{"id":3784,"date":"2025-04-04T14:44:22","date_gmt":"2025-04-04T14:44:22","guid":{"rendered":"https:\/\/araz.c4i.gmu.edu\/?page_id=3784"},"modified":"2026-06-02T23:30:25","modified_gmt":"2026-06-02T23:30:25","slug":"novel-hypersonic-vehicle-maneuvers-via-reinforcement-learning-techniques","status":"publish","type":"page","link":"https:\/\/araz.c4i.gmu.edu\/?page_id=3784","title":{"rendered":"Novel Hypersonic Vehicle Maneuvers Via Reinforcement Learning Techniques"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"3784\" class=\"elementor elementor-3784\" data-elementor-post-type=\"page\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-05e5cfe elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"05e5cfe\" data-element_type=\"section\" data-e-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-12b6446\" data-id=\"12b6446\" data-element_type=\"column\" data-e-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-885c213 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"885c213\" data-element_type=\"section\" data-e-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-10c9251\" data-id=\"10c9251\" data-element_type=\"column\" data-e-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-651099f elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"651099f\" data-element_type=\"widget\" data-e-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<h1><strong>Opportunity and Challenges:\u00a0<\/strong><\/h1><ul><li data-leveltext=\"\uf0a7\" data-font=\"Wingdings\" data-listid=\"10\" data-list-defn-props=\"{&quot;335551671&quot;:0,&quot;335552541&quot;:1,&quot;335559685&quot;:1440,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Wingdings&quot;,&quot;469769242&quot;:[9642],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0a7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"0\" data-aria-level=\"2\"><span data-contrast=\"none\">Reinforcement Learning (RL) enables training of an artificial intelligence (AI) agent to operate in dynamic uncertain environments<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/li><\/ul><ul><li data-leveltext=\"\uf0a7\" data-font=\"Wingdings\" data-listid=\"10\" data-list-defn-props=\"{&quot;335551671&quot;:0,&quot;335552541&quot;:1,&quot;335559685&quot;:1440,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Wingdings&quot;,&quot;469769242&quot;:[9642],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0a7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"2\"><span data-contrast=\"none\">Impressive performance outcomes to learn nearly-optimal solutions in a variety of application domains<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/li><\/ul><ul><li data-leveltext=\"\uf0a7\" data-font=\"Wingdings\" data-listid=\"10\" data-list-defn-props=\"{&quot;335551671&quot;:0,&quot;335552541&quot;:1,&quot;335559685&quot;:2160,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Wingdings&quot;,&quot;469769242&quot;:[9642],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0a7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"0\" data-aria-level=\"3\"><span data-contrast=\"none\">Particularly important for high-speed aerospace missions where real-time trajectory generation is computationally prohibitive<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/li><\/ul><ul><li data-leveltext=\"\uf0a7\" data-font=\"Wingdings\" data-listid=\"10\" data-list-defn-props=\"{&quot;335551671&quot;:0,&quot;335552541&quot;:1,&quot;335559685&quot;:1440,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Wingdings&quot;,&quot;469769242&quot;:[9642],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0a7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"2\"><span data-contrast=\"none\">Limited testing and characterization of performance bounds of RL solutions<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/li><\/ul><ul><li data-leveltext=\"\uf0a7\" data-font=\"Wingdings\" data-listid=\"10\" data-list-defn-props=\"{&quot;335551671&quot;:0,&quot;335552541&quot;:1,&quot;335559685&quot;:2160,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Wingdings&quot;,&quot;469769242&quot;:[9642],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0a7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"0\" data-aria-level=\"3\"><span data-contrast=\"none\">Impedes transition to real time systems<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/li><\/ul><h1><strong>Technical Contributions:<\/strong><\/h1><ul><li data-leveltext=\"\uf0a7\" data-font=\"Wingdings\" data-listid=\"11\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:1440,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Wingdings&quot;,&quot;469769242&quot;:[9642],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0a7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"2\"><span data-contrast=\"none\">Develop a comprehensive <\/span><i><span data-contrast=\"none\">Test and Evaluation Framework for Reinforcement Learning\u00a0<\/span><\/i><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/li><\/ul><ul><li style=\"list-style-type: none;\"><ul><li data-leveltext=\"\uf071\" data-font=\"Wingdings\" data-listid=\"11\" data-list-defn-props=\"{&quot;335551671&quot;:0,&quot;335552541&quot;:1,&quot;335559685&quot;:2160,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Wingdings&quot;,&quot;469769242&quot;:[9642],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf071&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"0\" data-aria-level=\"3\"><span data-contrast=\"none\">Robustness Testing of RL solutions\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/li><\/ul><\/li><\/ul><ul><li style=\"list-style-type: none;\"><ul><li data-leveltext=\"\uf071\" data-font=\"Wingdings\" data-listid=\"11\" data-list-defn-props=\"{&quot;335551671&quot;:0,&quot;335552541&quot;:1,&quot;335559685&quot;:2160,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Wingdings&quot;,&quot;469769242&quot;:[9642],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf071&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"3\"><span