{"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\/pl\/smart-farming-in-action\/","title":{"rendered":"Inteligentne rolnictwo w akcji: Walidacja przewidywania plon\u00f3w pszenicy METOS\u00ae w Olds w Kanadzie"},"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\">Ulepszone zarz\u0105dzanie rolnictwem: G\u0142\u0119bokie zanurzenie w przewidywaniu plon\u00f3w METOS\u00ae z Wolfgangiem Fuchsem.<\/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>Inteligentne rolnictwo w akcji - walidacja METOS<\/b><b><span style=\"font-weight: 400;\">\u00ae <\/span><\/b><b>Przewidywanie plon\u00f3w pszenicy w Olds, Kanada<\/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>Ka\u017cdego sezonu rolnicy staj\u0105 przed krytycznym wyzwaniem, jakim jest maksymalizacja plon\u00f3w przy jednoczesnej minimalizacji odpad\u00f3w. Z <span style=\"text-decoration: underline;\"><a href=\"https:\/\/shop.metos.at\/collections\/agriculture-crops\/products\/yield-prediction-subscription\"><b> METOS<sup>\u00ae<\/sup> Przewidywanie plon\u00f3w<\/b><\/a><\/span>Teraz mog\u0105 stawi\u0107 czo\u0142a temu wyzwaniu. Narz\u0119dzie to umo\u017cliwia producentom strategiczne planowanie nawo\u017cenia, nawadniania i ochrony ro\u015blin z niespotykan\u0105 dot\u0105d precyzj\u0105. Nie chodzi tylko o obni\u017cenie koszt\u00f3w - chodzi o wykorzystanie inteligentnych danych do inteligentniejszego rolnictwa. Optymalizuj\u0105c wykorzystanie zasob\u00f3w, rolnicy nie tylko zwi\u0119kszaj\u0105 swoje zyski; aktywnie wspieraj\u0105 zdrowszy ekosystem i bardziej zr\u00f3wnowa\u017cony klimat.<\/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>Na stronie <b>METOS\u00ae <\/b><span style=\"text-decoration: underline;\"><a href=\"\/pl\/yield-prediction\/\"><b>Przewidywanie plon\u00f3w<\/b><\/a><\/span><b> Rozwi\u0105zanie<\/b> zapewnia hodowcom natychmiastowe i precyzyjne dane dotycz\u0105ce potencja\u0142u plon\u00f3w, bezpo\u015brednio odzwierciedlaj\u0105ce dost\u0119pno\u015b\u0107 wody. Wzmocniony przez <a href=\"http:\/\/stations-dataloggers\/\" data-wplink-url-error=\"true\"><span style=\"text-decoration: underline;\">METOS<sup>\u00ae<\/sup><\/span> stacja meteorologiczna<\/a>Dzi\u0119ki temu przewidywania s\u0105 nie tylko szybkie, ale i wyj\u0105tkowo dok\u0142adne.<\/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>Zobacz METOS<sup>\u00ae<\/sup> R\u00f3\u017cnica w dzia\u0142aniu, prezentuj\u0105ca rygorystyczny eksperyment polowy w Albercie w Kanadzie, kt\u00f3ry podkre\u015bla precyzj\u0119 naszych prognoz plon\u00f3w pszenicy.<\/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>Sprawdzanie poprawno\u015bci METOS<sup>\u00ae<\/sup> Przewidywanie plon\u00f3w: Eksperyment polowy Olds College<\/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\tW 2022 roku Olds College Centre for Innovation (OCCI) rygorystycznie przetestowa\u0142o METOS<sup>\u00ae<\/sup> Model przewidywania plon\u00f3w poprzez szczeg\u00f3\u0142owy eksperyment polowy w Albercie w Kanadzie. Badanie to mia\u0142o na celu krytyczn\u0105 ocen\u0119 dok\u0142adno\u015bci narz\u0119dzia w prognozowaniu plon\u00f3w pszenicy (rys. 