{"id":6352,"date":"2025-07-14T11:08:33","date_gmt":"2025-07-14T18:08:33","guid":{"rendered":"https:\/\/goodfruit.com\/es\/?p=6352"},"modified":"2025-08-18T09:36:30","modified_gmt":"2025-08-18T16:36:30","slug":"ia-contra-el-estres-termico-en-manzanas-honeycrisp","status":"publish","type":"post","link":"https:\/\/goodfruit.com\/es\/ia-contra-el-estres-termico-en-manzanas-honeycrisp\/","title":{"rendered":"IA contra el estr\u00e9s t\u00e9rmico en manzanas Honeycrisp"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"581\" src=\"https:\/\/goodfruit.com\/es\/wp-content\/uploads\/sites\/2\/2025\/07\/heatStress-appTrio-1024x581.png\" alt=\"A partir de una sola imagen como esta, tomada en julio de 2022 de una manzana Honeycrisp (izquierda), la aplicaci\u00f3n mide la temperatura de la superficie y del centro de la manzana, as\u00ed como el desarrollo del color actual (derecha). (Cortes\u00eda de Nipun Thennakoon\/Washington State University)\" class=\"wp-image-6353\" srcset=\"https:\/\/goodfruit.com\/es\/wp-content\/uploads\/sites\/2\/2025\/07\/heatStress-appTrio-1024x581.png 1024w, https:\/\/goodfruit.com\/es\/wp-content\/uploads\/sites\/2\/2025\/07\/heatStress-appTrio-300x170.png 300w, https:\/\/goodfruit.com\/es\/wp-content\/uploads\/sites\/2\/2025\/07\/heatStress-appTrio-768x436.png 768w, https:\/\/goodfruit.com\/es\/wp-content\/uploads\/sites\/2\/2025\/07\/heatStress-appTrio.png 1400w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">A partir de una sola imagen como esta, tomada en julio de 2022 de una manzana Honeycrisp (izquierda), la aplicaci\u00f3n mide la temperatura de la superficie y del centro de la manzana, as\u00ed como el desarrollo del color actual (derecha). (Cortes\u00eda de Nipun Thennakoon\/Washington State University)<\/figcaption><\/figure>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-3e41869c wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-outline is-style-outline--1\"><a class=\"wp-block-button__link has-vivid-red-color has-text-color has-link-color wp-element-button\" href=\"https:\/\/goodfruit.com\/ai-targeting-honeycrisp-heat-stress\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>En ingl\u00e9s:\u00a0AI targeting Honeycrisp heat stress<\/strong><br><em>De nuestra edici\u00f3n del julio de 2025<\/em><\/a><\/div>\n<\/div>\n<\/div>\n\n\n\n<div style=\"color:#0369a1\" class=\"wp-block-roelmagdaleno-callout-block has-white-background-color has-text-color has-background is-layout-flex wp-container-roelmagdaleno-callout-block-is-layout-2c90304e wp-block-roelmagdaleno-callout-block-is-layout-flex\"><div>\n<p class=\"has-black-color has-text-color has-background has-link-color wp-elements-1 wp-block-paragraph\" style=\"background-color:#f2f2f2\"><strong>Nota del editor:<\/strong>&nbsp;Desde la fecha de publicaci\u00f3n original de este art\u00edculo, la aplicaci\u00f3n AgWeatherNet de previsi\u00f3n del riesgo de quemaduras solares ya est\u00e1 en pleno funcionamiento para su uso con smartphones iPhone y Android. Puede utilizarse para prever los da\u00f1os causados por el sol tanto en las uvas como en las manzanas.<\/p>\n<\/div><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">Investigadores de la Universidad Estatal de Washington (WSU) est\u00e1n evaluando la versi\u00f3n beta de una nueva aplicaci\u00f3n que emplea datos meteorol\u00f3gicos para predecir el riesgo de quemaduras solares en las manzanas.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Esperan que los productores prueben la aplicaci\u00f3n durante esta temporada y colaboren para perfeccionarla.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Los investigadores de AgWeatherNet, la red meteorol\u00f3gica agr\u00edcola estatal de la universidad, buscan obtener im\u00e1genes t\u00e9rmicas de los productores mediante innovaci\u00f3n social colaborativa (crowdsourcing), explic\u00f3 Lav Khot, director de la red con sede en Prosser.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">La aplicaci\u00f3n llamada AWN CropAI utiliza condiciones meteorol\u00f3gicas como la temperatura, el viento y la humedad para predecir el riesgo de quemaduras solares con hasta una semana de anticipaci\u00f3n. La aplicaci\u00f3n muestra iconos en verde, amarillo o rojo para indicar el nivel de riesgo. Emplea autom\u00e1ticamente la estaci\u00f3n AgWeatherNet m\u00e1s cercana, aunque los usuarios pueden seleccionar otra. Tambi\u00e9n pueden ajustar el tama\u00f1o de la fruta, lo que influye directamente el riesgo.