizin hassasiyetini vurgulayan titiz bir saha deneyini sergiliyor.<\/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-30b3240 elementor-widget elementor-widget-image\" data-id=\"30b3240\" 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\/2023\/11\/smart-farming-in-action-cover-photo-1024x449.png\" class=\"attachment-large size-large wp-image-57627\" alt=\"smart-farming-in-action-cover-photo\" srcset=\"https:\/\/metos.global\/wp-content\/uploads\/2023\/11\/smart-farming-in-action-cover-photo-1024x449.png 1024w, https:\/\/metos.global\/wp-content\/uploads\/2023\/11\/smart-farming-in-action-cover-photo-300x132.png 300w, https:\/\/metos.global\/wp-content\/uploads\/2023\/11\/smart-farming-in-action-cover-photo-768x337.png 768w, https:\/\/metos.global\/wp-content\/uploads\/2023\/11\/smart-farming-in-action-cover-photo-1536x674.png 1536w, https:\/\/metos.global\/wp-content\/uploads\/2023\/11\/smart-farming-in-action-cover-photo-18x8.png 18w, https:\/\/metos.global\/wp-content\/uploads\/2023\/11\/smart-farming-in-action-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-80b3947 elementor-widget elementor-widget-spacer\" data-id=\"80b3947\" 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-83895e3 elementor-widget elementor-widget-text-editor\" data-id=\"83895e3\" 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>METOS'nin Do\u011frulanmas\u0131<sup>\u00ae<\/sup> Verim Tahmini: Olds College Saha Deneyi<\/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-58c0aeb elementor-widget elementor-widget-text-editor\" data-id=\"58c0aeb\" 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\tOlds College Centre for Innovation (OCCI) 2022 y\u0131l\u0131nda METOS'yi titizlikle test etmi\u015ftir.<sup>\u00ae<\/sup> Kanada'n\u0131n Alberta eyaletinde detayl\u0131 bir tarla deneyi arac\u0131l\u0131\u011f\u0131yla Verim Tahmin modeli. Bu \u00e7al\u0131\u015fma, arac\u0131n bu\u011fday verimini tahmin etmedeki do\u011frulu\u011funu ele\u015ftirel bir \u015fekilde de\u011ferlendirmek i\u00e7in tasarlanm\u0131\u015ft\u0131r (\u015eekil 1).\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-0253331 elementor-widget elementor-widget-image\" data-id=\"0253331\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/metos.global\/wp-content\/uploads\/2023\/11\/Olds_Yield-Prediction_1.png\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"Olds_Yield Prediction_1\" data-elementor-lightbox-description=\"Olds_Yield Prediction_1\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6NTc2MDcsInVybCI6Imh0dHBzOlwvXC9tZXRvcy5nbG9iYWxcL3dwLWNvbnRlbnRcL3VwbG9hZHNcLzIwMjNcLzExXC9PbGRzX1lpZWxkLVByZWRpY3Rpb25fMS5wbmcifQ%3D%3D\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1024\" height=\"557\" data-src=\"https:\/\/metos.global\/wp-content\/uploads\/2023\/11\/Olds_Yield-Prediction_1-1024x557.png\" class=\"attachment-large size-large wp-image-57607 lazyload\" alt=\"Olds_Verim Tahmini_1\" data-srcset=\"https:\/\/metos.global\/wp-content\/uploads\/2023\/11\/Olds_Yield-Prediction_1-1024x557.png 1024w, https:\/\/metos.global\/wp-content\/uploads\/2023\/11\/Olds_Yield-Prediction_1-300x163.png 300w, https:\/\/metos.global\/wp-content\/uploads\/2023\/11\/Olds_Yield-Prediction_1-768x418.png 768w, https:\/\/metos.global\/wp-content\/uploads\/2023\/11\/Olds_Yield-Prediction_1-1536x835.png 1536w, https:\/\/metos.global\/wp-content\/uploads\/2023\/11\/Olds_Yield-Prediction_1-18x10.png 18w, https:\/\/metos.global\/wp-content\/uploads\/2023\/11\/Olds_Yield-Prediction_1.