{"id":2712,"date":"2022-02-18T13:26:57","date_gmt":"2022-02-18T13:26:57","guid":{"rendered":"https:\/\/prototecnica.es\/?page_id=2712"},"modified":"2024-12-13T16:50:41","modified_gmt":"2024-12-13T16:50:41","slug":"baliz-e-iot-prototype","status":"publish","type":"page","link":"https:\/\/letsprototype.com\/en\/baliz-e-iot-prototype\/","title":{"rendered":"Baliz &#8211; E | Dispositivo de seguridad vial."},"content":{"rendered":"<div data-elementor-type=\"wp-page\" data-elementor-id=\"2712\" class=\"elementor elementor-2712\" data-elementor-post-type=\"page\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-b0017be elementor-section-full_width elementor-section-height-min-height elementor-section-items-stretch animated-slow elementor-section-height-default\" data-id=\"b0017be\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;background_motion_fx_motion_fx_scrolling&quot;:&quot;yes&quot;,&quot;background_motion_fx_translateY_effect&quot;:&quot;yes&quot;,&quot;background_motion_fx_translateY_speed&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:2,&quot;sizes&quot;:[]},&quot;animation&quot;:&quot;none&quot;,&quot;background_motion_fx_translateY_affectedRange&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:{&quot;start&quot;:0,&quot;end&quot;:100}},&quot;background_motion_fx_devices&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;]}\">\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-e07b8ec\" data-id=\"e07b8ec\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\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-1359119d elementor-section-full_width elementor-section-height-min-height elementor-section-height-default elementor-section-items-middle\" data-id=\"1359119d\" 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-36f4f852\" data-id=\"36f4f852\" 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-29ea6964 elementor-widget elementor-widget-heading\" data-id=\"29ea6964\" data-element_type=\"widget\" data-settings=\"{&quot;motion_fx_motion_fx_scrolling&quot;:&quot;yes&quot;,&quot;motion_fx_translateX_effect&quot;:&quot;yes&quot;,&quot;motion_fx_translateX_direction&quot;:&quot;negative&quot;,&quot;motion_fx_translateX_speed&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:4,&quot;sizes&quot;:[]},&quot;motion_fx_translateX_affectedRange&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:{&quot;start&quot;:0,&quot;end&quot;:100}},&quot;motion_fx_devices&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;]}\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\"> \u25e6 customizable designs  \u25e6 customizable designs  \u25e6 customizable designs  \u25e6 customizable designs  \u25e6 customizable designs <\/div>\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-7396570 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"7396570\" 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-a931d78\" data-id=\"a931d78\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-b90b72d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b90b72d\" 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-cebd0a6\" data-id=\"cebd0a6\" 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-049780d elementor-widget__width-auto animated-slow elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"049780d\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Baliz - E<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-56a2b30 elementor-widget elementor-widget-spacer\" data-id=\"56a2b30\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7b3e330 elementor-widget elementor-widget-heading\" data-id=\"7b3e330\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Problem to Be Solved with the Prototype <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b3fbe2e elementor-widget elementor-widget-text-editor\" data-id=\"b3fbe2e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-size: 16px;\">In Europe, an average of 37 deaths per million inhabitants are recorded annually, with the victims being cyclists involved in traffic accidents. The goal of the product is to minimize this figure and, therefore, maximize cyclist safety on the road.\u00a0<\/span><\/p><p>Common sense dictates that reducing the number of accidents involving cyclists, which is much higher than those resulting in unfortunate fatalities, involves transmitting an early warning to motor vehicle drivers.