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Las quemaduras solares son la principal causa de p\u00e9rdidas de fruta en el estado de Washington, afectando a todas las variedades de manzana. Por ello, varios investigadores especializados en \u00e1rboles frutales del centro de Washington buscan nuevas formas de mitigar este problema con mayor precisi\u00f3n que el uso convencional de aspersores a\u00e9reos cuando alcanzan una determinada temperatura ambiental.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Por ejemplo, a las 4 de la tarde del d\u00eda 31 de mayo, AWN CropAI pronostic\u00f3 una temperatura ambiental de 91 grados Fahrenheit. Sin embargo, la superficie de la fruta alcanzar\u00eda los 113 grados, una temperatura suficientemente alta como para justificar una advertencia de riesgo de quemaduras solares, incluso antes de que muchos productores ni siquiera pensaran en ellas.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Los pron\u00f3sticos de la aplicaci\u00f3n se basan en a\u00f1os de datos sobre la temperatura superficial de la piel de la fruta recopilados por los cient\u00edficos de AgWeatherNet.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">La aplicaci\u00f3n fue desarrollada por el equipo de investigaci\u00f3n liderado por Khot y se basa en estudios financiados por la Comisi\u00f3n de Investigaci\u00f3n de Frutales de Washington (Washington Tree Fruit Research Commission) y el Instituto Nacional de Alimentaci\u00f3n y Agricultura del Departamento de Agricultura de los Estados Unidos (U.S. Department of Agriculture National Institute of Food and Agriculture).<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u201cQueremos que el mayor n\u00famero posible de productores participe en la prueba beta de esta aplicaci\u00f3n\u201d, afirm\u00f3.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Tambi\u00e9n pueden contribuir al desarrollo de la aplicaci\u00f3n mediante la recopilaci\u00f3n de sus propias im\u00e1genes t\u00e9rmicas.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Los usuarios que deseen participar pueden adquirir una c\u00e1mara de infrarrojos t\u00e9rmicos FLIR de Teledyne compatible con tel\u00e9fono inteligente, utilizar la aplicaci\u00f3n para evaluar el riesgo de quemaduras solares a partir de sus propias im\u00e1genes t\u00e9rmicas y compartir los datos mediante un acuerdo de usuario voluntario. La aplicaci\u00f3n es compatible con dos modelos de c\u00e1mara: FLIR One Pro y FLIR One Edge Pro, cuyos precios oscilan entre USD $200 y $500.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Las c\u00e1maras tambi\u00e9n capturan im\u00e1genes RGB tradicionales (un formato basado en los colores rojo, verde y azul) que el sistema de inteligencia artificial de la WSU utiliza para diferenciar la fruta de las partes superiores del \u00e1rbol y evaluar c\u00f3mo va desarroll\u00e1ndose su color.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Los productores pueden utilizar la informaci\u00f3n obtenida para decidir cu\u00e1ndo aplicar riego a\u00e9reo ara enfriar la fruta, as\u00ed como desplegar o replegar las mallas de protecci\u00f3n.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Por ahora, la aplicaci\u00f3n se basa en el cultivar Honeycrisp, pero los investigadores esperan ampliarla a otras variedades de manzanas, e incluso a cultivos frutales como las uvas o los ar\u00e1ndanos, explic\u00f3 Khot.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">La aplicaci\u00f3n es compatible tanto con dispositivos iPhone como con Android.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Khot ha presentado la aplicaci\u00f3n durante jornadas de campo y encuentros con productores.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">De hecho, varios agricultores descargaron la aplicaci\u00f3n y comenzaron a utilizarla a mediados de mayo durante una jornada de campo en la huerta de investigaci\u00f3n de Roza, cerca de Prosser, dijo Bernardita Sallato, extensionista de la WSU.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ella espera que m\u00e1s productores se sumen a la iniciativa.