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\/557;\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">\u015eekil 1: METOS\u00ae Verim Tahmini denemesi i\u00e7in belirlenen mahsul b\u00f6lgesini vurgulayan FarmView, FieldClimate'den ayr\u0131nt\u0131l\u0131 g\u00f6r\u00fcn\u00fcm. K\u0131rm\u0131z\u0131 ile \u00e7izilen alan, Kanada'n\u0131n Alberta eyaletindeki Olds'un bat\u0131s\u0131nda yer alan ve \u00e7al\u0131\u015fma i\u00e7in hassas izleme ve veri toplama olana\u011f\u0131 sa\u011flayan bu\u011fday veriminin analiz edildi\u011fi s\u0131n\u0131rlar\u0131 g\u00f6stermektedir.<\/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-5a0a619 elementor-widget elementor-widget-spacer\" data-id=\"5a0a619\" 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-a26464a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a26464a\" 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-a0a1542\" data-id=\"a0a1542\" 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-35d1ea4 elementor-widget elementor-widget-text-editor\" data-id=\"35d1ea4\" 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>Ekim, g\u00fcbreleme ve bitki koruma y\u00f6netimi b\u00f6lgedeki yayg\u0131n tar\u0131msal uygulamalara g\u00f6re ger\u00e7ekle\u015ftirilmi\u015ftir. Ek olarak, entegre ara\u00e7lar <span style=\"text-decoration: underline;\"><a href=\"\/tr\/weather-forecast-and-work-planning-tools\/\">i\u015f planlamas\u0131<\/a><\/span> ve <span style=\"text-decoration: underline;\"><a href=\"\/tr\/site-specific-forecast-and-weather-maps\/\">istasyonunuzun hava durumu verilerinden yararlanma<\/a><\/span> daha fazla karar verme deste\u011fi sunar.<\/p><p>Ge\u00e7mi\u015f hasat verileri kullan\u0131larak haritaland\u0131r\u0131lan verimlilik b\u00f6lgeleri, a\u015fa\u011f\u0131daki alanlar\u0131n yerle\u015ftirilmesine rehberlik etmi\u015ftir <span style=\"text-decoration: underline;\"><a href=\"\/tr\/stations-dataloggers\/\">saha i\u00e7i meteoroloji istasyonlar\u0131<\/a><\/span> \u00fc\u00e7 farkl\u0131 alanda (\u015eekil 2). 2022 yeti\u015ftirme sezonu boyunca toprak ve bitki \u00f6zellikleri, iklim ko\u015fullar\u0131 ve \u00fcr\u00fcn verimini belirleyen unsurlar\u0131 kapsayan kapsaml\u0131 veriler toplanm\u0131\u015ft\u0131r.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-aba09c5\" data-id=\"aba09c5\" 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-1f25cd6 elementor-widget elementor-widget-image\" data-id=\"1f25cd6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/metos.global\/wp-content\/uploads\/2023\/11\/Olds_Map-of-productivity-zones.png\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"Olds_Map of productivity zones\" data-elementor-lightbox-description=\"Olds_Map of productivity zones\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6NTc2MDgsInVybCI6Imh0dHBzOlwvXC9tZXRvcy5nbG9iYWxcL3dwLWNvbnRlbnRcL3VwbG9hZHNcLzIwMjNcLzExXC9PbGRzX01hcC1vZi1wcm9kdWN0aXZpdHktem9uZXMucG5nIn0%3D\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"420\" height=\"689\" data-src=\"https:\/\/metos.global\/wp-content\/uploads\/2023\/11\/Olds_Map-of-productivity-zones.png\" class=\"attachment-full size-full wp-image-57608 lazyload\" alt=\"Olds_Verimlilik b\u00f6lgeleri haritas\u0131\" data-srcset=\"https:\/\/metos.global\/wp-content\/uploads\/2023\/11\/Olds_Map-of-productivity-zones.png 420w, https:\/\/metos.global\/wp-content\/uploads\/2023\/11\/Olds_Map-of-productivity-zones-183x300.png 183w, https:\/\/metos.global\/wp-content\/uploads\/2023\/11\/Olds_Map-of-productivity-zones-7x12.png 7w\" data-sizes=\"(max-width: 420px) 100vw, 420px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 420px; --smush-placeholder-aspect-ratio: 420\/689;\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">\u015eekil 2: Verimlilik b\u00f6lgelerinin haritas\u0131 (d\u00fc\u015f\u00fck verim i\u00e7in k\u0131rm\u0131z\u0131, y\u00fcksek verim i\u00e7in ye\u015fil) ve \u00fc\u00e7 siyah nokta, hava istasyonlar\u0131n\u0131n kuruldu\u011fu ve verim tahminlerini bilgilendirmek i\u00e7in \u00f6rneklerin al\u0131nd\u0131\u011f\u0131 yerleri g\u00f6stermektedir.