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_Yield Prediction_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\">Rys. 1: Szczeg\u00f3\u0142owy widok z FarmView, FieldClimate, podkre\u015blaj\u0105cy wyznaczon\u0105 stref\u0119 upraw dla pr\u00f3by METOS\u00ae Yield Prediction. Obszar zaznaczony na czerwono przedstawia granice, w kt\u00f3rych analizowano plon pszenicy, po\u0142o\u017cony na zach\u00f3d od Olds w Albercie w Kanadzie, umo\u017cliwiaj\u0105c precyzyjne monitorowanie i gromadzenie danych do badania.<\/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>Siew, nawo\u017cenie i ochrona ro\u015blin zosta\u0142y przeprowadzone zgodnie z powszechnymi praktykami rolniczymi w regionie. Dodatkowo, zintegrowane narz\u0119dzia do <span style=\"text-decoration: underline;\"><a href=\"\/pl\/weather-forecast-and-work-planning-tools\/\">planowanie pracy<\/a><\/span> oraz <span style=\"text-decoration: underline;\"><a href=\"\/pl\/site-specific-forecast-and-weather-maps\/\">Wykorzystanie danych pogodowych stacji<\/a><\/span> oferuj\u0105 dalsze wsparcie w podejmowaniu decyzji.<\/p><p>Zidentyfikowane strefy produktywno\u015bci, zmapowane przy u\u017cyciu historycznych danych dotycz\u0105cych zbior\u00f3w, kierowa\u0142y rozmieszczeniem <span style=\"text-decoration: underline;\"><a href=\"\/pl\/stations-dataloggers\/\">terenowe stacje pogodowe<\/a><\/span> na trzech r\u00f3\u017cnych obszarach (ryc. 2). Przez ca\u0142y sezon wegetacyjny 2022 zebrano kompleksowe dane obejmuj\u0105ce charakterystyk\u0119 gleby i ro\u015blin, warunki klimatyczne i determinanty plon\u00f3w.<\/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_Mapa stref produktywno\u015bci\" 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\">Rys. 2: Mapa stref produktywno\u015bci (czerwona dla ni\u017cszych plon\u00f3w, zielona dla wy\u017cszych plon\u00f3w) z trzema czarnymi kropkami wskazuj\u0105cymi miejsca, w kt\u00f3rych zainstalowano stacje pogodowe i pobrano pr\u00f3bki w celu prognozowania plon\u00f3w.<\/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>Optymalizacja przewidywania wydajno\u015bci: Kluczowe ustawienia<\/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>Konfigurowanie <span style=\"text-decoration: underline;\"><a href=\"\/pl\/prepare-for-spring-success-with-yield-prediction\/\">Przewidywanie plon\u00f3w<\/a><\/span> Narz\u0119dzie jest proste i wymaga tylko kilku ustawie\u0144 pocz\u0105tkowych, aby rozpocz\u0105\u0107 prac\u0119. Aby uzyska\u0107 najdok\u0142adniejsze wyniki, uwzgl\u0119dniane s\u0105 okre\u015blone warunki, takie jak tekstura gleby i poziomy wilgotno\u015bci. Zag\u0142\u0119biamy si\u0119 w optymalizacj\u0119 tych ustawie\u0144 pod k\u0105tem optymalnego prognozowania plon\u00f3w w naszym artykule <span style=\"text-decoration: underline;\"><a href=\"\/pl\/farm-weather-talk-007-whats-my-in-season-yield-potential\/\">Farm Weather Talk (#007)<\/a><\/span>.<\/p><p>Nasza symulacja plon\u00f3w pszenicy na polu do\u015bwiadczalnym Olds zosta\u0142a dostosowana do lokalnych warunk\u00f3w (rys. 3). Wprowadzili\u015bmy rzeczywist\u0105 dat\u0119 siewu, aby dostosowa\u0107 j\u0105 do cyklu \u017cycia uprawy, ustawili\u015bmy wilgotno\u015b\u0107 gleby na typowym poziomie dla profilu glebowego regionu i wybrali\u015bmy tekstur\u0119 gliny gliniastej na podstawie analiz gleby. Dostroili\u015bmy dat\u0119 dojrza\u0142o\u015bci i ustawienia plon\u00f3w, aby odzwierciedla\u0142y \u015brednie regionalne, zapewniaj\u0105c realistyczne prognozy.