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u201cA medida en que los productores comiencen a utilizarla con mayor frecuencia, podremos generar datos solidos para mejorar las previsiones,\u201d coment\u00f3 Sallato. \u2022<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h6 class=\"wp-block-heading\"><em>Este art\u00edculo ha sido traducido por Jean Dibble y revisado por Jutsely Rivera. Puede ponerse en contacto con Jean en jean@goodfruit.com.<\/em><\/h6>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<p class=\"has-text-align-center wp-block-paragraph\"><strong>V\u00cdDEO<\/strong> <br><em>En un breve v\u00eddeo<strong>&nbsp;<\/strong>disponible en espa\u00f1ol e ingl\u00e9s<strong>,<\/strong>&nbsp;descubra c\u00f3mo la nueva aplicaci\u00f3n de AgWeatherNet de la Universidad Estatal de Washington puede predecir el riesgo de quemaduras solares en las manzanas.<\/em><br><\/p>\n\n\n\n<div class=\"wp-block-group is-layout-grid wp-container-core-group-is-layout-aa30ef58 wp-block-group-is-layout-grid\">\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-9-16 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe title=\"Demostraci\u00f3n sobre el estr\u00e9s t\u00e9rmico de una aplicaci\u00f3n beta de AgWeatherNet de la WSU\" width=\"800\" height=\"450\" src=\"https:\/\/www.youtube.com\/embed\/KwQpgkOQZSk?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-9-16 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe title=\"A demo of a beta heat stress app from WSU\u2019s AgWeatherNet\" width=\"800\" height=\"450\" src=\"https:\/\/www.youtube.com\/embed\/BkPdXAHyECs?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n<\/div>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n<\/div>\n\n\n\n<div style=\"background-color:#f2f2f2\" class=\"wp-block-roelmagdaleno-callout-block has-black-color has-text-color has-background is-layout-constrained wp-block-roelmagdaleno-callout-block-is-layout-constrained\"><div>\n<p class=\"has-text-align-center wp-block-paragraph\"><strong>DESCARGA LA APLICACI\u00d3N<\/strong><\/p>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\"><em>La aplicaci\u00f3n CropAI de AgWeatherNet est\u00e1 disponible para dispositivos iPhone y Android.<\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\"><strong><a href=\"https:\/\/apps.apple.com\/us\/app\/awn-cropai\/id6744830192?uo=2\" target=\"_blank\" rel=\"noreferrer noopener\">Haga clic aqu\u00ed para descargarla en iPhone<\/a>  \u2014  <a href=\"https:\/\/play.google.com\/store\/apps\/details?id=edu.wsu.weather.fst\">Haga clic aqu\u00ed para Android<\/a><\/strong><\/p>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-group is-content-justification-center is-nowrap is-layout-flex wp-container-core-group-is-layout-f56f9fcf wp-block-group-is-layout-flex\">\t\t\t<div class=\"related-horizontal  aligncenter\">\r\n\t\t\t\t\t\t\t\t\t<!--<h2 class=\"--name\"><\/h2>-->\r\n\t\t\t\t\t<strong class=\"related-horizontal--name\">Relacionado<\/strong>\r\n\t\t\t\t\t\t\t\t<div class=\"related-horizontal--posts\">\r\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"related-horizontal--post\">\r\n\t\t\t\t\t\t\t<a href=\"https:\/\/goodfruit.com\/es\/el-estres-solar-ha-hecho-que-los-cultivadores-sean-cautelosos-con-el-sol\/\" target=\"_blank\">\r\n\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"300\" height=\"200\" src=\"https:\/\/goodfruit.com\/es\/wp-content\/uploads\/sites\/2\/2020\/04\/sunriseFieldDay-579sd-1-300x200.jpg\" class=\"related-horizontal--image wp-post-image\" alt=\"Durante un d\u00eda de campo en agosto, que coincidi\u00f3 con una ola de calor, en el huerto Sunrise Orchard de la Universidad Estatal de Washington, los asistentes Tony DiMaria y Bill Terry pusieron a prueba una pistola infrarroja para tomar la temperatura y compararon sus resultados contra los de un registrador de temperatura de la superficie de la fruta de mayor precisi\u00f3n. Las altas temperaturas ponen la fruta en riesgo de quemaduras solares y enfermedades relacionadas, pero esto no es un c\u00e1lculo simple de causa y efecto. (Shannon Dininny\/Good Fruit Grower)\" srcset=\"https:\/\/goodfruit.com\/es\/wp-content\/uploads\/sites\/2\/2020\/04\/sunriseFieldDay-579sd-1-300x200.jpg 