{"id":9400,"date":"2025-08-15T10:48:17","date_gmt":"2025-08-15T16:48:17","guid":{"rendered":"https:\/\/b2v.mx\/media\/?p=9400"},"modified":"2025-08-15T10:48:19","modified_gmt":"2025-08-15T16:48:19","slug":"datos-contra-incendios-como-la-analitica-predictiva-ayuda-a-evitar-desastres-forestales","status":"publish","type":"post","link":"https:\/\/b2v.mx\/media\/datos-contra-incendios-como-la-analitica-predictiva-ayuda-a-evitar-desastres-forestales\/","title":{"rendered":"Datos contra incendios: c\u00f3mo la anal\u00edtica predictiva ayuda a evitar desastres forestales"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">Cada a\u00f1o, M\u00e9xico pierde miles de hect\u00e1reas de bosques y selvas a causa de los incendios forestales. En 2024, la Comisi\u00f3n Nacional Forestal (CONAFOR) report\u00f3 m\u00e1s de 6,000 siniestros, con impactos que van desde la p\u00e9rdida de biodiversidad hasta afectaciones econ\u00f3micas y sociales en comunidades rurales. Frente a este desaf\u00edo, la <strong>anal\u00edtica predictiva<\/strong> y la <strong>inteligencia artificial (IA)<\/strong> est\u00e1n cambiando la forma en que se detectan y combaten estos eventos.<\/p>\n\n\n\n<div class=\"wp-block-essential-blocks-advanced-heading  root-eb-advance-heading-04w49\"><div class=\"eb-parent-wrapper eb-parent-eb-advance-heading-04w49 \"><div class=\"eb-advance-heading-wrapper eb-advance-heading-04w49 button-1 undefined\" data-id=\"eb-advance-heading-04w49\"><h2 class=\"eb-ah-title\"><span class=\"first-title\"><strong>Tecnolog\u00eda que anticipa el fuego<\/strong><\/span><\/h2><\/div><\/div><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">La <strong>anal\u00edtica predictiva<\/strong> utiliza datos de sensores en campo, im\u00e1genes satelitales y modelos de IA para identificar zonas con alto riesgo de incendio antes de que el fuego comience. Sistemas como FireAId o las plataformas de Global Forest Watch Fire combinan informaci\u00f3n sobre temperatura, humedad, velocidad del viento, vegetaci\u00f3n y antecedentes hist\u00f3ricos de incendios para generar <strong>mapas de riesgo en tiempo real<\/strong>.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img fetchpriority=\"high\" decoding=\"async\" width=\"640\" height=\"405\" src=\"https:\/\/b2v.mx\/media\/wp-content\/uploads\/2025\/08\/pexels-solyartphotos-28318169.jpg\" alt=\"\" class=\"wp-image-9401\" srcset=\"https:\/\/b2v.mx\/media\/wp-content\/uploads\/2025\/08\/pexels-solyartphotos-28318169.jpg 640w, https:\/\/b2v.mx\/media\/wp-content\/uploads\/2025\/08\/pexels-solyartphotos-28318169-300x190.jpg 300w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">En M\u00e9xico, proyectos piloto en estados como Jalisco, Chihuahua y Oaxaca ya emplean drones con c\u00e1maras t\u00e9rmicas capaces de detectar puntos de calor, enviando alertas autom\u00e1ticas a brigadas y autoridades para acelerar la respuesta.<\/p>\n\n\n\n<div class=\"wp-block-essential-blocks-advanced-heading  root-eb-advance-heading-628ka\"><div class=\"eb-parent-wrapper eb-parent-eb-advance-heading-628ka \"><div class=\"eb-advance-heading-wrapper eb-advance-heading-628ka button-1 undefined\" data-id=\"eb-advance-heading-628ka\"><h2 class=\"eb-ah-title\"><span class=\"first-title\"><strong>De la reacci\u00f3n a la prevenci\u00f3n<\/strong><\/span><\/h2><\/div><\/div><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">Durante d\u00e9cadas, la estrategia principal contra incendios ha sido reactiva: combatir el fuego una vez iniciado. La anal\u00edtica predictiva rompe este paradigma al permitir la planificaci\u00f3n anticipada: ubicar cortafuegos, priorizar patrullajes, reforzar la vigilancia en temporadas cr\u00edticas y destinar recursos humanos y materiales con mayor precisi\u00f3n.