<\/p><ul><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Data siewu: 5 maja 2022 r.<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Pocz\u0105tkowa wilgotno\u015b\u0107 gleby: normalna (60%)<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Struktura gleby: glina ilasta<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Dostosowanie daty zapadalno\u015bci: przesuni\u0119cie suwaka w celu dopasowania do obserwowanej daty (31 sierpnia 2022 r.).<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Korekta plonu: przesuni\u0119cie suwaka w celu \u015bcis\u0142ego dopasowania do \u015bredniej regionalnej wynosz\u0105cej 77,5 bu\/ac (2016-2021).<\/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=\"Interfejs Olds_Configuration\" 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\">Rys. 3: Interfejs konfiguracji METOS\u00ae Yield Prediction dla pszenicy, ilustruj\u0105cy dostosowane ustawienia zastosowane w badaniu terenowym Olds 2022, w tym dat\u0119 siewu i warunki glebowe.<\/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>W przypadku pr\u00f3by plon\u00f3w pszenicy w Olds wprowadzili\u015bmy rzeczywiste <b>data siewu<\/b> 5 maja i <b>data zbior\u00f3w<\/b> 9 wrze\u015bnia do narz\u0119dzia przewidywania plon\u00f3w. Chocia\u017c przewidywana data zbior\u00f3w jest zasadniczo kwesti\u0105 drugorz\u0119dn\u0105, s\u0142u\u017cy ona jako kopia zapasowa w rzadkich scenariuszach. Co najwa\u017cniejsze, dok\u0142adna replikacja warunk\u00f3w polowych, takich jak prawid\u0142owa data zbior\u00f3w, jest niezb\u0119dna. <b>typ uprawy<\/b> i dat\u0119 siewu, ma kluczowe znaczenie dla wiarygodnych prognoz plon\u00f3w.<\/p><p>Do <b>dostroi\u0107<\/b> the <b>dojrza\u0142o\u015b\u0107<\/b> w naszym narz\u0119dziu do przewidywania plon\u00f3w, wykorzystali\u015bmy rzeczywist\u0105 zaobserwowan\u0105 dat\u0119, czyli 31 sierpnia 2022 roku. Data ta, cho\u0107 nieco p\u00f3\u017aniejsza ni\u017c zwykle, jest uwa\u017cana za rozs\u0105dn\u0105 dla tego obszaru. Dla \u015bredniej <b>wydajno\u015b\u0107<\/b> uwzgl\u0119dnili\u015bmy opublikowane online dane z Agriculture Financial Service Corporation (AFSC) w Albercie, kt\u00f3re wykaza\u0142y \u015bredni plon pszenicy na poziomie 77,5 bu\/ac w latach 2016-2021.<\/p><p>Lokalni eksperci ds. rolnictwa, wykorzystuj\u0105cy zar\u00f3wno historyczne dane AFSC, jak i <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\">badania z Olds College<\/a><\/span>ustali\u0142 95 bu\/ac jako pu\u0142ap dla prognoz \u015bredniej wydajno\u015bci. Ten g\u00f3rny limit jest stosowany tylko wtedy, gdy prognoza modelu przekracza t\u0119 liczb\u0119, co nie mia\u0142o miejsca w sezonie 2022. Dla <b>pocz\u0105tkowa wilgotno\u015b\u0107 gleby<\/b>- kluczowy czynnik dla dok\u0142adnego prognozowania plon\u00f3w - oparli\u015bmy si\u0119 na oficjalnych danych z aktualizacji sytuacji wilgotno\u015bci w rolnictwie rz\u0105du Alberty, ustalaj\u0105c j\u0105 na \"normalnym\" poziomie, oko\u0142o 60%. Ta warto\u015b\u0107 procentowa reprezentuje rzeczywist\u0105 dost\u0119pn\u0105 zawarto\u015b\u0107 wody dla jednometrowego profilu gleby. Dodatkowo, <b>tekstura gleby<\/b>okre\u015blona na podstawie analizy pr\u00f3bki, zosta\u0142a zidentyfikowana jako glina ilasta.