\u00a0<\/p><p class=\"translation-block\">With this premise, the <strong>Baliz-E<\/strong> challenge was entrusted to our <a href=\"https:\/\/letsprototype.com\/en\/product-design\/\" target=\"_self\"><strong>product development company<\/strong><\/a> in Madrid.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-27afecda elementor-view-default elementor-invisible elementor-widget elementor-widget-icon\" data-id=\"27afecda\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;swing&quot;}\" data-widget_type=\"icon.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\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-6a9bb61\" data-id=\"6a9bb61\" 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-e2361cd elementor-skin-slideshow elementor-arrows-yes elementor-widget elementor-widget-media-carousel\" data-id=\"e2361cd\" data-element_type=\"widget\" data-settings=\"{&quot;skin&quot;:&quot;slideshow&quot;,&quot;effect&quot;:&quot;cube&quot;,&quot;autoplay_speed&quot;:3000,&quot;show_arrows&quot;:&quot;yes&quot;,&quot;speed&quot;:500,&quot;autoplay&quot;:&quot;yes&quot;,&quot;loop&quot;:&quot;yes&quot;,&quot;pause_on_hover&quot;:&quot;yes&quot;,&quot;pause_on_interaction&quot;:&quot;yes&quot;,&quot;space_between&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:10,&quot;sizes&quot;:[]},&quot;space_between_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:10,&quot;sizes&quot;:[]},&quot;space_between_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:10,&quot;sizes&quot;:[]}}\" data-widget_type=\"media-carousel.default\">\n\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-main-swiper swiper\" role=\"region\" aria-roledescription=\"carousel\" aria-label=\"Slides\" data-no-translation-aria-label=\"\">\n\t\t\t\t<div class=\"swiper-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-carousel-image\" role=\"img\" aria-label=\"prototipos IOT\" style=\"background-image: url(&#039;https:\/\/cdn.letsprototype.com\/wp-content\/uploads\/2022\/02\/Baliz-e-3.png&#039;)\">\n\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-carousel-image\" role=\"img\" aria-label=\"Prototipos IOT\" style=\"background-image: url(&#039;https:\/\/cdn.letsprototype.com\/wp-content\/uploads\/2022\/02\/Baliz-e-2.png&#039;)\">\n\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-carousel-image\" role=\"img\" aria-label=\"Baliz-e 4\" style=\"background-image: url(&#039;https:\/\/cdn.letsprototype.com\/wp-content\/uploads\/2022\/02\/Baliz-e-4.png&#039;)\">\n\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-carousel-image\" role=\"img\" aria-label=\"Baliz-e (1)\" style=\"background-image: url(&#039;https:\/\/cdn.letsprototype.com\/wp-content\/uploads\/2022\/02\/Baliz-e-1.png&#039;)\">\n\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-carousel-image\" role=\"img\" aria-label=\"Baliz-e 5\" style=\"background-image: url(&#039;https:\/\/cdn.letsprototype.com\/wp-content\/uploads\/2022\/02\/Baliz-e-5.png&#039;)\">\n\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-swiper-button elementor-swiper-button-prev\" role=\"button\" tabindex=\"0\" aria-label=\"Previous\" data-no-translation-aria-label=\"\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"eicon-chevron-left\"><\/i>\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<div class=\"elementor-swiper-button elementor-swiper-button-next\" role=\"button\" tabindex=\"0\" aria-label=\"Next\" data-no-translation-aria-label=\"\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"eicon-chevron-right\"><\/i>\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-main-swiper swiper elementor-thumbnails-swiper swiper\" role=\"region region\" aria-roledescription=\"carousel carousel\" aria-label=\"Slides Slides\" data-no-translation-aria-label=\"\">\n\t\t\t\t<div class=\"swiper-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-carousel-image\" role=\"img\" aria-label=\"prototipos IOT\" style=\"background-image: url(&#039;https:\/\/cdn.letsprototype.com\/wp-content\/uploads\/2022\/02\/Baliz-e-3.png&#039;)\">\n\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-carousel-image\" role=\"img\" aria-label=\"Prototipos IOT\" style=\"background-image: url(&#039;https:\/\/cdn.letsprototype.com\/wp-content\/uploads\/2022\/02\/Baliz-e-2.png&#039;)\">\n\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-carousel-image\" role=\"img\" aria-label=\"Baliz-e 4\" style=\"background-image: url(&#039;https:\/\/cdn.letsprototype.com\/wp-content\/uploads\/2022\/02\/Baliz-e-4.png&#039;)\">\n\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-carousel-image\" role=\"img\" aria-label=\"Baliz-e (1)\" style=\"background-image: url(&#039;https:\/\/cdn.letsprototype.com\/wp-content\/uploads\/2022\/02\/Baliz-e-1.png&#039;)\">\n\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-carousel-image\" role=\"img\" aria-label=\"Baliz-e 5\" style=\"background-image: url(&#039;https:\/\/cdn.letsprototype.com\/wp-content\/uploads\/2022\/02\/Baliz-e-5.png&#039;)\">\n\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\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-6b8690f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6b8690f\" 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-ac5b0cd\" data-id=\"ac5b0cd\" 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-c6f8825 elementor-widget elementor-widget-heading\" data-id=\"c6f8825\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Definition of the Baliz-E Prototype<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6cb40c6 elementor-widget elementor-widget-text-editor\" data-id=\"6cb40c6\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>BALIZ-E consists of two independent electronic modules wirelessly interconnected, with a range of over 5 km, regardless of weather conditions.<\/p><p>Each module has an autonomy of over 7 hours, powered by batteries that fit perfectly into the geometry and custom-designed housings for this product.\u00a0<\/p><p>The placement of one unit on the bicycle required an industrial design based on IP68 and IP67 standards, ensuring the future durability of the device.\u00a0<\/p>\t\t\t\t\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-e4c2128 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e4c2128\" 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-9622c4f\" data-id=\"9622c4f\" 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-fbaa01c elementor-widget elementor-widget-heading\" data-id=\"fbaa01c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Product Operation<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ced84d1 elementor-widget elementor-widget-text-editor\" data-id=\"ced84d1\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p class=\"translation-block\">The <strong>electronic device A<\/strong> is placed on the bicycle, preferably on the rear, as it is equipped with a solution that also provides sufficient lighting to make cyclists visible.<\/p><p>This device A is equipped with an electronic circuit that ensures long hours of autonomy while also integrating the possibility of connectivity through multiple channels.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b919a08 elementor-widget elementor-widget-heading\" data-id=\"b919a08\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Proprietary Mathematical Model | Machine Learning<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d305208 elementor-widget elementor-widget-text-editor\" data-id=\"d305208\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p class=\"translation-block\">Device A integrates a <strong>Machine Learning model<\/strong> that allows real-time identification of falls, accidents, or intentional stops by cyclists.<\/p><p class=\"translation-block\">With these detections, the system sends a signal to the <strong>electronic devices B<\/strong>, which are also <strong>part of the prototype<\/strong>.<\/p><p>The B devices are receivers of alerts sent by the A electronic modules (installed on the bicycles).\u00a0<\/p><p class=\"translation-block\">The good news is that the alert signal not only reaches vehicles approaching the cyclist\u2019s accident point or<a href=\"https:\/\/letsprototype.com\/en\/prototypes-for-road-safety\/\" target=\"_self\"> event<\/a>, but drivers can, with a simple press on the exposed surface of the developed device, turn the B module (receiver) into an active transmitter. This allows the alert to reach many more vehicles over a greater distance.<\/p><p>After practical testing with the prototype, we were able to validate that Baliz-E's functionality creates a safety bubble around the event, reliably notifies drivers, and maximizes cyclist safety.\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e449a0d elementor-widget elementor-widget-heading\" data-id=\"e449a0d\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Disciplines Involved in the Prototype Development<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d0ae8d4 elementor-widget elementor-widget-text-editor\" data-id=\"d0ae8d4\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p class=\"translation-block\"><strong>Electronic Design:<\/strong> Custom PCB design and manufacturing.