<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-cb6ed01 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"cb6ed01\" 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-d32ef1a elementor-widget elementor-widget-text-editor\" data-id=\"d32ef1a\" 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>Verim Tahminini Optimize Etme: Anahtar Ayarlar<\/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-6af23c5 elementor-widget elementor-widget-text-editor\" data-id=\"6af23c5\" 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>Yap\u0131land\u0131rma <span style=\"text-decoration: underline;\"><a href=\"\/tr\/prepare-for-spring-success-with-yield-prediction\/\">Verim Tahmini<\/a><\/span> arac\u0131 basittir ve ba\u015flamak i\u00e7in sadece birka\u00e7 ba\u015flang\u0131\u00e7 ayar\u0131 gerektirir. En do\u011fru sonu\u00e7lar i\u00e7in, toprak dokusu ve nem seviyeleri gibi belirli ko\u015fullar hesaba kat\u0131l\u0131r. Optimum verim tahmini i\u00e7in bu ayarlar\u0131 optimize etme konusunu \u015fu makalemizde ele al\u0131yoruz <span style=\"text-decoration: underline;\"><a href=\"\/tr\/farm-weather-talk-007-whats-my-in-season-yield-potential\/\">\u00c7iftlik Hava Durumu Konu\u015fmas\u0131 (#007)<\/a><\/span>.<\/p><p>Olds deneme tarlas\u0131ndaki bu\u011fday verimi sim\u00fclasyonumuz yerel ko\u015fullar\u0131 yans\u0131tacak \u015fekilde uyarlanm\u0131\u015ft\u0131r (\u015eekil 3). \u00dcr\u00fcn\u00fcn ya\u015fam d\u00f6ng\u00fcs\u00fcyle uyumlu olmas\u0131 i\u00e7in ger\u00e7ek ekim tarihini girdik, toprak nemini b\u00f6lgenin toprak profili i\u00e7in tipik bir seviyeye ayarlad\u0131k ve toprak analizlerine dayanarak killi t\u0131nl\u0131 bir doku se\u00e7tik. Olgunluk tarihi ve verim ayarlar\u0131n\u0131 b\u00f6lgesel ortalamalar\u0131 yans\u0131tacak \u015fekilde ince ayarlayarak ger\u00e7ek\u00e7i bir tahmin elde ettik.<\/p><ul><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Ekim tarihi: 5 May\u0131s 2022<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">\u0130lk toprak nemi: normal (60%)<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Toprak yap\u0131s\u0131: killi bal\u00e7\u0131k<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Vade tarihi ayarlamas\u0131: kayd\u0131r\u0131c\u0131y\u0131 g\u00f6zlemlenen tarihle (31 A\u011fustos 2022) e\u015fle\u015fecek \u015fekilde hareket ettirdi<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Verim ayarlamas\u0131: kayd\u0131r\u0131c\u0131y\u0131 b\u00f6lgesel ortalama olan 77,5 bu\/ac (2016-2021) ile yak\u0131ndan e\u015fle\u015fecek \u015fekilde hareket ettirdi<\/span><\/li><\/ul>\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-c9e8cc0 elementor-widget elementor-widget-image\" data-id=\"c9e8cc0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/metos.global\/wp-content\/uploads\/2023\/11\/Olds_Configuration-interface.png\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"Olds_Configuration interface\" data-elementor-lightbox-description=\"Olds_Configuration interface\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6NTc2MDksInVybCI6Imh0dHBzOlwvXC9tZXRvcy5nbG9iYWxcL3dwLWNvbnRlbnRcL3VwbG9hZHNcLzIwMjNcLzExXC9PbGRzX0NvbmZpZ3VyYXRpb24taW50ZXJmYWNlLnBuZyJ9\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1024\" height=\"562\" data-src=\"https:\/\/metos.global\/wp-content\/uploads\/2023\/11\/Olds_Configuration-interface-1024x562.png\" class=\"attachment-large size-large wp-image-57609 lazyload\" alt=\"Olds_Configuration aray\u00fcz\u00fc\" data-srcset=\"https:\/\/metos.global\/wp-content\/uploads\/2023\/11\/Olds_Configuration-interface-1024x562.png 1024w, https:\/\/metos.global\/wp-content\/uploads\/2023\/11\/Olds_Configuration-interface-300x165.png 300w, https:\/\/metos.global\/wp-content\/uploads\/2023\/11\/Olds_Configuration-interface-768x421.png 768w, https:\/\/metos.global\/wp-content\/uploads\/2023\/11\/Olds_Configuration-interface-1536x843.png 1536w, https:\/\/metos.global\/wp-content\/uploads\/2023\/11\/Olds_Configuration-interface-18x10.png 18w, https:\/\/metos.global\/wp-content\/uploads\/2023\/11\/Olds_Configuration-interface.