<\/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>Wyniki: Mapa plon\u00f3w i satelitarny wska\u017anik 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\tMapa plon\u00f3w ze zbioru kombajnowego (Rys. 4) pokazuje du\u017ce zr\u00f3\u017cnicowanie w obr\u0119bie pola do\u015bwiadczalnego.\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=\"Mapa Olds_Yield\" 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\">Rys. 4: Ta szczeg\u00f3\u0142owa mapa plon\u00f3w, przechwycona z danych zbior\u00f3w kombajnu, \u017cywo ilustruje przestrzenn\u0105 zmienno\u015b\u0107 plon\u00f3w pszenicy na polu do\u015bwiadczalnym Olds w 2022 roku. Zakres kolor\u00f3w reprezentuje r\u00f3\u017cne poziomy plon\u00f3w, zapewniaj\u0105c wizualn\u0105 reprezentacj\u0119 produktywno\u015bci pola.<\/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=\"\/pl\/satellite-imagery\/\">zdj\u0119cia satelitarne<\/a><\/span> (Rys. 5) ujawnia NDVI (<span style=\"text-decoration: underline;\"><a href=\"https:\/\/en.wikipedia.org\/wiki\/Normalized_difference_vegetation_index\">Znormalizowana r\u00f3\u017cnica wska\u017anika wegetacji<\/a><\/span>) na ca\u0142ym polu, z ni\u017cszymi odczytami odpowiadaj\u0105cymi mniej produktywnym sekcjom po\u0142udniowym \/ po\u0142udniowo-wschodnim i p\u00f3\u0142nocno-wschodnim, jak pokazano na mapie plon\u00f3w (rys. 4). Korelacja ta podkre\u015bla u\u017cyteczno\u015b\u0107 satelitarnego wska\u017anika NDVI jako wska\u017anika zdrowia upraw i potencjalnego plonu, demonstruj\u0105c jego warto\u015b\u0107 w rolnictwie precyzyjnym.<\/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>Wyposa\u017ceni w stacj\u0119 pogodow\u0105 na miejscu, uchwycili\u015bmy <span style=\"text-decoration: underline;\"><a href=\"\/pl\/harvest-weather\/\">precyzyjne opady deszczu<\/a><\/span> przez ca\u0142y sezon. Podczas eksperymentu ca\u0142kowita suma opad\u00f3w osi\u0105gn\u0119\u0142a 341 mm, przewy\u017cszaj\u0105c d\u0142ugoterminow\u0105 \u015bredni\u0105 Olds o 10%, kt\u00f3ra wynosi 309 mm. Odchylenie to jest krytycznym czynnikiem w ocenie zdolno\u015bci adaptacji Yield Prediction do zmiennych warunk\u00f3w pogodowych.<\/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=\"Analiza satelitarna Olds_NDVI\" 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\">Rys. 5: Nak\u0142adka analizy satelitarnej NDVI na pole testowe Olds, rejestruj\u0105ca stan i g\u0119sto\u015b\u0107 ro\u015blinno\u015bci 20 lipca 2022 r.<\/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>Ocena dok\u0142adno\u015bci METOS<sup>\u00ae<\/sup> Przewidywanie plon\u00f3w<\/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>Dok\u0142adno\u015b\u0107 przewidywania plon\u00f3w jest \u015bci\u015ble powi\u0105zana z <b>pogoda<\/b> wzorce, g\u0142\u00f3wnie opady deszczu. Bior\u0105c pod uwag\u0119 nieod\u0142\u0105czn\u0105 niepewno\u015b\u0107 sezonowych prognoz pogody, wiarygodno\u015b\u0107 przewidywania plon\u00f3w mo\u017ce si\u0119 waha\u0107, szczeg\u00f3lnie na pocz\u0105tku sezonu, kiedy opiera si\u0119 ona w wi\u0119kszym stopniu na prognozowanych danych dotycz\u0105cych opad\u00f3w deszczu ni\u017c na bezpo\u015brednich pomiarach ze stacji pogodowych.