{"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\/pt\/smart-farming-in-action\/","title":{"rendered":"Agricultura inteligente em a\u00e7\u00e3o: Valida\u00e7\u00e3o da previs\u00e3o de rendimento de trigo METOS\u00ae em Olds, Canad\u00e1"},"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\">Gest\u00e3o Agr\u00edcola Avan\u00e7ada: Um mergulho profundo na previs\u00e3o de rendimento do METOS\u00ae com Wolfgang Fuchs.<\/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>Agricultura inteligente em a\u00e7\u00e3o - Valida\u00e7\u00e3o do METOS<\/b><b><span style=\"font-weight: 400;\">\u00ae <\/span><\/b><b>Previs\u00e3o do rendimento do trigo em Olds, Canad\u00e1<\/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>Em cada esta\u00e7\u00e3o, os agricultores enfrentam o desafio cr\u00edtico de maximizar o rendimento e minimizar o desperd\u00edcio. Com <span style=\"text-decoration: underline;\"><a href=\"https:\/\/shop.metos.at\/collections\/agriculture-crops\/products\/yield-prediction-subscription\"><b> METOS<sup>\u00ae<\/sup> Predi\u00e7\u00e3o de Rendimento<\/b><\/a><\/span>Agora, eles podem enfrentar esse desafio de frente. Esta ferramenta permite aos produtores planear estrategicamente a fertiliza\u00e7\u00e3o, a irriga\u00e7\u00e3o e a prote\u00e7\u00e3o das plantas com uma precis\u00e3o sem precedentes. N\u00e3o se trata apenas de reduzir custos - trata-se de tirar partido de dados inteligentes para uma agricultura mais inteligente. Ao otimizar a utiliza\u00e7\u00e3o dos recursos, os agricultores n\u00e3o se limitam a aumentar os seus resultados; promovem ativamente um ecossistema mais saud\u00e1vel e um clima mais sustent\u00e1vel.<\/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>O <b>METOS\u00ae <\/b><span style=\"text-decoration: underline;\"><a href=\"\/pt\/yield-prediction\/\"><b>Predi\u00e7\u00e3o de Rendimento<\/b><\/a><\/span><b> Solu\u00e7\u00e3o<\/b> fornece aos agricultores dados imediatos e precisos sobre o potencial de rendimento das culturas, reflectindo diretamente a disponibilidade de \u00e1gua. Melhorado por um sistema de <a href=\"http:\/\/stations-dataloggers\/\" data-wplink-url-error=\"true\"><span style=\"text-decoration: underline;\">METOS<sup>\u00ae<\/sup><\/span> esta\u00e7\u00e3o meteorol\u00f3gica<\/a>O sistema de gest\u00e3o de riscos e de seguran\u00e7a garante que as previs\u00f5es n\u00e3o s\u00e3o apenas r\u00e1pidas, mas tamb\u00e9m excecionalmente precisas.<\/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>Ver o METOS<sup>\u00ae<\/sup> diferen\u00e7a em a\u00e7\u00e3o, apresentando uma experi\u00eancia de campo rigorosa em Alberta, Canad\u00e1, que real\u00e7a a precis\u00e3o das nossas previs\u00f5es de rendimento do trigo.<\/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>Valida\u00e7\u00e3o do METOS<sup>\u00ae<\/sup> Previs\u00e3o de rendimento: A experi\u00eancia de campo do 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\tEm 2022, o Olds College Centre for Innovation (OCCI) testou rigorosamente o METOS<sup>\u00ae<\/sup> O modelo de previs\u00e3o de rendimento atrav\u00e9s de uma experi\u00eancia de campo pormenorizada em Alberta, Canad\u00e1. Este estudo foi concebido para avaliar criticamente a exatid\u00e3o da ferramenta na previs\u00e3o do rendimento do trigo (Fig. 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 Previs\u00e3o_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\">Fig 1: Vista detalhada do FarmView, FieldClimate, destacando a zona de cultivo designada para o ensaio METOS\u00ae Yield Prediction. A \u00e1rea delineada em vermelho mostra os limites dentro dos quais o rendimento do trigo foi analisado, localizado a oeste de Olds, em Alberta, Canad\u00e1, permitindo o monitoramento preciso e a coleta de dados para o estudo.<\/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>A sementeira, a fertiliza\u00e7\u00e3o e a gest\u00e3o fitossanit\u00e1ria foram realizadas de acordo com as pr\u00e1ticas agr\u00edcolas comuns na regi\u00e3o. Al\u00e9m disso, ferramentas integradas para <span style=\"text-decoration: underline;\"><a href=\"\/pt\/weather-forecast-and-work-planning-tools\/\">planeamento do trabalho<\/a><\/span> e <span style=\"text-decoration: underline;\"><a href=\"\/pt\/site-specific-forecast-and-weather-maps\/\">tirar partido dos dados meteorol\u00f3gicos da sua esta\u00e7\u00e3o<\/a><\/span> oferecer mais apoio \u00e0 tomada de decis\u00f5es.