{"id":178,"date":"2023-09-24T09:50:19","date_gmt":"2023-09-24T08:50:19","guid":{"rendered":"https:\/\/xstore.8theme.com\/demos\/landing-watch\/?p=178"},"modified":"2023-10-11T14:26:52","modified_gmt":"2023-10-11T12:26:52","slug":"ndvi-cultivos-saludables-2","status":"publish","type":"post","link":"https:\/\/tethys.farm\/es\/ndvi-cultivos-saludables-2\/","title":{"rendered":"El \u00edndice NDVI para salvaguardar la salud de tus cultivos"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"178\" class=\"elementor elementor-178\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-7dd5430e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7dd5430e\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3a718e95\" data-id=\"3a718e95\" data-element_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-353ef5b3 elementor-widget elementor-widget-text-editor\" data-id=\"353ef5b3\" data-element_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>yo<strong>NDVI<\/strong> Es un \u00edndice fundamental en agricultura de precisi\u00f3n y es \u00fatil para evaluarla y monitorearla. <strong>estado de salud de las plantas<\/strong> en un terreno espec\u00edfico.<\/p><p>Es un \u00edndice muy intuitivo y f\u00e1cil de interpretar. Se calcula como la relaci\u00f3n entre la diferencia y la suma de la radiaci\u00f3n reflejada en el infrarrojo cercano y el rojo:<\/p><p>(NIR \u2013 ROJO) \/ (NIR + ROJO)<\/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-6f1598f0 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6f1598f0\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-36c86267\" data-id=\"36c86267\" data-element_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-743bb397 elementor-widget elementor-widget-image\" data-id=\"743bb397\" data-element_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 loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"459\" src=\"https:\/\/tethys.farm\/wp-content\/uploads\/2016\/09\/Wavelength-768x459.png\" class=\"attachment-medium_large size-medium_large wp-image-7127\" alt=\"\" srcset=\"https:\/\/tethys.farm\/wp-content\/uploads\/2016\/09\/Wavelength-768x459.png 768w, https:\/\/tethys.farm\/wp-content\/uploads\/2016\/09\/Wavelength-300x179.png 300w, https:\/\/tethys.farm\/wp-content\/uploads\/2016\/09\/Wavelength-600x359.png 600w, https:\/\/tethys.farm\/wp-content\/uploads\/2016\/09\/Wavelength-1x1.png 1w, https:\/\/tethys.farm\/wp-content\/uploads\/2016\/09\/Wavelength-10x6.png 10w, https:\/\/tethys.farm\/wp-content\/uploads\/2016\/09\/Wavelength.png 989w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \/>\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-b3d29d9\" data-id=\"b3d29d9\" data-element_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-4d378ea elementor-widget elementor-widget-text-editor\" data-id=\"4d378ea\" data-element_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>\u00a0<\/p><p>Pero, \u00bfc\u00f3mo se obtienen los datos necesarios para realizar este c\u00e1lculo?<br \/>Es posible derivar estos valores a partir de <strong>sat\u00e9lites en \u00f3rbita<\/strong> que, gracias a sensores \u00f3pticos de \u00faltima generaci\u00f3n, son capaces de devolver im\u00e1genes que contienen datos valiosos sobre las reflectancias de las radiaciones infrarrojas (IR) y rojas (RED) procedentes de la superficie terrestre.<\/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-89e5654 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"89e5654\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-7b487bd\" data-id=\"7b487bd\" data-element_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-d2fe017 elementor-widget elementor-widget-text-editor\" data-id=\"d2fe017\" data-element_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>\u00a0<\/p><p style=\"text-align: left;\">De hecho, los sensores miden la cantidad de luz solar reflejada por el <strong>vegetaci\u00f3n<\/strong> que, debido al contenido de clorofila de las hojas y otras &quot;partes verdes&quot; de la planta, interact\u00faa de una manera muy interesante y \u00fatil con las frecuencias de <strong>infrarrojo cercano<\/strong> (Infrarojo cercano o NIR: 214-400 ThZ).<br \/>Detectan el grado de desarrollo y salud de la planta: las radiaciones infrarrojas cercanas reflejadas aumentan cuando mejora el vigor de la planta (a la derecha en la figura siguiente), mientras que si el cultivo tiene problemas, las radiaciones NIR que se reflejan por las hojas est\u00e1n reducidas (a la derecha de la figura).