<\/p><p>METOS<sup>\u00ae<\/sup> Yield Prediction sprytnie radzi sobie z wyzwaniami zwi\u0105zanymi z pogod\u0105. Nawi\u0105zali\u015bmy wsp\u00f3\u0142prac\u0119 z <b>Meteoblue<\/b>top <span style=\"text-decoration: underline;\"><a href=\"\/pl\/site-specific-forecast-and-weather-maps\/\">prognoza pogody<\/a><\/span> aby mie\u0107 pewno\u015b\u0107, \u017ce nasze prognozy s\u0105 oparte na najlepszych dost\u0119pnych danych. Zalecamy r\u00f3wnie\u017c, aby hodowcy zainstalowali nasze <span style=\"text-decoration: underline;\"><a href=\"\/pl\/stations-dataloggers\/\">fizyczne stacje pogodowe<\/a><\/span> bezpo\u015brednio na ich polach. W ten spos\u00f3b uzyskuj\u0105 najdok\u0142adniejsze mo\u017cliwe odczyty pogody, co jest czym\u015b, czego wirtualna stacja po prostu nie mo\u017ce dor\u00f3wna\u0107.<\/p><p>W miar\u0119 rozwoju sezonu, nasze prognozy plon\u00f3w inteligentnie integruj\u0105 rzeczywiste dane pogodowe zebrane z pola, stopniowo zmniejszaj\u0105c zale\u017cno\u015b\u0107 od prognoz pogody. To inteligentne po\u0142\u0105czenie prognoz i danych w czasie rzeczywistym zapewnia, \u017ce dok\u0142adno\u015b\u0107 naszych prognoz poprawia si\u0119 z ka\u017cdym dniem, wykorzystuj\u0105c mocne strony zar\u00f3wno prognoz pogody, jak i lokalnych pomiar\u00f3w.<\/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>Chcesz uzyska\u0107 wi\u0119cej informacji?<\/strong><\/p><p>Przeczytaj, jak METOS<sup>\u00ae<\/sup> Przewidywanie wydajno\u015bci jest por\u00f3wnywane z rzeczywist\u0105 obserwowan\u0105 wydajno\u015bci\u0105, jej niezawodno\u015bci\u0105 i szerszymi konsekwencjami przyj\u0119cia METOS<sup>\u00ae<\/sup> rozwi\u0105zania w naszej nowej broszurze. Prosimy o przes\u0142anie danych kontaktowych w celu niezw\u0142ocznego otrzymania naszej broszury biznesowej.<\/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\">Dowiedz si\u0119 wi\u0119cej.<\/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>Pobierz<em><strong> Inteligentne rolnictwo w akcji\u00a0<\/strong><\/em>broszura.<\/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; 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Mo\u017cesz zrezygnowa\u0107 w dowolnym momencie.<\/span><\/span><\/span><\/span>\n<\/p>\n\n<p>&nbsp;<br \/>\n<input class=\"wpcf7-form-control wpcf7-submit has-spinner\" type=\"submit\" value=\"Pobierz\" \/>\n<\/p><div class=\"wpcf7-response-output\" aria-hidden=\"true\"><\/div>\n<input type=\"hidden\" name=\"trp-form-language\" value=\"pl\"\/><\/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=\"\/pl\/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\">POWR\u00d3T DO WSZYSTKICH WPIS\u00d3W NA BLOGU<\/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. This tool empowers producers to [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":57628,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"elementor_header_footer","format":"standard","meta":{"ocean_front_end_style_editor":"no","ocean_post_layout":"","ocean_both_sidebars_style":"","ocean_both_sidebars_content_width":0,"ocean_both_sidebars_sidebars_width":0,"ocean_sidebar":"0","ocean_second_sidebar":"0","ocean_disable_margins":"enable","ocean_add_body_class":"","ocean_shortcode_before_top_bar":"","ocean_shortcode_after_top_bar":"","ocean_shortcode_before_header":"","ocean_shortcode_after_header":"","ocean_has_shortcode":"","ocean_shortcode_after_title":"","ocean_shortcode_before_footer_widgets":"","ocean_shortcode_after_footer_widgets":"","ocean_shortcode_before_footer_bottom":"","ocean_shortcode_after_footer_bottom":"","ocean_display_top_bar":"default","ocean_display_header":"default","ocean