{"id":33341,"date":"2023-01-19T16:58:51","date_gmt":"2023-01-19T15:58:51","guid":{"rendered":"https:\/\/cesam.community\/?p=33341"},"modified":"2023-02-09T17:31:27","modified_gmt":"2023-02-09T16:31:27","slug":"a-multiobjective-systems-architecture-model-for-sensor-selection-in-autonomous-vehicle-navigation-2","status":"publish","type":"post","link":"https:\/\/cesam.community\/fr\/2023\/01\/19\/a-multiobjective-systems-architecture-model-for-sensor-selection-in-autonomous-vehicle-navigation-2\/","title":{"rendered":"A Multiobjective Systems Architecture Model for Sensor Selection in Autonomous Vehicle Navigation"},"content":{"rendered":"<div class=\"wpb-content-wrapper\"><section class=\"vc_row wpb_row vc_row-fluid  vc_custom_1671698838228\"><div class=\"wpb_column vc_column_container vc_col-sm-12 vc_col-md-offset-1 vc_col-md-10 col-xs-mobile-fullwidth\"><div class=\"vc_column-inner \"><div class=\"wpb_wrapper\"><h1 class=\"text-extra-dark-gray margin-20px-bottom font-weight-600 display-inline-block alt-font heading-style2  heading-1\"  style=\"font-size: 17px;\" data-fontsize=\"17px\">A Multiobjective Systems Architecture Model for Sensor Selection in Autonomous Vehicle Navigation<\/h1><div class=\"last-paragraph-no-margin\"><p style=\"text-align: justify;\"><strong>Speaker:<br \/>\n<\/strong><strong>Anne Collin | MIT<br \/>\n<\/strong><\/p>\n<p style=\"text-align: justify;\"><strong>Abstract:<br \/>\n<\/strong>Understanding and quantifying the performance of sensing architectures on autonomous vehicles is a necessary step towards certification. However, once this evaluation can be performed, the combinatorial number of potential sensors on the vehicle limits the efficiency of a design tradespace exploration. Several figures of merit emerge when choosing a sensor suite; its performance for a specific autonomy task, its monetary cost, energy consumption, and contribution to the latency of the entire system.<\/p>\n<p style=\"text-align: justify;\">In this paper, we present formulations to evaluate a sensor combination across these dimensions for the localization and mapping task, as well as a method to enumerate architectures around the Pareto Front efficiently. We find that, on a benchmarked environment for this task, combinations with LiDARs are situated on the Pareto Front.<\/p>\n<\/div><\/div><\/div><\/div><\/section><section class=\"vc_row wpb_row vc_row-fluid  vc_custom_1671698915900\"><div class=\"wpb_column vc_column_container vc_col-sm-12 vc_col-md-offset-1 vc_col-md-10 col-xs-mobile-fullwidth\"><div class=\"vc_column-inner \"><div class=\"wpb_wrapper\">[vc_message message_box_color=\u00a0\u00bbwhite\u00a0\u00bb]<\/p>\n<p style=\"text-align: left;\"><span style=\"font-size: 10pt;\"><em>To scroll through the slides use the toolbar at the bottom of the presentation.<\/em><\/span><\/p>\n<p>[\/vc_message]<div class=\"last-paragraph-no-margin\"><p style=\"text-align: center;\">[pdf-embedder url=\u00a0\u00bbhttps:\/\/cesam.community\/wp-content\/uploads\/2022\/03\/CSDM19A_Multiobjective_Systems_Architecture_Model_for_Sensor_Selection_in_Autonomous_Vehicle_Navigation.pdf\u00a0\u00bb]<\/p>\n<\/div><\/div><\/div><\/div><\/section>[vc_section css=\u00a0\u00bb.vc_custom_1671697190320{padding-bottom: 30px !important;}\u00a0\u00bb]<section class=\"vc_row wpb_row vc_row-fluid class1 vc_custom_1671698961735\"><div class=\"wpb_column vc_column_container vc_col-sm-12 vc_col-md-offset-1 vc_col-md-10 col-xs-mobile-fullwidth\"><div class=\"vc_column-inner \"><div class=\"wpb_wrapper\">[vc_text_separator title=\u00a0\u00bbLATEST ARTICLES\u00a0\u00bb color=\u00a0\u00bbcustom\u00a0\u00bb border_width=\u00a0\u00bb2&Prime; accent_color=\u00a0\u00bb#01af4f\u00a0\u00bb]<\/div><\/div><\/div><\/section><section class=\"vc_row wpb_row vc_row-fluid  vc_custom_1671696252783 vc_row-has-fill\"><div class=\"wpb_column vc_column_container vc_col-sm-12 vc_col-md-offset-1 vc_col-md-10 col-xs-mobile-fullwidth\"><div class=\"vc_column-inner  no-column-padding\"><div class=\"wpb_wrapper\"><div class=\"pofo-blog-grid\"><div class=\"col-3-nth-item \"><div class=\"blog-post-style3 blog-style4-1 margin-30px-bottom col-md-4 col-sm-6 col-xs-12  wow fadeInUp\"><div class=\"post-33341 post type-post status-publish format-standard hentry category-csdm category-csdm-2019 tag-presentation\"><div class=\"grid-item\"><div class=\"blog-post bg-light-gray inner-match-height\" style=\"background-color:#ffffff;\"><div class=\"post-details padding-ten-all sm-padding-20px-all xs-text-center\"><div class=\"blog-hover-color\"><\/div><a class=\"alt-font post-title text-medium text-extra-dark-gray display-block entry-title\" href=\"https:\/\/cesam.community\/fr\/2023\/01\/19\/a-multiobjective-systems-architecture-model-for-sensor-selection-in-autonomous-vehicle-navigation-2\/\">A Multiobjective Systems Architecture Model for Sensor Selection in Autonomous Vehicle Navigation<\/a><div class=\"entry-content no-margin-bottom margin-15px-top\">In this paper, we present formulations to evaluate a sensor combination across these dimensions for...