<\/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-top-column elementor-element elementor-element-31655b7\" data-id=\"31655b7\" data-element_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-e2c8f77 elementor-widget elementor-widget-image\" data-id=\"e2c8f77\" data-element_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 loading=\"lazy\" decoding=\"async\" width=\"533\" height=\"373\" src=\"https:\/\/tethys.farm\/wp-content\/uploads\/2016\/09\/NDVI-wavelength-str.jpg\" class=\"attachment-medium_large size-medium_large wp-image-7129\" alt=\"\" srcset=\"https:\/\/tethys.farm\/wp-content\/uploads\/2016\/09\/NDVI-wavelength-str.jpg 533w, https:\/\/tethys.farm\/wp-content\/uploads\/2016\/09\/NDVI-wavelength-str-300x210.jpg 300w, https:\/\/tethys.farm\/wp-content\/uploads\/2016\/09\/NDVI-wavelength-str-1x1.jpg 1w, https:\/\/tethys.farm\/wp-content\/uploads\/2016\/09\/NDVI-wavelength-str-10x7.jpg 10w\" sizes=\"auto, (max-width: 533px) 100vw, 533px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-06be3f6 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"06be3f6\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-f0e6f6c\" data-id=\"f0e6f6c\" data-element_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-35eb818 elementor-widget elementor-widget-image\" data-id=\"35eb818\" data-element_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 loading=\"lazy\" decoding=\"async\" width=\"682\" height=\"476\" src=\"https:\/\/tethys.farm\/wp-content\/uploads\/2016\/09\/Fasi-fenologiche.png\" class=\"attachment-full size-full wp-image-7130\" alt=\"\" srcset=\"https:\/\/tethys.farm\/wp-content\/uploads\/2016\/09\/Fasi-fenologiche.png 682w, https:\/\/tethys.farm\/wp-content\/uploads\/2016\/09\/Fasi-fenologiche-300x209.png 300w, https:\/\/tethys.farm\/wp-content\/uploads\/2016\/09\/Fasi-fenologiche-600x419.png 600w, https:\/\/tethys.farm\/wp-content\/uploads\/2016\/09\/Fasi-fenologiche-1x1.png 1w, https:\/\/tethys.farm\/wp-content\/uploads\/2016\/09\/Fasi-fenologiche-10x7.png 10w\" sizes=\"auto, (max-width: 682px) 100vw, 682px\" \/>\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-b0fbdb7\" data-id=\"b0fbdb7\" data-element_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-39266f4 elementor-widget elementor-widget-text-editor\" data-id=\"39266f4\" data-element_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>\u00a0<\/p><p>Para ser precisos, el NDVI var\u00eda entre -1 y 1 e <strong>crece a medida que aumenta la salud y la exuberancia de la planta.<\/strong>, con los valores negativos propios de las zonas no agr\u00edcolas (agua y zonas urbanizadas).<br \/>Sin embargo, para contar con datos fiables es recomendable tener siempre en cuenta las diferentes consideraciones <strong>fases fenol\u00f3gicas<\/strong> algunas plantas. De hecho, estos influyen en el \u00edndice NDVI, que aumenta durante la fase de brotaci\u00f3n, se estabiliza durante la fase vegetativa y se reduce durante la senescencia, seg\u00fan una tendencia en forma de campana esquematizada para un cultivo gen\u00e9rico.<\/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-b19a4e3 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b19a4e3\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-81f51c4\" data-id=\"81f51c4\" data-element_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-b455aad elementor-widget elementor-widget-text-editor\" data-id=\"b455aad\" data-element_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>Combinando el estado sanitario y el estado fenol\u00f3gico de los cultivos, se pueden determinar diferentes valores de NDVI. <strong>interpretado<\/strong> <strong>como sigue<\/strong>:<br \/>Interpretaci\u00f3n del valor NDVI<br \/>&lt;0 Objetos inanimados o contornos de nubes<br \/>0,4 Cultivo en grave peligro o reci\u00e9n plantado\/ya cosechado<br \/>0,5 Cultivo en peligro o recientemente plantado\/senescente<br \/>0,55 Cultivo con problemas o en fase de desarrollo\/senescencia<br \/>0.6 Cultivo con algunos problemas o en fase de desarrollo\/inicio de senescencia<br \/>0,65 Cultivo no desarrollado del todo o con algunos problemas de crecimiento<br \/>0,7 Cultivo desarrollado y sano<br \/>1 Cultivo completamente desarrollado y sano<\/p><p>En conclusi\u00f3n, un NDVI que tiende a reducirse es s\u00edntoma de problemas en el desarrollo vegetativo de los cultivos, que pueden ser causados por estr\u00e9s h\u00eddrico o nutricional, da\u00f1os por condiciones clim\u00e1ticas adversas (p. ej. granizo), ataques de par\u00e1sitos u otros. Por lo tanto, NDVI es una herramienta muy \u00fatil para <strong>identificar r\u00e1pidamente cualquier \u00e1rea de problemas de cultivos<\/strong>, que se caracterizan por valores de \u00edndice significativamente m\u00e1s bajos que las otras \u00e1reas del campo.<\/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<\/div>","protected":false},"excerpt":{"rendered":"<p>El NDVI es un \u00edndice fundamental en agricultura de precisi\u00f3n, \u00fatil para evaluar y monitorear el estado sanitario de las plantas en una parcela de terreno espec\u00edfica. <\/p>","protected":false},"author":3,"featured_media":7122,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[60],"tags":[64,62,66,61,67,63,65],"class_list":["post-178","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-immagini-satellitari","tag-agricoltura-4-0","tag-agricoltura-di-precisione","tag-indici-vegetazionali","tag-monitoraggio-satellitare","tag-ndvi","tag-precision-farming","tag-satelliti"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.4 - 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