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong><em>Te puede interesar: <a href=\"https:\/\/b2v.mx\/media\/resiliencia-empresarial-si-es-posible-con-observabilidad-ia-y-automatizacion\/\">Resiliencia empresarial s\u00ed es posible con observabilidad, IA y automatizaci\u00f3n<\/a><\/em><\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Adem\u00e1s, los datos obtenidos no solo sirven para el combate directo, sino tambi\u00e9n para <strong>pol\u00edticas p\u00fablicas preventivas<\/strong>, programas de reforestaci\u00f3n y campa\u00f1as de educaci\u00f3n ambiental que reducen las probabilidades de ignici\u00f3n.<\/p>\n\n\n\n<div class=\"wp-block-essential-blocks-advanced-heading  root-eb-advance-heading-n9g7f\"><div class=\"eb-parent-wrapper eb-parent-eb-advance-heading-n9g7f \"><div class=\"eb-advance-heading-wrapper eb-advance-heading-n9g7f button-1 undefined\" data-id=\"eb-advance-heading-n9g7f\"><h2 class=\"eb-ah-title\"><span class=\"first-title\"><strong>Retos para su implementaci\u00f3n en M\u00e9xico<\/strong><\/span><\/h2><\/div><\/div><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">La adopci\u00f3n de estas tecnolog\u00edas enfrenta barreras como la <strong>falta de conectividad en zonas rurales<\/strong>, el costo de equipos avanzados y la necesidad de capacitar brigadas comunitarias en el uso e interpretaci\u00f3n de datos. Expertos se\u00f1alan que la clave est\u00e1 en <strong>modelos colaborativos<\/strong> que integren gobierno, academia, empresas tecnol\u00f3gicas y comunidades locales.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"640\" height=\"427\" src=\"https:\/\/b2v.mx\/media\/wp-content\/uploads\/2025\/08\/pexels-einfoto-2305169.jpg\" alt=\"\" class=\"wp-image-9402\" srcset=\"https:\/\/b2v.mx\/media\/wp-content\/uploads\/2025\/08\/pexels-einfoto-2305169.jpg 640w, https:\/\/b2v.mx\/media\/wp-content\/uploads\/2025\/08\/pexels-einfoto-2305169-300x200.jpg 300w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Con un enfoque integral, la anal\u00edtica predictiva no solo puede salvar bosques y selvas, sino tambi\u00e9n proteger vidas humanas y econom\u00edas regionales, marcando un antes y un despu\u00e9s en la lucha contra los incendios forestales en M\u00e9xico.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>La anal\u00edtica predictiva est\u00e1 revolucionando la prevenci\u00f3n de incendios forestales en M\u00e9xico, protegiendo ecosistemas y comunidades.<\/p>\n","protected":false},"author":10,"featured_media":9403,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_eb_attr":"","_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":"","_wpscppro_dont_share_socialmedia":false,"_wpscppro_custom_social_share_image":0,"_facebook_share_type":"","_twitter_share_type":"","_linkedin_share_type":"","_pinterest_share_type":"","_linkedin_share_type_page":"","_instagram_share_type":"","_medium_share_type":"","_threads_share_type":"","_selected_social_profile":[],"_wpsp_enable_custom_social_template":false,"_wpsp_social_scheduling":{"enabled":false,"datetime":null,"platforms":[],"status":"template_only","dateOption":"today","timeOption":"now","customDays":"","customHours":"","customDate":"","customTime":"","schedulingType":"absolute"},"_wpsp_active_default_template":true},"categories":[102],"tags":[938,211],"class_list":["post-9400","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-cienciaytec","tag-incendios-forestales","tag-inteligencia-artificial"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Datos contra incendios: c\u00f3mo la anal\u00edtica predictiva ayuda a evitar desastres forestales - B2V Media<\/title>\n<meta name=\"description\" content=\"La anal\u00edtica predictiva est\u00e1 revolucionando la prevenci\u00f3n de incendios forestales en M\u00e9xico, protegiendo ecosistemas y comunidades.