<\/p><p class=\"translation-block\"><strong>Telecommunications:<\/strong> Identification of protocols and alternatives to maximize outdoor connectivity possibilities, optimizing battery consumption strategy in one of the electronic modules.<\/p><p class=\"translation-block\"><strong>Industrial Design:<\/strong> Material study to achieve the necessary mechanical resistance to withstand impacts. The design team conducted iterations to optimize antenna placement and ensure the custom electronic design fit seamlessly within the housing.<\/p><p class=\"translation-block\"><strong>Custom Machine Learning:<\/strong> The <strong>custom mathematical model development<\/strong> team designed <strong>data-collecting devices<\/strong>, which were used to conduct extensive testing to identify the required patterns. Through meticulous data cleaning and pattern definition, the prototype achieved over 90% accuracy with a very low frequency of false positives.<\/p><p class=\"translation-block\"><strong>HCI Design:<\/strong> Defining usage modes to <strong>design an appropriate \"machine-user\" interface<\/strong> was also key in this development. The goal was for cyclists to do nothing more than they would with a standard commercial light used in cycling. Meanwhile, for drivers, the design required something simple, small, ergonomic, and minimalist, as the <strong>B electronic module<\/strong> would alter the interior of their vehicles.<\/p>\t\t\t\t\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-inner-section elementor-element elementor-element-3923035 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3923035\" 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-6ceec1d6\" data-id=\"6ceec1d6\" data-element_type=\"column\" data-settings=\"{&quot;animation&quot;:&quot;none&quot;}\">\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-3aa76b4b elementor-widget elementor-widget-heading\" data-id=\"3aa76b4b\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Prototype Development Complexity<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6e4f8833 elementor-widget elementor-widget-progress\" data-id=\"6e4f8833\" data-element_type=\"widget\" data-widget_type=\"progress.default\">\n\t\t\t\t\t\t\t\t<span class=\"elementor-title\" id=\"elementor-progress-bar-6e4f8833\">\n\t\t\t\tElectronics and Firmware Development\t\t\t<\/span>\n\t\t\n\t\t<div aria-labelledby=\"elementor-progress-bar-6e4f8833\" class=\"elementor-progress-wrapper\" role=\"progressbar\" aria-valuemin=\"0\" aria-valuemax=\"100\" aria-valuenow=\"83\">\n\t\t\t<div class=\"elementor-progress-bar\" data-max=\"83\">\n\t\t\t\t<span class=\"elementor-progress-text\"><\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-progress-percentage\">83%<\/span>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4fd61d98 elementor-widget elementor-widget-progress\" data-id=\"4fd61d98\" data-element_type=\"widget\" data-widget_type=\"progress.default\">\n\t\t\t\t\t\t\t\t<span class=\"elementor-title\" id=\"elementor-progress-bar-4fd61d98\">\n\t\t\t\tIndustrial Design and 3D Printing\t\t\t<\/span>\n\t\t\n\t\t<div aria-labelledby=\"elementor-progress-bar-4fd61d98\" class=\"elementor-progress-wrapper\" role=\"progressbar\" aria-valuemin=\"0\" aria-valuemax=\"100\" aria-valuenow=\"22\">\n\t\t\t<div class=\"elementor-progress-bar\" data-max=\"22\">\n\t\t\t\t<span class=\"elementor-progress-text\"><\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-progress-percentage\">22%<\/span>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3544c66d elementor-widget elementor-widget-progress\" data-id=\"3544c66d\" data-element_type=\"widget\" data-widget_type=\"progress.default\">\n\t\t\t\t\t\t\t\t<span class=\"elementor-title\" id=\"elementor-progress-bar-3544c66d\">\n\t\t\t\tTelecommunications\t\t\t<\/span>\n\t\t\n\t\t<div aria-labelledby=\"elementor-progress-bar-3544c66d\" class=\"elementor-progress-wrapper\" role=\"progressbar\" aria-valuemin=\"0\" aria-valuemax=\"100\" aria-valuenow=\"95\">\n\t\t\t<div class=\"elementor-progress-bar\" data-max=\"95\">\n\t\t\t\t<span class=\"elementor-progress-text\"><\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-progress-percentage\">95%<\/span>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-87529fa elementor-widget