{"id":1846,"date":"2024-10-25T11:16:29","date_gmt":"2024-10-25T11:16:29","guid":{"rendered":"https:\/\/seda.hi-iberia.es\/?p=1846"},"modified":"2024-12-02T09:05:16","modified_gmt":"2024-12-02T09:05:16","slug":"deteccion-de-salidas-de-puerto","status":"publish","type":"post","link":"https:\/\/seda.hi-iberia.es\/en\/caso-de-uso\/deteccion-de-salidas-de-puerto\/","title":{"rendered":"Port departure detection"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"1846\" class=\"elementor elementor-1846\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-76aedb5 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"76aedb5\" data-element_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-9e1a7b5\" data-id=\"9e1a7b5\" 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-ad545fa elementor-widget elementor-widget-text-editor\" data-id=\"ad545fa\" 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 id=\"bkmrk-la-detecci%C3%B3n-de-entr\">The detection of vessels entering and exiting ports using Remote Sensing is becoming an increasingly sophisticated and essential tool in modern maritime management<strong>.<\/strong> This technology leverages the capability of remote sensors to capture images and data from the Earth's surface via satellites or aircraft. By applying image processing techniques and artificial intelligence algorithms to these data, it is possible to identify and track vessel movements in port areas with unprecedented accuracy and efficiency.<\/p><p>Remote Sensing offers a unique, large-scale perspective on maritime activities. By analyzing satellite or aerial images, detection systems can identify movement patterns on the water that correspond to vessels. Furthermore, using object recognition techniques, it is possible to classify vessels by their type and size.<\/p><div id=\"pointer\" class=\"pointer-container\"><div class=\"pointer anim is-page-editable\">\u00a0<\/div><\/div>\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-c2c0df2 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c2c0df2\" data-element_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-55b3adb\" data-id=\"55b3adb\" 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-e4342bf elementor-widget elementor-widget-heading\" data-id=\"e4342bf\" data-element_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\">Model Input<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-771f09e elementor-widget elementor-widget-text-editor\" data-id=\"771f09e\" 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 id=\"bkmrk-la-detecci%C3%B3n-precisa\" data-sourcepos=\"3:1-3:402\">Accurate and reliable detection of vessels entering and exiting ports is a crucial task in modern maritime management. For this to be done effectively, the quality of the images used is fundamental. In this context, high-resolution optical images, with a spatial resolution better than 0.5 meters per pixel, have become an essential tool.<\/p><p id=\"bkmrk-la-resoluci%C3%B3n-de-una\" data-sourcepos=\"5:1-5:578\">The resolution of an image refers to the level of detail it can distinguish. In the case of satellite or aerial images, a higher resolution means that each pixel represents a smaller area of the Earth's surface. By employing images with a resolution finer than 0.5 m\/px, it is possible to distinguish much finer features of objects like vessels. This allows for more accurate identification of characteristics such as size, shape, type of vessel, and, in some cases, even details of cargo or activities onboard.<\/p><p id=\"bkmrk-con-una-imagen-de-ba\" data-sourcepos=\"7:1-7:432\">With a low-resolution image, a small vessel might be mistaken for background noise or part of a larger vessel. However, with a high-resolution image, the smaller vessel will stand out clearly, allowing for its identification and tracking.<\/p><p data-sourcepos=\"7:1-7:432\">In addition to identification, high resolution is crucial for obtaining specific features of each vessel, enabling the differentiation between types through automatic classification using AI models.<\/p><div id=\"pointer\" class=\"pointer-container\"><div class=\"pointer anim is-page-editable\">\u00a0<\/div><\/div>\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-93a6502 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"93a6502\" data-element_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-1b59dec\" data-id=\"1b59dec\" 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-531f2b1 elementor-widget elementor-widget-heading\" data-id=\"531f2b1\" data-element_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\">AI Model Output<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-46009cc elementor-widget elementor-widget-text-editor\" data-id=\"46009cc\" 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>At SEDA, taking advantage of the power of the vessel detection model, this new functionality has also been integrated to provide detection of vessel entries and\/or exits at ports chosen by the operating user. For this, a time range for the comparison and a maximum allowable cloud cover percentage are required. With these inputs, SEDA searches for images that fit the search parameters and performs analysis using AI models, offering a visual output that compares the analyzed images and highlights vessels that have exited or entered the port with color markers.