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\/562;\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">\u015eekil 3: Bu\u011fday i\u00e7in METOS\u00ae Verim Tahmini yap\u0131land\u0131rma aray\u00fcz\u00fc, ekim tarihi ve toprak ko\u015fullar\u0131 da dahil olmak \u00fczere 2022 Olds tarla denemesinde uygulanan \u00f6zel ayarlar\u0131 g\u00f6stermektedir.<\/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-2ee00e6 elementor-widget elementor-widget-spacer\" data-id=\"2ee00e6\" 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-e4e22c6 elementor-widget elementor-widget-text-editor\" data-id=\"e4e22c6\" 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>Olds'daki bu\u011fday verim denemesi i\u00e7in, ger\u00e7ek <b>ekim tarihi<\/b> 5 May\u0131s ve <b>hasat tarihi<\/b> 9 Eyl\u00fcl tarihini Verim Tahmini arac\u0131na girin. \u00d6ng\u00f6r\u00fclen hasat tarihi genellikle ikincil bir husus olsa da, nadir senaryolarda bir yedek g\u00f6revi g\u00f6r\u00fcr. \u00d6nemli olan, do\u011fru hasat tarihi gibi tarla ko\u015fullar\u0131n\u0131n do\u011fru bir \u015fekilde tekrarlanmas\u0131d\u0131r. <b>mahsul t\u00fcr\u00fc<\/b> ve ekim tarihi, g\u00fcvenilir verim tahminleri i\u00e7in hayati \u00f6nem ta\u015f\u0131r.<\/p><p>i\u00e7in <b>ince ayar<\/b> ve <b>olgunluk<\/b> Verim Tahmin arac\u0131m\u0131zdaki tarih ayar\u0131nda, 31 A\u011fustos 2022 olan ger\u00e7ek g\u00f6zlem tarihini kulland\u0131k. Bu tarih, normalden biraz daha ge\u00e7 olsa da, b\u00f6lge i\u00e7in makul kabul edilmektedir. Ortalama i\u00e7in <b>Verim<\/b> Alberta'daki Agriculture Financial Service Corporation'\u0131n (AFSC) 2016'dan 2021'e kadar ortalama 77,5 bu\/ac bu\u011fday verimi g\u00f6steren \u00e7evrimi\u00e7i yay\u0131nlanm\u0131\u015f verilerini ince ayar yaparak bir araya getirdik.<\/p><p>Yerel tar\u0131m uzmanlar\u0131, hem tarihi AFSC verilerini hem de <span style=\"text-decoration: underline;\"><a href=\"https:\/\/www.oldscollege.ca\/smart-farm-research\/articles\/smart-ag\/exploring-understanding-more-on-grain-yield-forecasting.html\">Olds College'dan ara\u015ft\u0131rma<\/a><\/span>ortalama verim tahminleri i\u00e7in 95 bu\/ac'yi tavan olarak belirlemi\u015ftir. Bu \u00fcst s\u0131n\u0131r, yaln\u0131zca modelin tahmini bu rakam\u0131 a\u015farsa uygulan\u0131r ki bu durum 2022 sezonunda kar\u015f\u0131la\u015f\u0131lmayan bir durumdur. \u0130\u00e7in <b>ba\u015flang\u0131\u00e7taki toprak nemi<\/b>-Alberta H\u00fck\u00fcmeti'nin Tar\u0131msal Nem Durumu G\u00fcncellemesi'ndeki resmi verilere dayanarak, do\u011fru verim tahmini i\u00e7in \u00e7ok \u00f6nemli bir fakt\u00f6r olan bu oran\u0131 'normal' bir seviye olan yakla\u015f\u0131k 60% olarak belirledik. Bu y\u00fczde, bir metrelik toprak profili i\u00e7in ger\u00e7ek kullan\u0131labilir su i\u00e7eri\u011fini temsil etmektedir. Ek olarak, <b>toprak dokusu<\/b>numune analizi ile belirlenen killi bal\u00e7\u0131k olarak tan\u0131mlanm\u0131\u015ft\u0131r.