elementor-widget-progress\" data-id=\"87529fa\" data-element_type=\"widget\" data-widget_type=\"progress.default\">\n\t\t\t\t\t\t\t\t<span class=\"elementor-title\" id=\"elementor-progress-bar-87529fa\">\n\t\t\t\tSoftware Development\t\t\t<\/span>\n\t\t\n\t\t<div aria-labelledby=\"elementor-progress-bar-87529fa\" class=\"elementor-progress-wrapper\" role=\"progressbar\" aria-valuemin=\"0\" aria-valuemax=\"100\" aria-valuenow=\"25\">\n\t\t\t<div class=\"elementor-progress-bar\" data-max=\"25\">\n\t\t\t\t<span class=\"elementor-progress-text\"><\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-progress-percentage\">25%<\/span>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-20d9aac elementor-widget elementor-widget-progress\" data-id=\"20d9aac\" data-element_type=\"widget\" data-widget_type=\"progress.default\">\n\t\t\t\t\t\t\t\t<span class=\"elementor-title\" id=\"elementor-progress-bar-20d9aac\">\n\t\t\t\tMachine Learning Development\t\t\t<\/span>\n\t\t\n\t\t<div aria-labelledby=\"elementor-progress-bar-20d9aac\" class=\"elementor-progress-wrapper\" role=\"progressbar\" aria-valuemin=\"0\" aria-valuemax=\"100\" aria-valuenow=\"74\">\n\t\t\t<div class=\"elementor-progress-bar\" data-max=\"74\">\n\t\t\t\t<span class=\"elementor-progress-text\"><\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-progress-percentage\">74%<\/span>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\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-456f596f\" data-id=\"456f596f\" data-element_type=\"column\" data-settings=\"{&quot;animation&quot;:&quot;none&quot;}\">\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-9d74bd9 elementor-widget elementor-widget-image\" data-id=\"9d74bd9\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"768\" height=\"1024\" src=\"https:\/\/cdn.letsprototype.com\/wp-content\/uploads\/2024\/05\/aa62ea37-27f2-49cb-8710-681b909fb835.jpg\" class=\"attachment-large size-large wp-image-13254\" alt=\"prototipos IOT\" srcset=\"https:\/\/cdn.letsprototype.com\/wp-content\/uploads\/2024\/05\/aa62ea37-27f2-49cb-8710-681b909fb835.jpg 768w, https:\/\/cdn.letsprototype.com\/wp-content\/uploads\/2024\/05\/aa62ea37-27f2-49cb-8710-681b909fb835-225x300.jpg 225w, https:\/\/cdn.letsprototype.com\/wp-content\/uploads\/2024\/05\/aa62ea37-27f2-49cb-8710-681b909fb835-9x12.jpg 9w\" sizes=\"(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\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-4c547548 elementor-section-full_width elementor-section-height-min-height elementor-section-items-stretch elementor-section-content-middle elementor-section-height-default\" data-id=\"4c547548\" 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-129fc281\" data-id=\"129fc281\" data-element_type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;background_motion_fx_motion_fx_scrolling&quot;:&quot;yes&quot;,&quot;background_motion_fx_scale_effect&quot;:&quot;yes&quot;,&quot;background_motion_fx_scale_speed&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:2,&quot;sizes&quot;:[]},&quot;background_motion_fx_scale_direction&quot;:&quot;in-out&quot;,&quot;background_motion_fx_scale_range&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:{&quot;start&quot;:20,&quot;end&quot;:80}},&quot;background_motion_fx_devices&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;]}\">\n\t\t\t<div class=\"elementor-widget-wrap 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<\/div>\n    <\/div>","protected":false},"excerpt":{"rendered":"<p>\u25e6 customizable designs \u25e6 customizable designs \u25e6 customizable designs \u25e6 customizable designs \u25e6 customizable designs Baliz &#8211; E Problema a resolver con el prototipo. En Europa cada a\u00f1o se registra una media de 37 fallecimientos por cada mill\u00f3n de habitantes, donde las v\u00edctimas son ciclistas en accidente de tr\u00e1fico. El objetivo del producto es minimizar [&hellip;]<\/p>","protected":false},"author":4,"featured_media":13254,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"elementor_header_footer","meta":{"site-sidebar-layout":"no-sidebar","site-content-layout":"page-builder","ast-site-content-layout":"full-width-container","site-content-style":"unboxed","site-sidebar-style":"unboxed","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":"disabled","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":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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