<\/p><p>As zonas de produtividade identificadas, cartografadas com base em dados hist\u00f3ricos de colheita, orientaram a coloca\u00e7\u00e3o de <span style=\"text-decoration: underline;\"><a href=\"\/pt\/stations-dataloggers\/\">esta\u00e7\u00f5es meteorol\u00f3gicas no terreno<\/a><\/span> em tr\u00eas zonas distintas (Fig. 2). Ao longo da esta\u00e7\u00e3o de crescimento de 2022, foram recolhidos dados abrangentes sobre as caracter\u00edsticas do solo e da planta, as condi\u00e7\u00f5es clim\u00e1ticas e os factores determinantes do rendimento das culturas.<\/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 das zonas de produtividade\" 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\">Fig 2: Mapa das zonas de produtividade (vermelho para menor rendimento, verde para maior rendimento) com tr\u00eas pontos pretos indicando onde foram instaladas esta\u00e7\u00f5es meteorol\u00f3gicas e recolhidas amostras para informar as previs\u00f5es de rendimento.<\/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>Otimiza\u00e7\u00e3o da previs\u00e3o da produ\u00e7\u00e3o: Configura\u00e7\u00f5es principais<\/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>Configurar o <span style=\"text-decoration: underline;\"><a href=\"\/pt\/prepare-for-spring-success-with-yield-prediction\/\">Predi\u00e7\u00e3o de Rendimento<\/a><\/span> \u00e9 simples, exigindo apenas algumas defini\u00e7\u00f5es iniciais para come\u00e7ar. Para obter os resultados mais precisos, s\u00e3o tidas em conta condi\u00e7\u00f5es espec\u00edficas como a textura do solo e os n\u00edveis de humidade. Aprofundamos a otimiza\u00e7\u00e3o destas defini\u00e7\u00f5es para uma previs\u00e3o de rendimento ideal na nossa <span style=\"text-decoration: underline;\"><a href=\"\/pt\/farm-weather-talk-007-whats-my-in-season-yield-potential\/\">Conversa sobre o tempo na quinta (#007)<\/a><\/span>.<\/p><p>A nossa simula\u00e7\u00e3o da produ\u00e7\u00e3o de trigo no campo experimental de Olds foi adaptada para refletir as condi\u00e7\u00f5es locais (Fig. 3). Introduzimos a data de sementeira real para alinhar com o ciclo de vida da cultura, definimos a humidade do solo para um n\u00edvel t\u00edpico do perfil do solo da regi\u00e3o e escolhemos uma textura franco-argilosa com base em an\u00e1lises do solo. Ajust\u00e1mos a data de maturidade e as defini\u00e7\u00f5es de rendimento para refletir as m\u00e9dias regionais, garantindo uma previs\u00e3o realista.<\/p><ul><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Data da sementeira: 5 de maio de 2022<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Humidade inicial do solo: normal (60%)<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Textura do solo: franco-argiloso<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Ajustamento da data de vencimento: deslocou o cursor para corresponder \u00e0 data observada (31 de agosto de 2022)<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Ajustamento do rendimento: deslocou o cursor para se aproximar da m\u00e9dia regional de 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=\"Interface 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\">Fig. 3: Interface de configura\u00e7\u00e3o do METOS\u00ae Yield Prediction para trigo, ilustrando as defini\u00e7\u00f5es personalizadas aplicadas no ensaio de campo 2022 Olds, incluindo a data de sementeira e as condi\u00e7\u00f5es do solo.<\/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>Para o ensaio de rendimento do trigo em Olds, introduzimos o valor real de <b>data de sementeira<\/b> de 5 de maio e <b>data de colheita<\/b> de 9 de setembro na ferramenta de Previs\u00e3o de Rendimento. Embora a data de colheita prevista seja geralmente uma considera\u00e7\u00e3o secund\u00e1ria, serve de apoio em cen\u00e1rios raros. Crucialmente, a replica\u00e7\u00e3o exacta das condi\u00e7\u00f5es de campo, tais como a data correcta de <b>tipo de cultura<\/b> e a data de sementeira, \u00e9 vital para previs\u00f5es de rendimento fi\u00e1veis.