300w, https:\/\/goodfruit.com\/es\/wp-content\/uploads\/sites\/2\/2020\/04\/sunriseFieldDay-579sd-1-768x512.jpg 768w, https:\/\/goodfruit.com\/es\/wp-content\/uploads\/sites\/2\/2020\/04\/sunriseFieldDay-579sd-1-810x540.jpg 810w, https:\/\/goodfruit.com\/es\/wp-content\/uploads\/sites\/2\/2020\/04\/sunriseFieldDay-579sd-1.jpg 1000w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t\t\t<span class=\"related-horizontal--title\">El estr\u00e9s solar ha hecho que los cultivadores sean cautelosos con el sol<\/span>\r\n\t\t\t\t\t\t\t<\/a>\r\n\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t<\/div>\r\n        <\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>La Universidad Estatal de Washington prueba una aplicaci\u00f3n que predice el riesgo de quemaduras solares en las manzanas.<\/p>\n","protected":false},"author":31,"featured_media":6353,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_monsterinsights_skip_tracking":false,"footnotes":""},"categories":[6,49,130,133],"tags":[],"class_list":["post-6352","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-manzanas","category-videos","category-enfermedades","category-tecnologia"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>IA contra el estr\u00e9s t\u00e9rmico en manzanas Honeycrisp - Good Fruit Grower en Espa\u00f1ol<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/goodfruit.com\/es\/ia-contra-el-estres-termico-en-manzanas-honeycrisp\/\" \/>\n<meta property=\"og:locale\" content=\"es_MX\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"IA contra el estr\u00e9s t\u00e9rmico en manzanas Honeycrisp - Good Fruit Grower en Espa\u00f1ol\" \/>\n<meta property=\"og:description\" content=\"La Universidad Estatal de Washington prueba una aplicaci\u00f3n que predice el riesgo de quemaduras solares en las manzanas.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/goodfruit.com\/es\/ia-contra-el-estres-termico-en-manzanas-honeycrisp\/\" \/>\n<meta property=\"og:site_name\" content=\"Good Fruit Grower en Espa\u00f1ol\" \/>\n<meta property=\"article:published_time\" content=\"2025-07-14T18:08:33+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-08-18T16:36:30+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/goodfruit.com\/es\/wp-content\/uploads\/sites\/2\/2025\/07\/heatStress-appTrio.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1400\" \/>\n\t<meta property=\"og:image:height\" content=\"794\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Ross Courtney\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Escrito por\" \/>\n\t<meta name=\"twitter:data1\" content=\"Ross Courtney\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tiempo de lectura\" \/>\n\t<meta name=\"twitter:data2\" content=\"5 minutos\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/goodfruit.com\\\/es\\\/ia-contra-el-estres-termico-en-manzanas-honeycrisp\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/goodfruit.com\\\/es\\\/ia-contra-el-estres-termico-en-manzanas-honeycrisp\\\/\"},\"author\":{\"name\":\"Ross Courtney\",\"@id\":\"https:\\\/\\\/goodfruit.com\\\/es\\\/#\\\/schema\\\/person\\\/2bd404691cf07e4d76dabc747b6ea2e9\"},\"headline\":\"IA contra el estr\u00e9s t\u00e9rmico en manzanas Honeycrisp\",\"datePublished\":\"2025-07-14T18:08:33+00:00\",\"dateModified\":\"2025-08-18T16:36:30+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/goodfruit.com\\\/es\\\/ia-contra-el-estres-termico-en-manzanas-honeycrisp\\\/\"},\"wordCount\":949,\"publisher\":{\"@id\":\"https:\\\/\\\/goodfruit.com\\\/es\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/goodfruit.com\\\/es\\\/ia-contra-el-estres-termico-en-manzanas-honeycrisp\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/goodfruit.com\\\/es\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2025\\\/07\\\/heatStress-appTrio.png\",\"articleSection\":[\"Manzanas\",\"V\u00eddeos\",\"Enfermedades\",\"Tecnolog\u00eda\"],\"inLanguage\":\"es\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/goodfruit.com\\\/es\\\/ia-contra-el-estres-termico-en-manzanas-honeycrisp\\\/\",\"url\":\"https:\\\/\\\/goodfruit.com\\\/es\\\/ia-contra-el-estres-termico-en-manzanas-honeycrisp\\\/\",\"name\":\"IA contra el estr\u00e9s t\u00e9rmico en manzanas Honeycrisp - 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