<\/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-c9198fb elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"c9198fb\" 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-a8d6fd3 elementor-widget elementor-widget-text-editor\" data-id=\"a8d6fd3\" 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>Sonu\u00e7lar: Verim Haritas\u0131 ve Uydu NDVI<\/h3>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-981e265 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"981e265\" 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-16d2b71\" data-id=\"16d2b71\" 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-7582d0b elementor-widget elementor-widget-text-editor\" data-id=\"7582d0b\" 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\tBi\u00e7erd\u00f6ver hasad\u0131ndan elde edilen verim haritas\u0131 (\u015eekil 4), deneme alan\u0131 i\u00e7inde b\u00fcy\u00fck bir varyasyon oldu\u011funu g\u00f6stermektedir.\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-11be5c3\" data-id=\"11be5c3\" 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-ecfaaa5 elementor-widget elementor-widget-image\" data-id=\"ecfaaa5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/metos.global\/wp-content\/uploads\/2023\/11\/Olds_Yield-map.png\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"Olds_Yield map\" data-elementor-lightbox-description=\"Olds_Yield map\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6NTc2MTAsInVybCI6Imh0dHBzOlwvXC9tZXRvcy5nbG9iYWxcL3dwLWNvbnRlbnRcL3VwbG9hZHNcLzIwMjNcLzExXC9PbGRzX1lpZWxkLW1hcC5wbmcifQ%3D%3D\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1024\" height=\"774\" data-src=\"https:\/\/metos.global\/wp-content\/uploads\/2023\/11\/Olds_Yield-map-1024x774.png\" class=\"attachment-large size-large wp-image-57610 lazyload\" alt=\"Olds_Yield haritas\u0131\" data-srcset=\"https:\/\/metos.global\/wp-content\/uploads\/2023\/11\/Olds_Yield-map-1024x774.png 1024w, https:\/\/metos.global\/wp-content\/uploads\/2023\/11\/Olds_Yield-map-300x227.png 300w, https:\/\/metos.global\/wp-content\/uploads\/2023\/11\/Olds_Yield-map-768x580.png 768w, https:\/\/metos.global\/wp-content\/uploads\/2023\/11\/Olds_Yield-map-16x12.png 16w, https:\/\/metos.global\/wp-content\/uploads\/2023\/11\/Olds_Yield-map.png 1378w\" data-sizes=\"(max-width: 1024px) 100vw, 1024px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1024px; --smush-placeholder-aspect-ratio: 1024\/774;\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">\u015eekil 4: Bi\u00e7erd\u00f6verin hasat verilerinden elde edilen bu ayr\u0131nt\u0131l\u0131 verim haritas\u0131, 2022 y\u0131l\u0131nda Olds deneme tarlas\u0131ndaki bu\u011fday veriminin mekansal de\u011fi\u015fkenli\u011fini canl\u0131 bir \u015fekilde g\u00f6stermektedir. Renk aral\u0131\u011f\u0131, tarlan\u0131n verimlili\u011finin g\u00f6rsel bir temsilini sa\u011flayarak farkl\u0131 verim seviyelerini temsil eder.<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-61c1cc5 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"61c1cc5\" 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-bdd5318\" data-id=\"bdd5318\" 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-59c7430 elementor-widget elementor-widget-text-editor\" data-id=\"59c7430\" 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>METOS<sup>\u00ae<\/sup> <span style=\"text-decoration: underline;\"><a href=\"\/tr\/satellite-imagery\/\">uydu g\u00f6r\u00fcnt\u00fcleri<\/a><\/span> (\u015eekil 5) NDVI (<span style=\"text-decoration: underline;\"><a href=\"https:\/\/en.wikipedia.org\/wiki\/Normalized_difference_vegetation_index\">Normalle\u015ftirilmi\u015f Fark Bitki \u00d6rt\u00fcs\u00fc \u0130ndeksi<\/a><\/span>) de\u011ferleri, verim haritas\u0131nda (\u015eekil 4) g\u00f6sterildi\u011fi gibi daha az verimli g\u00fcney\/g\u00fcneydo\u011fu ve kuzeydo\u011fu b\u00f6l\u00fcmleriyle hizalanan daha d\u00fc\u015f\u00fck okumalarla tarla boyunca. Bu korelasyon, uydu NDVI's\u0131n\u0131n mahsul sa\u011fl\u0131\u011f\u0131 ve potansiyel verimin bir g\u00f6stergesi olarak faydas\u0131n\u0131n alt\u0131n\u0131 \u00e7izmekte ve hassas tar\u0131mdaki de\u011ferini g\u00f6stermektedir.