<\/p><p>Para <b>afinar<\/b> a <b>maturidade<\/b> Para definir a data na nossa ferramenta de previs\u00e3o de rendimento, utiliz\u00e1mos a data real observada, que foi 31 de agosto de 2022. Esta data, embora um pouco mais tarde do que o habitual, \u00e9 considerada razo\u00e1vel para a zona. Para a m\u00e9dia <b>rendimento<\/b> Para um ajuste fino, incorpor\u00e1mos dados publicados em linha da Agriculture Financial Service Corporation (AFSC) de Alberta, que revelaram um rendimento m\u00e9dio de trigo de 77,5 bu\/ac de 2016 a 2021.<\/p><p>Peritos agr\u00edcolas locais, utilizando tanto dados hist\u00f3ricos da AFSC como <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\">investiga\u00e7\u00e3o do Olds College<\/a><\/span>A Comiss\u00e3o Europeia, no seu relat\u00f3rio sobre a campanha de 2022, estabeleceu 95 bu\/ac como limite m\u00e1ximo para as previs\u00f5es de rendimento m\u00e9dio. Este limite superior s\u00f3 \u00e9 aplicado se a previs\u00e3o do modelo ultrapassar este valor, situa\u00e7\u00e3o que n\u00e3o se verificou na campanha de 2022. Para <b>humidade inicial do solo<\/b>-um fator crucial para uma previs\u00e3o exacta da produ\u00e7\u00e3o- base\u00e1mo-nos nos dados oficiais da Atualiza\u00e7\u00e3o da Situa\u00e7\u00e3o da Humidade Agr\u00edcola do Governo de Alberta, fixando-a num n\u00edvel \"normal\", aproximadamente 60%. Esta percentagem representa o conte\u00fado real de \u00e1gua dispon\u00edvel para um perfil de solo de um metro. Al\u00e9m disso, <b>textura do solo<\/b>determinada atrav\u00e9s da an\u00e1lise de amostras, foi identificada como argilosa.<\/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>Resultados: Mapa de produtividade e NDVI de sat\u00e9lite<\/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\tO mapa de rendimento da colheita da ceifeira-debulhadora (Fig. 4) mostra uma grande varia\u00e7\u00e3o dentro do campo experimental.\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 de 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\">Fig 4: Este mapa de produtividade detalhado, capturado a partir dos dados de colheita da ceifeira-debulhadora, ilustra de forma v\u00edvida a variabilidade espacial da produtividade do trigo no campo experimental da Olds em 2022. A gama de cores representa os diferentes n\u00edveis de rendimento, fornecendo uma representa\u00e7\u00e3o visual da produtividade do campo.<\/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>O METOS<sup>\u00ae<\/sup> <span style=\"text-decoration: underline;\"><a href=\"\/pt\/satellite-imagery\/\">imagens de sat\u00e9lite<\/a><\/span> (Fig. 5) revela o NDVI (<span style=\"text-decoration: underline;\"><a href=\"https:\/\/en.wikipedia.org\/wiki\/Normalized_difference_vegetation_index\">\u00cdndice de Vegeta\u00e7\u00e3o por Diferen\u00e7a Normalizada<\/a><\/span>) em todo o campo, com leituras mais baixas alinhadas com as sec\u00e7\u00f5es menos produtivas do sul\/sudeste e do nordeste, como mostra o mapa de produtividade (Fig. 4). Esta correla\u00e7\u00e3o sublinha a utilidade do NDVI de sat\u00e9lite como indicador do estado das culturas e do rendimento potencial, demonstrando o seu valor na agricultura de precis\u00e3o.<\/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>Equipados com uma esta\u00e7\u00e3o meteorol\u00f3gica no local, capt\u00e1mos <span style=\"text-decoration: underline;\"><a href=\"\/pt\/harvest-weather\/\">precipita\u00e7\u00e3o exacta<\/a><\/span> ao longo da esta\u00e7\u00e3o. Durante a experi\u00eancia, a precipita\u00e7\u00e3o total atingiu 341 mm, ultrapassando a m\u00e9dia de longo prazo de Olds em 10%, que \u00e9 de 309 mm. Este desvio \u00e9 um fator cr\u00edtico para avaliar a adaptabilidade da Previs\u00e3o do Rendimento a condi\u00e7\u00f5es meteorol\u00f3gicas vari\u00e1veis.<\/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=\"An\u00e1lise de sat\u00e9lite 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\">Fig 5: Sobreposi\u00e7\u00e3o da an\u00e1lise de sat\u00e9lite NDVI no campo experimental de Olds, captando a sa\u00fade e a densidade da vegeta\u00e7\u00e3o em 20 de julho de 2022.