<\/div><div class=\"separator-line-horrizontal-full bg-medium-gray margin-20px-top sm-margin-15px-top\" style=\"background-color:#02af4f;\"><\/div><a href=\"https:\/\/cesam.community\/fr\/2023\/01\/19\/a-multiobjective-systems-architecture-model-for-sensor-selection-in-autonomous-vehicle-navigation-2\/\" class=\"btn-black btn no-margin-bottom margin-20px-top sm-margin-15px-top white-space-normal btn-very-small\">Continue reading<\/a><\/div><\/div><\/div><\/div><\/div><div class=\"blog-post-style3 blog-style4-2 margin-30px-bottom col-md-4 col-sm-6 col-xs-12  wow fadeInUp\" data-wow-delay=\"200ms\"><div class=\"post-33339 post type-post status-publish format-standard hentry category-csdm category-csdm-2019 tag-presentation\"><div class=\"grid-item\"><div class=\"blog-post bg-light-gray inner-match-height\" style=\"background-color:#ffffff;\"><div class=\"post-details padding-ten-all sm-padding-20px-all xs-text-center\"><div class=\"blog-hover-color\"><\/div><a class=\"alt-font post-title text-medium text-extra-dark-gray display-block entry-title\" href=\"https:\/\/cesam.community\/fr\/2023\/01\/19\/gas-turbine-design-at-rolls-royce-2\/\">Gas Turbine Design at Rolls-Royce<\/a><div class=\"entry-content no-margin-bottom margin-15px-top\">The development of a civil aerospace gas turbine engine within the required timescale and resource...<\/div><div class=\"separator-line-horrizontal-full bg-medium-gray margin-20px-top sm-margin-15px-top\" style=\"background-color:#02af4f;\"><\/div><a href=\"https:\/\/cesam.community\/fr\/2023\/01\/19\/gas-turbine-design-at-rolls-royce-2\/\" class=\"btn-black btn no-margin-bottom margin-20px-top sm-margin-15px-top white-space-normal btn-very-small\">Continue reading<\/a><\/div><\/div><\/div><\/div><\/div><div class=\"blog-post-style3 blog-style4-3 margin-30px-bottom col-md-4 col-sm-6 col-xs-12  wow fadeInUp\" data-wow-delay=\"400ms\"><div class=\"post-29226 post type-post status-publish format-standard hentry category-csdm-2019 tag-presentation\"><div class=\"grid-item\"><div class=\"blog-post bg-light-gray inner-match-height\" style=\"background-color:#ffffff;\"><div class=\"post-details padding-ten-all sm-padding-20px-all xs-text-center\"><div class=\"blog-hover-color\"><\/div><a class=\"alt-font post-title text-medium text-extra-dark-gray display-block entry-title\" href=\"https:\/\/cesam.community\/fr\/2022\/03\/25\/dynamic-disruption-simulation-in-large-scale-urban-rail-transit-systems\/\">Dynamic Disruption Simulation in Large-Scale Urban Rail Transit Systems<\/a><div class=\"entry-content no-margin-bottom margin-15px-top\">We present a simulation-based approach to capture the interactions between train operations and passenger behavior...<\/div><div class=\"separator-line-horrizontal-full bg-medium-gray margin-20px-top sm-margin-15px-top\" style=\"background-color:#02af4f;\"><\/div><a href=\"https:\/\/cesam.community\/fr\/2022\/03\/25\/dynamic-disruption-simulation-in-large-scale-urban-rail-transit-systems\/\" class=\"btn-black btn no-margin-bottom margin-20px-top sm-margin-15px-top white-space-normal btn-very-small\">Continue reading<\/a><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/section>[\/vc_section]<\/p>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>In this paper, we present formulations to evaluate a sensor combination across these dimensions for the localization and mapping task, as well as a method to enumerate architectures around the Pareto Front efficiently. We find that, on a benchmarked environment for this task, combinations with LiDARs are situated on the Pareto Front&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[231,225],"tags":[181],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.2 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>CSD&amp;M: Multiobjective Systems Architecture Model for Sensor Selection<\/title>\n<meta name=\"description\" content=\"Formulations to evaluate a sensor combination across these dimensions for the localization and mapping task\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" 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