<\/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-93324b8 elementor-widget elementor-widget-text-editor\" data-id=\"93324b8\" 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>Yerinde bir meteoroloji istasyonu ile donat\u0131lm\u0131\u015f olarak <span style=\"text-decoration: underline;\"><a href=\"\/tr\/harvest-weather\/\">hassas ya\u011f\u0131\u015f<\/a><\/span> sezon boyunca \u00f6l\u00e7\u00fcmler yap\u0131lm\u0131\u015ft\u0131r. Deney s\u0131ras\u0131nda toplam ya\u011f\u0131\u015f miktar\u0131 341 mm'ye ula\u015farak 309 mm olan uzun vadeli Olds ortalamas\u0131n\u0131 10% ile a\u015fm\u0131\u015ft\u0131r. Bu sapma, Verim Tahmininin de\u011fi\u015fken hava ko\u015fullar\u0131na uyumlulu\u011funu de\u011ferlendirmede kritik bir fakt\u00f6rd\u00fcr.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-3b4e51b\" data-id=\"3b4e51b\" 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-872997c elementor-widget elementor-widget-image\" data-id=\"872997c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/metos.global\/wp-content\/uploads\/2023\/11\/Olds_NDVI-satellite-analysis.png\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"Olds_NDVI satellite analysis\" data-elementor-lightbox-description=\"Olds_NDVI satellite analysis\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6NTc2MTEsInVybCI6Imh0dHBzOlwvXC9tZXRvcy5nbG9iYWxcL3dwLWNvbnRlbnRcL3VwbG9hZHNcLzIwMjNcLzExXC9PbGRzX05EVkktc2F0ZWxsaXRlLWFuYWx5c2lzLnBuZyJ9\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"728\" height=\"609\" data-src=\"https:\/\/metos.global\/wp-content\/uploads\/2023\/11\/Olds_NDVI-satellite-analysis.png\" class=\"attachment-large size-large wp-image-57611 lazyload\" alt=\"Olds_NDVI uydu analizi\" data-srcset=\"https:\/\/metos.global\/wp-content\/uploads\/2023\/11\/Olds_NDVI-satellite-analysis.png 728w, https:\/\/metos.global\/wp-content\/uploads\/2023\/11\/Olds_NDVI-satellite-analysis-300x251.png 300w, https:\/\/metos.global\/wp-content\/uploads\/2023\/11\/Olds_NDVI-satellite-analysis-14x12.png 14w\" data-sizes=\"(max-width: 728px) 100vw, 728px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 728px; --smush-placeholder-aspect-ratio: 728\/609;\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">\u015eekil 5: Olds deneme sahas\u0131nda 20 Temmuz 2022 tarihinde bitki \u00f6rt\u00fcs\u00fcn\u00fcn sa\u011fl\u0131\u011f\u0131n\u0131 ve yo\u011funlu\u011funu g\u00f6steren NDVI uydu analizi bindirmesi.<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-55c204b elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"55c204b\" 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-535e0e7 elementor-widget elementor-widget-spacer\" data-id=\"535e0e7\" 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-c60b0cb elementor-widget elementor-widget-text-editor\" data-id=\"c60b0cb\" 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>METOS'nin Hassasiyetinin De\u011ferlendirilmesi<sup>\u00ae<\/sup> Verim Tahmini<\/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-7e5817f elementor-widget elementor-widget-text-editor\" data-id=\"7e5817f\" 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>Mahsul verimi tahmininin do\u011frulu\u011fu, karma\u015f\u0131k bir \u015fekilde a\u015fa\u011f\u0131dakilerle ba\u011flant\u0131l\u0131d\u0131r <b>hava durumu<\/b> desenleri, a\u011f\u0131rl\u0131kl\u0131 olarak ya\u011f\u0131\u015f. Mevsimsel hava tahminlerindeki do\u011fal belirsizlikler g\u00f6z \u00f6n\u00fcne al\u0131nd\u0131\u011f\u0131nda, Verim Tahmininin g\u00fcvenilirli\u011fi, \u00f6zellikle hava istasyonlar\u0131ndan al\u0131nan do\u011frudan \u00f6l\u00e7\u00fcmlerden ziyade \u00f6ng\u00f6r\u00fclen ya\u011f\u0131\u015f verilerine daha fazla dayand\u0131\u011f\u0131 sezonun ba\u015flar\u0131nda dalgalanabilir.