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/b2v.mx\/media\/datos-contra-incendios-como-la-analitica-predictiva-ayuda-a-evitar-desastres-forestales\/\" \/>\n<meta property=\"og:locale\" content=\"es_ES\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Datos contra incendios: c\u00f3mo la anal\u00edtica predictiva ayuda a evitar desastres forestales - B2V Media\" \/>\n<meta property=\"og:description\" content=\"La anal\u00edtica predictiva est\u00e1 revolucionando la prevenci\u00f3n de incendios forestales en M\u00e9xico, protegiendo ecosistemas y comunidades.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/b2v.mx\/media\/datos-contra-incendios-como-la-analitica-predictiva-ayuda-a-evitar-desastres-forestales\/\" \/>\n<meta property=\"og:site_name\" content=\"B2V Media\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/b2vmx\" \/>\n<meta property=\"article:published_time\" content=\"2025-08-15T16:48:17+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-08-15T16:48:19+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/b2v.mx\/media\/wp-content\/uploads\/2025\/08\/pexels-bombeirosmt-33425566.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"640\" \/>\n\t<meta property=\"og:image:height\" content=\"427\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Andrea V\u00e1zquez Azp\u00edroz\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@b2v_mx\" \/>\n<meta name=\"twitter:site\" content=\"@b2v_mx\" \/>\n<meta name=\"twitter:label1\" content=\"Escrito por\" \/>\n\t<meta name=\"twitter:data1\" content=\"Andrea V\u00e1zquez Azp\u00edroz\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tiempo de lectura\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 minutos\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/b2v.mx\\\/media\\\/datos-contra-incendios-como-la-analitica-predictiva-ayuda-a-evitar-desastres-forestales\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/b2v.mx\\\/media\\\/datos-contra-incendios-como-la-analitica-predictiva-ayuda-a-evitar-desastres-forestales\\\/\"},\"author\":{\"name\":\"Andrea V\u00e1zquez Azp\u00edroz\",\"@id\":\"https:\\\/\\\/b2v.mx\\\/media\\\/#\\\/schema\\\/person\\\/fdeb859d1bdda9c8d2c94c76f1da9dd9\"},\"headline\":\"Datos contra incendios: c\u00f3mo la anal\u00edtica predictiva ayuda a evitar desastres forestales\",\"datePublished\":\"2025-08-15T16:48:17+00:00\",\"dateModified\":\"2025-08-15T16:48:19+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/b2v.mx\\\/media\\\/datos-contra-incendios-como-la-analitica-predictiva-ayuda-a-evitar-desastres-forestales\\\/\"},\"wordCount\":422,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/b2v.mx\\\/media\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/b2v.mx\\\/media\\\/datos-contra-incendios-como-la-analitica-predictiva-ayuda-a-evitar-desastres-forestales\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/b2v.mx\\\/media\\\/wp-content\\\/uploads\\\/2025\\\/08\\\/pexels-bombeirosmt-33425566.jpg\",\"keywords\":[\"incendios forestales\",\"Inteligencia Artificial\"],\"articleSection\":[\"Ciencia y Tecnolog\u00eda\"],\"inLanguage\":\"es\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/b2v.mx\\\/media\\\/datos-contra-incendios-como-la-analitica-predictiva-ayuda-a-evitar-desastres-forestales\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/b2v.mx\\\/media\\\/datos-contra-incendios-como-la-analitica-predictiva-ayuda-a-evitar-desastres-forestales\\\/\",\"url\":\"https:\\\/\\\/b2v.mx\\\/media\\\/datos-contra-incendios-como-la-analitica-predictiva-ayuda-a-evitar-desastres-forestales\\\/\",\"name\":\"Datos