_header_style":"","ocean_center_header_left_menu":"0","ocean_custom_header_template":"0","ocean_custom_logo":0,"ocean_custom_retina_logo":0,"ocean_custom_logo_max_width":0,"ocean_custom_logo_tablet_max_width":0,"ocean_custom_logo_mobile_max_width":0,"ocean_custom_logo_max_height":0,"ocean_custom_logo_tablet_max_height":0,"ocean_custom_logo_mobile_max_height":0,"ocean_header_custom_menu":"0","ocean_menu_typo_font_family":"0","ocean_menu_typo_font_subset":"","ocean_menu_typo_font_size":0,"ocean_menu_typo_font_size_tablet":0,"ocean_menu_typo_font_size_mobile":0,"ocean_menu_typo_font_size_unit":"px","ocean_menu_typo_font_weight":"","ocean_menu_typo_font_weight_tablet":"","ocean_menu_typo_font_weight_mobile":"","ocean_menu_typo_transform":"","ocean_menu_typo_transform_tablet":"","ocean_menu_typo_transform_mobile":"","ocean_menu_typo_line_height":0,"ocean_menu_typo_line_height_tablet":0,"ocean_menu_typo_line_height_mobile":0,"ocean_menu_typo_line_height_unit":"","ocean_menu_typo_spacing":0,"ocean_menu_typo_spacing_tablet":0,"ocean_menu_typo_spacing_mobile":0,"ocean_menu_typo_spacing_unit":"","ocean_menu_link_color":"","ocean_menu_link_color_hover":"","ocean_menu_link_color_active":"","ocean_menu_link_background":"","ocean_menu_link_hover_background":"","ocean_menu_link_active_background":"","ocean_menu_social_links_bg":"","ocean_menu_social_hover_links_bg":"","ocean_menu_social_links_color":"","ocean_menu_social_hover_links_color":"","ocean_disable_title":"default","ocean_disable_heading":"default","ocean_post_title":"","ocean_post_subheading":"","ocean_post_title_style":"","ocean_post_title_background_color":"","ocean_post_title_background":0,"ocean_post_title_bg_image_position":"","ocean_post_title_bg_image_attachment":"","ocean_post_title_bg_image_repeat":"","ocean_post_title_bg_image_size":"","ocean_post_title_height":0,"ocean_post_title_bg_overlay":0.5,"ocean_post_title_bg_overlay_color":"","ocean_disable_breadcrumbs":"default","ocean_breadcrumbs_color":"","ocean_breadcrumbs_separator_color":"","ocean_breadcrumbs_links_color":"","ocean_breadcrumbs_links_hover_color":"","ocean_display_footer_widgets":"default","ocean_display_footer_bottom":"default","ocean_custom_footer_template":"0","ocean_post_oembed":"","ocean_post_self_hosted_media":"","ocean_post_video_embed":"","ocean_link_format":"","ocean_link_format_target":"self","ocean_quote_format":"","ocean_quote_format_link":"post","ocean_gallery_link_images":"on","ocean_gallery_id":[],"footnotes":""},"categories":[2,154],"tags":[50,198,456,16,408,598,433,402],"class_list":["post-57602","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news","category-pessl-blog","tag-fieldclimate","tag-metos-by-pessl-instruments","tag-metosbypessl","tag-pessl-instruments","tag-yield-estimation","tag-yield-management","tag-yield-potential","tag-yield-prediction","entry","has-media"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Smart Farming in Action: Validating METOS\u00ae Wheat Yield Prediction in Olds, Canada - METOS by Pessl Instruments<\/title>\n<meta name=\"description\" content=\"Every season, farmers face the critical challenge of maximizing yield while minimizing waste. 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=\"pl_PL\" \/>\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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