<\/p><p>METOS<sup>\u00ae<\/sup> Yield Prediction, hava ko\u015fullar\u0131yla ilgili bu zorluklar\u0131n \u00fcstesinden ak\u0131ll\u0131ca geliyor. Birlikte \u00e7al\u0131\u015ft\u0131\u011f\u0131m\u0131z <b>Meteoblue<\/b>, bir \u00fcst <span style=\"text-decoration: underline;\"><a href=\"\/tr\/site-specific-forecast-and-weather-maps\/\">hava durumu tahmi\u0307ni\u0307<\/a><\/span> sa\u011flay\u0131c\u0131s\u0131na, tahminlerimizin mevcut en iyi verilere dayand\u0131\u011f\u0131ndan emin olmak i\u00e7in ba\u015fvurduk. Ayr\u0131ca, yeti\u015ftiricilerin bizim <span style=\"text-decoration: underline;\"><a href=\"\/tr\/stations-dataloggers\/\">fiziksel meteoroloji istasyonlar\u0131<\/a><\/span> tam tarlalar\u0131nda. Bu \u015fekilde, m\u00fcmk\u00fcn olan en do\u011fru hava durumu \u00f6l\u00e7\u00fcmlerini al\u0131rlar ki bu da sanal bir istasyonun yapamayaca\u011f\u0131 bir \u015feydir.<\/p><p>Sezon ilerledik\u00e7e, Verim Tahminimiz sahadan toplanan ger\u00e7ek hava durumu verilerini ak\u0131ll\u0131ca entegre ederek hava durumu tahminlerine olan ba\u011f\u0131ml\u0131l\u0131\u011f\u0131 kademeli olarak azalt\u0131r. Tahmin ve ger\u00e7ek zamanl\u0131 verilerin bu ak\u0131ll\u0131ca harmanlanmas\u0131, hem hava durumu tahminlerinin hem de yerel \u00f6l\u00e7\u00fcmlerin g\u00fc\u00e7l\u00fc y\u00f6nlerinden yararlanarak tahminlerimizin do\u011frulu\u011funun her ge\u00e7en g\u00fcn artmas\u0131n\u0131 sa\u011flar.<\/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-d84edee elementor-widget elementor-widget-text-editor\" data-id=\"d84edee\" 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>Daha fazla bilgi almak ister misiniz?<\/strong><\/p><p>METOS'nin nas\u0131l oldu\u011funu okuyun<sup>\u00ae<\/sup> Verim Tahmini, g\u00f6zlemlenen ger\u00e7ek verimle kar\u015f\u0131la\u015ft\u0131r\u0131ld\u0131\u011f\u0131nda, g\u00fcvenilirli\u011fi ve METOS'nin benimsenmesinin daha geni\u015f etkileri<sup>\u00ae<\/sup> \u00e7\u00f6z\u00fcmleri, yeni bro\u015f\u00fcr\u00fcm\u00fczde. \u0130\u015f bro\u015f\u00fcr\u00fcm\u00fcz\u00fc en k\u0131sa s\u00fcrede almak i\u00e7in l\u00fctfen ileti\u015fim bilgilerinizi g\u00f6nderin.<\/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-c317d8a elementor-section-content-top elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c317d8a\" 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-47519a1\" data-id=\"47519a1\" 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-1eebf53 elementor-widget elementor-widget-heading\" data-id=\"1eebf53\" 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\">Daha fazlas\u0131n\u0131 \u00f6\u011frenin.<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4c9cc22 elementor-widget elementor-widget-text-editor\" data-id=\"4c9cc22\" 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>\u0130ndirin<em><strong> Ak\u0131ll\u0131 Tar\u0131m \u0130\u015f Ba\u015f\u0131nda\u00a0<\/strong><\/em>Bro\u015f\u00fcr.<\/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-a96a7ff elementor-widget elementor-widget-image\" data-id=\"a96a7ff\" 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\/smart-farming-in-action-mockup-qfqcqu8tnt9oq038omdffu0joxcrulh9aze4gsw420.png\" title=\"smart-farming-in-action-mockup\" alt=\"smart-farming-in-action-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-3ed5a3b\" data-id=\"3ed5a3b\" 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-d9c9ca9 eael-contact-form-7-button-align-left eael-contact-form-7-button-custom elementor-widget elementor-widget-eael-contact-form-7\" data-id=\"d9c9ca9\" 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-d9c9ca9 