<\/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>Avalia\u00e7\u00e3o da precis\u00e3o do METOS<sup>\u00ae<\/sup> Predi\u00e7\u00e3o de Rendimento<\/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>A exatid\u00e3o da previs\u00e3o do rendimento das culturas est\u00e1 intrinsecamente ligada a <b>tempo<\/b> padr\u00f5es clim\u00e1ticos, predominantemente a precipita\u00e7\u00e3o. Dadas as incertezas inerentes \u00e0s previs\u00f5es meteorol\u00f3gicas sazonais, a fiabilidade da previs\u00e3o do rendimento pode variar, especialmente no in\u00edcio da esta\u00e7\u00e3o, quando se baseia mais nos dados de precipita\u00e7\u00e3o projectados do que nas medi\u00e7\u00f5es directas das esta\u00e7\u00f5es meteorol\u00f3gicas.<\/p><p>METOS<sup>\u00ae<\/sup> O Yield Prediction supera de forma inteligente estes desafios relacionados com o clima. Fizemos uma parceria com <b>Meteoblue<\/b>, um topo <span style=\"text-decoration: underline;\"><a href=\"\/pt\/site-specific-forecast-and-weather-maps\/\">previs\u00e3o do tempo<\/a><\/span> para garantir que as nossas previs\u00f5es se baseiam nos melhores dados dispon\u00edveis. Tamb\u00e9m recomendamos que os produtores instalem o nosso <span style=\"text-decoration: underline;\"><a href=\"\/pt\/stations-dataloggers\/\">esta\u00e7\u00f5es meteorol\u00f3gicas f\u00edsicas<\/a><\/span> diretamente nos seus campos. Desta forma, obt\u00eam as leituras meteorol\u00f3gicas mais exactas poss\u00edveis, algo que uma esta\u00e7\u00e3o virtual n\u00e3o consegue igualar.<\/p><p>\u00c0 medida que a esta\u00e7\u00e3o se desenrola, a nossa previs\u00e3o de rendimento integra de forma inteligente os dados meteorol\u00f3gicos reais recolhidos no campo, reduzindo gradualmente a depend\u00eancia das previs\u00f5es meteorol\u00f3gicas. Esta combina\u00e7\u00e3o inteligente de previs\u00f5es e dados em tempo real garante que a precis\u00e3o das nossas previs\u00f5es melhora a cada dia que passa, aproveitando os pontos fortes das previs\u00f5es meteorol\u00f3gicas e das medi\u00e7\u00f5es localizadas.<\/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>Interessado em mais informa\u00e7\u00f5es?<\/strong><\/p><p>Ler como METOS<sup>\u00ae<\/sup> A previs\u00e3o do rendimento \u00e9 comparada com o rendimento real observado, a sua fiabilidade e as implica\u00e7\u00f5es mais vastas da ado\u00e7\u00e3o do METOS<sup>\u00ae<\/sup> solu\u00e7\u00f5es, na nossa nova brochura. Envie-nos os seus dados de contacto para receber rapidamente a nossa brochura comercial.<\/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\">Saiba mais.<\/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>Descarregue o<em><strong> Agricultura inteligente em a\u00e7\u00e3o\u00a0<\/strong><\/em>brochura.<\/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=\"maqueta de agricultura inteligente em a\u00e7\u00e3o\" alt=\"maqueta de agricultura inteligente em a\u00e7\u00e3o\" 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=\"\/pt\/wp-json\/wp\/v2\/posts\/57602#wpcf7-f57625-o1\" method=\"post\" class=\"wpcf7-form init\" aria-label=\"Formul\u00e1rio de contacto\" novalidate=\"novalidate\" data-status=\"init\" data-trp-original-action=\"\/pt\/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=\"Nome (obrigat\u00f3rio)\" 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=\"Email (obrigat\u00f3rio)\" 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=\"Pa\u00eds (obrigat\u00f3rio)\" 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\">Ao submeter o seu e-mail, concorda que o Pessl Instruments pode enviar-lhe mensagens de e-mail promocionais com actualiza\u00e7\u00f5es, not\u00edcias, \u00faltimos posts no blogue, convites para eventos e outras mensagens semelhantes. O utilizador compreende e concorda que o Pessl Instruments pode utilizar as suas informa\u00e7\u00f5es de acordo com a sua Pol\u00edtica de Privacidade. O utilizador pode optar por n\u00e3o utilizar as suas informa\u00e7\u00f5es em qualquer altura.<\/span><\/span><\/span><\/span>\n<\/p>\n\n<p>&nbsp;<br \/>\n<input class=\"wpcf7-form-control wpcf7-submit has-spinner\" type=\"submit\" value=\"Descarregar\" \/>\n<\/p><div class=\"wpcf7-response-output\" aria-hidden=\"true\"><\/div>\n<input type=\"hidden\" name=\"trp-form-language\" value=\"pt\"\/><\/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=\"\/pt\/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\">VOLTAR A TODAS AS ENTRADAS DO BLOGUE<\/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. 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