contra incendios: c\u00f3mo la anal\u00edtica predictiva ayuda a evitar desastres forestales - B2V Media\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/b2v.mx\\\/media\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/b2v.mx\\\/media\\\/datos-contra-incendios-como-la-analitica-predictiva-ayuda-a-evitar-desastres-forestales\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/b2v.mx\\\/media\\\/datos-contra-incendios-como-la-analitica-predictiva-ayuda-a-evitar-desastres-forestales\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/b2v.mx\\\/media\\\/wp-content\\\/uploads\\\/2025\\\/08\\\/pexels-bombeirosmt-33425566.jpg\",\"datePublished\":\"2025-08-15T16:48:17+00:00\",\"dateModified\":\"2025-08-15T16:48:19+00:00\",\"description\":\"La anal\u00edtica predictiva est\u00e1 revolucionando la prevenci\u00f3n de incendios forestales en M\u00e9xico, protegiendo ecosistemas y comunidades.\",\"inLanguage\":\"es\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/b2v.mx\\\/media\\\/datos-contra-incendios-como-la-analitica-predictiva-ayuda-a-evitar-desastres-forestales\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"es\",\"@id\":\"https:\\\/\\\/b2v.mx\\\/media\\\/datos-contra-incendios-como-la-analitica-predictiva-ayuda-a-evitar-desastres-forestales\\\/#primaryimage\",\"url\":\"https:\\\/\\\/b2v.mx\\\/media\\\/wp-content\\\/uploads\\\/2025\\\/08\\\/pexels-bombeirosmt-33425566.jpg\",\"contentUrl\":\"https:\\\/\\\/b2v.mx\\\/media\\\/wp-content\\\/uploads\\\/2025\\\/08\\\/pexels-bombeirosmt-33425566.jpg\",\"width\":640,\"height\":427,\"caption\":\"incendios\"},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/b2v.mx\\\/media\\\/#website\",\"url\":\"https:\\\/\\\/b2v.mx\\\/media\\\/\",\"name\":\"B2V Media\",\"description\":\"Sitio de Contenidos de Negocios\",\"publisher\":{\"@id\":\"https:\\\/\\\/b2v.mx\\\/media\\\/#organization\"},\"alternateName\":\"B2V MX\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/b2v.mx\\\/media\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"es\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/b2v.mx\\\/media\\\/#organization\",\"name\":\"B2V Media\",\"alternateName\":\"B2V MX\",\"url\":\"https:\\\/\\\/b2v.mx\\\/media\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"es\",\"@id\":\"https:\\\/\\\/b2v.mx\\\/media\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/b2v.mx\\\/media\\\/wp-content\\\/uploads\\\/2020\\\/04\\\/Logos_Mesa-de-trabajo-1-1.png\",\"contentUrl\":\"https:\\\/\\\/b2v.mx\\\/media\\\/wp-content\\\/uploads\\\/2020\\\/04\\\/Logos_Mesa-de-trabajo-1-1.png\",\"width\":1080,\"height\":1080,\"caption\":\"B2V Media\"},\"image\":{\"@id\":\"https:\\\/\\\/b2v.mx\\\/media\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/b2vmx\",\"https:\\\/\\\/x.com\\\/b2v_mx\",\"https:\\\/\\\/www.instagram.com\\\/b2vmx\\\/\",\"https:\\\/\\\/linkedin.com\\\/business\\\/b2vmx\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/b2v.mx\\\/media\\\/#\\\/schema\\\/person\\\/fdeb859d1bdda9c8d2c94c76f1da9dd9\",\"name\":\"Andrea V\u00e1zquez Azp\u00edroz\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"es\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/59c147bb05cf879345a7243fd4d7c9c3ae878ebb3a2c1e59e584d824e2d9771a?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/59c147bb05cf879345a7243fd4d7c9c3ae878ebb3a2c1e59e584d824e2d9771a?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/59c147bb05cf879345a7243fd4d7c9c3ae878ebb3a2c1e59e584d824e2d9771a?s=96&d=mm&r=g\",\"caption\":\"Andrea V\u00e1zquez Azp\u00edroz\"},\"url\":\"https:\\\/\\\/b2v.mx\\\/media\\\/author\\\/avazquez\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Datos contra incendios: c\u00f3mo la anal\u00edtica predictiva ayuda a evitar desastres forestales - B2V Media","description":"La anal\u00edtica predictiva est\u00e1 revolucionando la prevenci\u00f3n de incendios forestales en M\u00e9xico, protegiendo ecosistemas y comunidades.