eael-contact-form-align-default\">\n<div class=\"wpcf7 no-js\" id=\"wpcf7-f57625-o1\" lang=\"en-US\" dir=\"ltr\" data-wpcf7-id=\"57625\">\n<div class=\"screen-reader-response\"><p role=\"status\" aria-live=\"polite\" aria-atomic=\"true\"><\/p> <ul><\/ul><\/div>\n<form action=\"\/tr\/wp-json\/wp\/v2\/posts\/57602#wpcf7-f57625-o1\" method=\"post\" class=\"wpcf7-form init\" aria-label=\"\u0130leti\u015fim formu\" novalidate=\"novalidate\" data-status=\"init\" data-trp-original-action=\"\/tr\/wp-json\/wp\/v2\/posts\/57602#wpcf7-f57625-o1\">\n<fieldset class=\"hidden-fields-container\"><input type=\"hidden\" name=\"_wpcf7\" value=\"57625\" \/><input type=\"hidden\" name=\"_wpcf7_version\" value=\"6.1.7\" \/><input type=\"hidden\" name=\"_wpcf7_locale\" value=\"en_US\" \/><input type=\"hidden\" name=\"_wpcf7_unit_tag\" value=\"wpcf7-f57625-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=\"\u0130sim (gerekli)\" 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-posta (gerekli)\" 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=\"\u00dclke (gerekli)\" 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\">E-postan\u0131z\u0131 g\u00f6ndererek, Pessl Instruments'nin size g\u00fcncellemeler, haberler, en son blog g\u00f6nderileri, etkinlik davetleri ve di\u011fer benzer mesajlar i\u00e7eren promosyon e-posta mesajlar\u0131 g\u00f6nderebilece\u011fini kabul edersiniz. Pessl Instruments'nin bilgilerinizi Gizlilik Politikas\u0131na uygun olarak kullanabilece\u011fini anl\u0131yor ve kabul ediyorsunuz. \u0130stedi\u011finiz zaman vazge\u00e7ebilirsiniz.<\/span><\/span><\/span><\/span>\n<\/p>\n\n<p>&nbsp;<br \/>\n<input class=\"wpcf7-form-control wpcf7-submit has-spinner\" type=\"submit\" value=\"\u0130ndir\" \/>\n<\/p><div class=\"wpcf7-response-output\" aria-hidden=\"true\"><\/div>\n<input type=\"hidden\" name=\"trp-form-language\" value=\"tr\"\/><\/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-c2f0bf4 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c2f0bf4\" 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-a470741\" data-id=\"a470741\" 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-1659eae elementor-widget elementor-widget-spacer\" data-id=\"1659eae\" 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-0c2e317 elementor-widget elementor-widget-button\" data-id=\"0c2e317\" 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=\"\/tr\/blog-news\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-alt-circle-left\"><\/i>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">T\u00dcM BLOG GIRDILERINE GERI D\u00d6N<\/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-d2669d9 elementor-widget elementor-widget-spacer\" data-id=\"d2669d9\" 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>Enhanced Agricultural Management: A Deep Dive into METOS\u00ae Yield Prediction with Wolfgang Fuchs. Smart Farming in Action &#8211; Validating METOS\u00ae Wheat Yield Prediction in Olds, Canada Every season, farmers face the critical challenge of maximizing yield while minimizing waste. With METOS\u00ae Yield Prediction, they can now tackle this challenge head-on. 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Tackle this challenge with Yield Prediction. Read more.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/metos.at\/smart-farming-in-action\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Smart Farming in Action: Validating METOS\u00ae Wheat Yield Prediction in Olds, Canada - METOS by Pessl Instruments\" \/>\n<meta property=\"og:description\" content=\"Every season, farmers face the critical challenge of maximizing yield while minimizing waste. Tackle this challenge with Yield Prediction. 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