<\/p>\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-9f65432 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"9f65432\" data-element_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-40fb400\" data-id=\"40fb400\" 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-baa6c14 elementor-widget__width-initial elementor-widget elementor-widget-image\" data-id=\"baa6c14\" 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 fetchpriority=\"high\" decoding=\"async\" width=\"477\" height=\"318\" src=\"https:\/\/seda.hi-iberia.es\/wp-content\/uploads\/2024\/10\/salidas.png\" class=\"attachment-large size-large wp-image-1852\" alt=\"\" srcset=\"https:\/\/seda.hi-iberia.es\/wp-content\/uploads\/2024\/10\/salidas.png 477w, https:\/\/seda.hi-iberia.es\/wp-content\/uploads\/2024\/10\/salidas-300x200.png 300w, https:\/\/seda.hi-iberia.es\/wp-content\/uploads\/2024\/10\/salidas-18x12.png 18w\" sizes=\"(max-width: 477px) 100vw, 477px\" \/>\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-inner-column elementor-element elementor-element-c094fc6\" data-id=\"c094fc6\" 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-5de48cc elementor-widget elementor-widget-image\" data-id=\"5de48cc\" 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 decoding=\"async\" width=\"1024\" height=\"516\" src=\"https:\/\/seda.hi-iberia.es\/wp-content\/uploads\/2024\/10\/salidasYentradas-1024x516.png\" class=\"attachment-large size-large wp-image-1853\" alt=\"\" srcset=\"https:\/\/seda.hi-iberia.es\/wp-content\/uploads\/2024\/10\/salidasYentradas-1024x516.png 1024w, https:\/\/seda.hi-iberia.es\/wp-content\/uploads\/2024\/10\/salidasYentradas-300x151.png 300w, https:\/\/seda.hi-iberia.es\/wp-content\/uploads\/2024\/10\/salidasYentradas-768x387.png 768w, https:\/\/seda.hi-iberia.es\/wp-content\/uploads\/2024\/10\/salidasYentradas-1536x774.png 1536w, https:\/\/seda.hi-iberia.es\/wp-content\/uploads\/2024\/10\/salidasYentradas-18x9.png 18w, https:\/\/seda.hi-iberia.es\/wp-content\/uploads\/2024\/10\/salidasYentradas.png 1680w\" 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\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\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-3a75a77 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3a75a77\" data-element_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-c418447\" data-id=\"c418447\" 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-912eef9 elementor-widget elementor-widget-heading\" data-id=\"912eef9\" data-element_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\">Applications<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d55c136 elementor-widget elementor-widget-text-editor\" data-id=\"d55c136\" 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 id=\"bkmrk-la-detecci%C3%B3n-de-barc\" data-sourcepos=\"17:1-17:96\">Vessel detection through remote sensing has a wide range of applications, including:<\/p><ul id=\"bkmrk-seguridad-mar%C3%ADtima%3A-\" data-sourcepos=\"19:1-23:0\"><li data-sourcepos=\"19:1-19:106\"><strong>Maritime Security:<\/strong> Identification of suspicious activities such as smuggling or illegal fishing.<\/li><li data-sourcepos=\"22:1-23:0\"><strong>Port Planning:<\/strong> Design and management of port infrastructure.<\/li><\/ul><p id=\"bkmrk-los-beneficios-de-es\" data-sourcepos=\"24:1-24:48\">The benefits of this technology are numerous:<\/p><ul id=\"bkmrk-cobertura-amplia%3A-pe\" data-sourcepos=\"26:1-29:0\"><li data-sourcepos=\"26:1-26:84\"><strong>Broad Coverage:<\/strong> Enables continuous monitoring of large marine areas.<\/li><li data-sourcepos=\"27:1-27:133\"><strong>Remote Operation:<\/strong> Detection systems can operate autonomously, reducing the need for on-site personnel.<\/li><li data-sourcepos=\"28:1-29:0\"><strong>Historical Data Analysis:<\/strong> Collected data can be used to analyze long-term trends and assess the impact of various factors on maritime traffic.<\/li><\/ul>\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>La detecci\u00f3n de entradas y salidas de barcos en puertos mediante Remote Sensing es una herramienta cada vez m\u00e1s sofisticada y esencial en la gesti\u00f3n mar\u00edtima moderna. Esta tecnolog\u00eda aprovecha la capacidad de los sensores remotos para capturar im\u00e1genes y datos de la superficie terrestre desde sat\u00e9lites o aeronaves. Al aplicar t\u00e9cnicas de procesamiento de [&hellip;]<\/p>","protected":false},"author":1,"featured_media":1848,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"single-full","format":"standard","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[55],"tags":[],"class_list":["post-1846","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-caso-de-uso"],"_links":{"self":[{"href":"https:\/\/seda.hi-iberia.es\/en\/wp-json\/wp\/v2\/posts\/1846","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/seda.hi-iberia.es\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/seda.hi-iberia.es\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/seda.hi-iberia.es\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/seda.hi-iberia.es\/en\/wp-json\/wp\/v2\/comments?post=1846"}],"version-history":[{"count":7,"href":"https:\/\/seda.hi-iberia.es\/en\/wp-json\/wp\/v2\/posts\/1846\/revisions"}],"predecessor-version":[{"id":2069,"href":"https:\/\/seda.hi-iberia.es\/en\/wp-json\/wp\/v2\/posts\/1846\/revisions\/2069"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/seda.hi-iberia.es\/en\/wp-json\/wp\/v2\/media\/1848"}],"wp:attachment":[{"href":"https:\/\/seda.hi-iberia.es\/en\/wp-json\/wp\/v2\/media?parent=1846"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/seda.hi-iberia.es\/en\/wp-json\/wp\/v2\/categories?post=1846"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/seda.hi-iberia.es\/en\/wp-json\/wp\/v2\/tags?post=1846"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}