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/b2v.mx\/media\/datos-contra-incendios-como-la-analitica-predictiva-ayuda-a-evitar-desastres-forestales\/","og_locale":"es_ES","og_type":"article","og_title":"Datos contra incendios: c\u00f3mo la anal\u00edtica predictiva ayuda a evitar desastres forestales - B2V Media","og_description":"La anal\u00edtica predictiva est\u00e1 revolucionando la prevenci\u00f3n de incendios forestales en M\u00e9xico, protegiendo ecosistemas y comunidades.","og_url":"https:\/\/b2v.mx\/media\/datos-contra-incendios-como-la-analitica-predictiva-ayuda-a-evitar-desastres-forestales\/","og_site_name":"B2V Media","article_publisher":"https:\/\/www.facebook.com\/b2vmx","article_published_time":"2025-08-15T16:48:17+00:00","article_modified_time":"2025-08-15T16:48:19+00:00","og_image":[{"width":640,"height":427,"url":"https:\/\/b2v.mx\/media\/wp-content\/uploads\/2025\/08\/pexels-bombeirosmt-33425566.jpg","type":"image\/jpeg"}],"author":"Andrea V\u00e1zquez Azp\u00edroz","twitter_card":"summary_large_image","twitter_creator":"@b2v_mx","twitter_site":"@b2v_mx","twitter_misc":{"Escrito por":"Andrea V\u00e1zquez Azp\u00edroz","Tiempo de lectura":"3 minutos"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/b2v.mx\/media\/datos-contra-incendios-como-la-analitica-predictiva-ayuda-a-evitar-desastres-forestales\/#article","isPartOf":{"@id":"https:\/\/b2v.mx\/media\/datos-contra-incendios-como-la-analitica-predictiva-ayuda-a-evitar-desastres-forestales\/"},"author":{"name":"Andrea V\u00e1zquez Azp\u00edroz","@id":"https:\/\/b2v.mx\/media\/#\/schema\/person\/fdeb859d1bdda9c8d2c94c76f1da9dd9"},"headline":"Datos contra incendios: c\u00f3mo la anal\u00edtica predictiva ayuda a evitar desastres forestales","datePublished":"2025-08-15T16:48:17+00:00","dateModified":"2025-08-15T16:48:19+00:00","mainEntityOfPage":{"@id":"https:\/\/b2v.mx\/media\/datos-contra-incendios-como-la-analitica-predictiva-ayuda-a-evitar-desastres-forestales\/"},"wordCount":422,"commentCount":0,"publisher":{"@id":"https:\/\/b2v.mx\/media\/#organization"},"image":{"@id":"https:\/\/b2v.mx\/media\/datos-contra-incendios-como-la-analitica-predictiva-ayuda-a-evitar-desastres-forestales\/#primaryimage"},"thumbnailUrl":"https:\/\/b2v.mx\/media\/wp-content\/uploads\/2025\/08\/pexels-bombeirosmt-33425566.jpg","keywords":["incendios forestales","Inteligencia Artificial"],"articleSection":["Ciencia y Tecnolog\u00eda"],"inLanguage":"es","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/b2v.mx\/media\/datos-contra-incendios-como-la-analitica-predictiva-ayuda-a-evitar-desastres-forestales\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/b2v.mx\/media\/datos-contra-incendios-como-la-analitica-predictiva-ayuda-a-evitar-desastres-forestales\/","url":"https:\/\/b2v.mx\/media\/datos-contra-incendios-como-la-analitica-predictiva-ayuda-a-evitar-desastres-forestales\/","name":"Datos contra incendios: c\u00f3mo la anal\u00edtica predictiva ayuda a evitar desastres forestales - B2V Media","isPartOf":{"@id":"https:\/\/b2v.mx\/media\/#website"},"primaryImageOfPage":{"@id":"https:\/\/b2v.mx\/media\/datos-contra-incendios-como-la-analitica-predictiva-ayuda-a-evitar-desastres-forestales\/#primaryimage"},"image":{"@id":"https:\/\/b2v.mx\/media\/datos-contra-incendios-como-la-analitica-predictiva-ayuda-a-evitar-desastres-forestales\/#primaryimage"},"thumbnailUrl":"https:\/\/b2v.mx\/media\/wp-content\/uploads\/2025\/08\/pexels-bombeirosmt-33425566.jpg","datePublished":"2025-08-15T16:48:17+00:00","dateModified":"2025-08-15T16:48:19+00:00","description":"La