{"id":39702,"date":"2024-01-03T11:03:04","date_gmt":"2024-01-03T16:03:04","guid":{"rendered":"https:\/\/globalfishingwatch.org\/?p=39702"},"modified":"2024-12-10T11:19:32","modified_gmt":"2024-12-10T16:19:32","slug":"pregunta-al-experto-pete-davis-cientifico-de-datos","status":"publish","type":"post","link":"https:\/\/globalfishingwatch.org\/es\/pregunta-al-experto\/pregunta-al-experto-pete-davis-cientifico-de-datos\/","title":{"rendered":"Pregunta al experto: Pete Davis, Cient\u00edfico de datos"},"content":{"rendered":"\t\t
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Pregunta al experto<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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Pete Davis<\/strong>
Cient\u00edfico de datos<\/span><\/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

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\u00bfCu\u00e1les son los desaf\u00edos en la identificaci\u00f3n de estructuras e\u00f3licas y petroleras marinas al desarrollar modelos de infraestructura fija? <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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Crear una imagen de lo que sucede m\u00e1s all\u00e1 del horizonte no es nada f\u00e1cil. Nuestro estudio m\u00e1s reciente analiz\u00f3 2 millones de gigabytes de im\u00e1genes satelitales para detectar embarcaciones e infraestructura marina en aguas costeras de seis continentes. Esto llev\u00f3 casi tres a\u00f1os. Una lecci\u00f3n vital que aprendimos de todo esto fue que identificar y clasificar estructuras petroleras y e\u00f3licas en alta mar requiere un enfoque muy diferente al que utilizamos para los modelos de embarcaciones. Y este proceso es un desaf\u00edo por varias razones.<\/span><\/p>

Para desarrollar nuestro modelo de infraestructura fija, primero tuvimos que eliminar objetos no estacionarios, que eran en su mayor\u00eda embarcaciones, pero tambi\u00e9n pueden incluir otros objetos flotantes como t\u00e9mpanos de hielo. Hicimos esto utilizando una serie temporal de compuestos de medianas de radar de apertura sint\u00e9tica (SAR) de seis meses. B\u00e1sicamente, utilizamos <\/span>SAR<\/span><\/a> (una poderosa tecnolog\u00eda de detecci\u00f3n remota que funciona d\u00eda y noche en todo tipo de clima) para eliminar el ruido de fondo y obtener una imagenclara de la infraestructura cambiante en el mar.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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Mapa global de detecciones de infraestructura marina, 2017-2021<\/strong>
Se analizaron dos millones de gigabytes de im\u00e1genes satelitales para detectar infraestructura marina en aguas costeras de seis continentes, donde se concentra m\u00e1s de las tres cuartas partes de la actividad industrial. \u24d2 2023 Global Fishing Watch<\/i><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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A continuaci\u00f3n, trabajamos en la clasificaci\u00f3n de la infraestructura detectada, lo que plante\u00f3 un nuevo conjunto de desaf\u00edos. A diferencia de los modelos de detecci\u00f3n de embarcaciones que hemos desarrollado en el pasado, la clasificaci\u00f3n de infraestructura incorpora im\u00e1genes \u00f3pticas de alta resoluci\u00f3n del sat\u00e9lite <\/span>Sentinel-2<\/span><\/a> adem\u00e1s de las im\u00e1genes SAR de <\/span>Sentinel-1<\/span><\/a>. Esto proporciona otro tipo de im\u00e1genes satelitales para ayudar a clasificar las detecciones. Para garantizar que obtuvimos el conjunto de datos m\u00e1s preciso posible, tambi\u00e9n sometimos los resultados de la clasificaci\u00f3n a muchas etapas de revisi\u00f3n manual exhaustiva por parte de expertos.<\/span><\/p>

Finalmente, necesit\u00e1bamos desarrollar un m\u00e9todo para agrupar las detecciones a lo largo del tiempo para tener en cuenta la variaci\u00f3n en la ubicaci\u00f3n y la etiqueta de un objeto. Por ejemplo, la ubicaci\u00f3n detectada de la misma plataforma petrolera puede diferir ligeramente o puede estar etiquetada de manera diferente entre detecciones. Para solucionar esto, utilizamos un m\u00e9todo de agrupaci\u00f3n para agrupar objetos cercanos y determinar qu\u00e9 hacer cuando las etiquetas no coincid\u00edan durante diferentes per\u00edodos de tiempo. Luego tomamos la etiqueta de clasificaci\u00f3n promedio m\u00e1s grande para determinar la ubicaci\u00f3n y el tipo de un objeto.<\/span><\/p>

El <\/span>conjunto de datos<\/span><\/a> resultante, el primero de su tipo, nos est\u00e1 ayudando a construir una imagen de lo que est\u00e1 sucediendo en el mar, y estamos orgullosos de ponerlo a disposici\u00f3n del p\u00fablico para aquellos que buscan m\u00e1s informaci\u00f3n sobre nuestro oc\u00e9ano y las actividades que tienen lugar en \u00e9l.<\/span><\/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>\n\t\t","protected":false},"excerpt":{"rendered":"

Pregunta al experto Pete Davis Cient\u00edfico de datos \u00bfCu\u00e1les son los desaf\u00edos en la identificaci\u00f3n de estructuras e\u00f3licas y petroleras marinas al desarrollar modelos de infraestructura fija? Crear una imagen de lo que sucede m\u00e1s all\u00e1 del horizonte no es nada f\u00e1cil. Nuestro estudio m\u00e1s reciente analiz\u00f3 2 millones de gigabytes de im\u00e1genes satelitales para […]<\/p>\n","protected":false},"author":63,"featured_media":39704,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"elementor_header_footer","format":"standard","meta":{"_acf_changed":false,"site-sidebar-layout":"default","site-content-layout":"default","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":"disabled","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"default","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":""}},"page_builder":"","footnotes":""},"categories":[1060],"tags":[672,651],"class_list":["post-39702","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-pregunta-al-experto","tag-analisis","tag-tecnologia","story-ciencia","story-global-es"],"acf":[],"yoast_head":"\nPregunta al experto: Pete Davis, Cient\u00edfico de datos - 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