anal\u00edtica predictiva est\u00e1 revolucionando la prevenci\u00f3n de incendios forestales en M\u00e9xico, protegiendo ecosistemas y comunidades.","inLanguage":"es","potentialAction":[{"@type":"ReadAction","target":["https:\/\/b2v.mx\/media\/datos-contra-incendios-como-la-analitica-predictiva-ayuda-a-evitar-desastres-forestales\/"]}]},{"@type":"ImageObject","inLanguage":"es","@id":"https:\/\/b2v.mx\/media\/datos-contra-incendios-como-la-analitica-predictiva-ayuda-a-evitar-desastres-forestales\/#primaryimage","url":"https:\/\/b2v.mx\/media\/wp-content\/uploads\/2025\/08\/pexels-bombeirosmt-33425566.jpg","contentUrl":"https:\/\/b2v.mx\/media\/wp-content\/uploads\/2025\/08\/pexels-bombeirosmt-33425566.jpg","width":640,"height":427,"caption":"incendios"},{"@type":"WebSite","@id":"https:\/\/b2v.mx\/media\/#website","url":"https:\/\/b2v.mx\/media\/","name":"B2V Media","description":"Sitio de Contenidos de Negocios","publisher":{"@id":"https:\/\/b2v.mx\/media\/#organization"},"alternateName":"B2V MX","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/b2v.mx\/media\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"es"},{"@type":"Organization","@id":"https:\/\/b2v.mx\/media\/#organization","name":"B2V Media","alternateName":"B2V MX","url":"https:\/\/b2v.mx\/media\/","logo":{"@type":"ImageObject","inLanguage":"es","@id":"https:\/\/b2v.mx\/media\/#\/schema\/logo\/image\/","url":"https:\/\/b2v.mx\/media\/wp-content\/uploads\/2020\/04\/Logos_Mesa-de-trabajo-1-1.png","contentUrl":"https:\/\/b2v.mx\/media\/wp-content\/uploads\/2020\/04\/Logos_Mesa-de-trabajo-1-1.png","width":1080,"height":1080,"caption":"B2V Media"},"image":{"@id":"https:\/\/b2v.mx\/media\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/b2vmx","https:\/\/x.com\/b2v_mx","https:\/\/www.instagram.com\/b2vmx\/","https:\/\/linkedin.com\/business\/b2vmx"]},{"@type":"Person","@id":"https:\/\/b2v.mx\/media\/#\/schema\/person\/fdeb859d1bdda9c8d2c94c76f1da9dd9","name":"Andrea V\u00e1zquez Azp\u00edroz","image":{"@type":"ImageObject","inLanguage":"es","@id":"https:\/\/secure.gravatar.com\/avatar\/59c147bb05cf879345a7243fd4d7c9c3ae878ebb3a2c1e59e584d824e2d9771a?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/59c147bb05cf879345a7243fd4d7c9c3ae878ebb3a2c1e59e584d824e2d9771a?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/59c147bb05cf879345a7243fd4d7c9c3ae878ebb3a2c1e59e584d824e2d9771a?s=96&d=mm&r=g","caption":"Andrea V\u00e1zquez Azp\u00edroz"},"url":"https:\/\/b2v.mx\/media\/author\/avazquez\/"}]}},"_links":{"self":[{"href":"https:\/\/b2v.mx\/media\/wp-json\/wp\/v2\/posts\/9400","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/b2v.mx\/media\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/b2v.mx\/media\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/b2v.mx\/media\/wp-json\/wp\/v2\/users\/10"}],"replies":[{"embeddable":true,"href":"https:\/\/b2v.mx\/media\/wp-json\/wp\/v2\/comments?post=9400"}],"version-history":[{"count":1,"href":"https:\/\/b2v.mx\/media\/wp-json\/wp\/v2\/posts\/9400\/revisions"}],"predecessor-version":[{"id":9404,"href":"https:\/\/b2v.mx\/media\/wp-json\/wp\/v2\/posts\/9400\/revisions\/9404"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/b2v.mx\/media\/wp-json\/wp\/v2\/media\/9403"}],"wp:attachment":[{"href":"https:\/\/b2v.mx\/media\/wp-json\/wp\/v2\/media?parent=9400"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/b2v.mx\/media\/wp-json\/wp\/v2\/categories?post=9400"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/b2v.mx\/media\/wp-json\/wp\/v2\/tags?post=9400"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}