data-contrast=\"none\">Understanding of RL decision making via Explainable AI<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/li><\/ul><\/li><\/ul><ul><li style=\"list-style-type: none;\"><ul><li data-leveltext=\"\uf071\" data-font=\"Wingdings\" data-listid=\"11\" data-list-defn-props=\"{&quot;335551671&quot;:0,&quot;335552541&quot;:1,&quot;335559685&quot;:2160,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Wingdings&quot;,&quot;469769242&quot;:[9642],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf071&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"3\"><span data-contrast=\"none\">Validation of RL solutions\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/li><\/ul><\/li><\/ul><ul><li data-leveltext=\"\uf0a7\" data-font=\"Wingdings\" data-listid=\"11\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:1440,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Wingdings&quot;,&quot;469769242&quot;:[9642],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0a7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"2\"><span data-contrast=\"none\">Demonstrate application of RL to a high-speed aerospace vehicle mission<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/li><\/ul><ul><li style=\"list-style-type: none;\"><ul><li data-leveltext=\"\uf071\" data-font=\"Wingdings\" data-listid=\"11\" data-list-defn-props=\"{&quot;335551671&quot;:0,&quot;335552541&quot;:1,&quot;335559685&quot;:2160,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Wingdings&quot;,&quot;469769242&quot;:[9642],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf071&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"0\" data-aria-level=\"3\"><span data-contrast=\"none\">Investigate uncertainty in flight parameters such as <\/span><i><span data-contrast=\"none\">angle of attack, velocity, altitude, and flight path angle<\/span><\/i><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/li><\/ul><\/li><\/ul><div class=\"related-works\">\u00a0<\/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<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-fb2e4f1\" data-id=\"fb2e4f1\" data-element_type=\"column\" data-e-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-2c49396 elementor-widget elementor-widget-image\" data-id=\"2c49396\" data-element_type=\"widget\" data-e-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=\"640\" height=\"640\" src=\"https:\/\/araz.c4i.gmu.edu\/wp-content\/uploads\/2023\/06\/DALL\u00b7E-2023-03-27-12.59.48-a-UNITED-STATES-high-speed-flight-aerospace-system-in-the-atmosphere-digital-art.png\" class=\"attachment-large size-large wp-image-3507\" alt=\"\" srcset=\"https:\/\/araz.c4i.gmu.edu\/wp-content\/uploads\/2023\/06\/DALL\u00b7E-2023-03-27-12.59.48-a-UNITED-STATES-high-speed-flight-aerospace-system-in-the-atmosphere-digital-art.png 1024w, https:\/\/araz.c4i.gmu.edu\/wp-content\/uploads\/2023\/06\/DALL\u00b7E-2023-03-27-12.59.48-a-UNITED-STATES-high-speed-flight-aerospace-system-in-the-atmosphere-digital-art-300x300.png 300w, https:\/\/araz.c4i.gmu.edu\/wp-content\/uploads\/2023\/06\/DALL\u00b7E-2023-03-27-12.59.48-a-UNITED-STATES-high-speed-flight-aerospace-system-in-the-atmosphere-digital-art-150x150.png 150w, https:\/\/araz.c4i.gmu.edu\/wp-content\/uploads\/2023\/06\/DALL\u00b7E-2023-03-27-12.59.48-a-UNITED-STATES-high-speed-flight-aerospace-system-in-the-atmosphere-digital-art-768x768.png 768w, https:\/\/araz.c4i.gmu.edu\/wp-content\/uploads\/2023\/06\/DALL\u00b7E-2023-03-27-12.59.48-a-UNITED-STATES-high-speed-flight-aerospace-system-in-the-atmosphere-digital-art-600x600.png 600w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\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<div class=\"elementor-element elementor-element-ee554ae gallery-spacing-custom elementor-widget elementor-widget-image-gallery\" data-id=\"ee554ae\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image-gallery.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-image-gallery\">\n\t\t\t<div id='gallery-1' class='gallery galleryid-3784 gallery-columns-1 gallery-size-large'><figure class='gallery-item'>\n\t\t\t<div class='gallery-icon portrait'>\n\t\t\t\t<a data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-slideshow=\"ee554ae\" data-elementor-lightbox-title=\"NovelHypersonic-additional-img\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6Mzk0NCwidXJsIjoiaHR0cHM6XC9cL2FyYXouYzRpLmdtdS5lZHVcL3dwLWNvbnRlbnRcL3VwbG9hZHNcLzIwMjVcLzA0XC9Ob3ZlbEh5cGVyc29uaWMtYWRkaXRpb25hbC1pbWcucG5nIiwic2xpZGVzaG93IjoiZWU1NTRhZSJ9\" href='https:\/\/araz.c4i.gmu.edu\/wp-content\/uploads\/2025\/04\/NovelHypersonic-additional-img.png'><img decoding=\"async\" width=\"270\" height=\"465\" src=\"https:\/\/araz.c4i.gmu.edu\/wp-content\/uploads\/2025\/04\/NovelHypersonic-additional-img.png\" class=\"attachment-large size-large\" alt=\"\" srcset=\"https:\/\/araz.c4i.gmu.edu\/wp-content\/uploads\/2025\/04\/NovelHypersonic-additional-img.png 270w, https:\/\/araz.c4i.gmu.edu\/wp-content\/uploads\/2025\/04\/NovelHypersonic-additional-img-174x300.png 174w\" sizes=\"(max-width: 270px) 100vw, 270px\" \/><\/a>\n\t\t\t<\/div><\/figure>\n\t\t<\/div>\n\t\t<\/div>\n\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-a3cf39d elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a3cf39d\" data-element_type=\"section\" data-e-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-6b87367\" data-id=\"6b87367\" data-element_type=\"column\" data-e-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-5769d73 elementor-widget elementor-widget-heading\" data-id=\"5769d73\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Project Sponsors<\/h4>\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-75ffb35 elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"75ffb35\" data-element_type=\"section\" data-e-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-inner-column elementor-element elementor-element-8e6ee6e\" data-id=\"8e6ee6e\" data-element_type=\"column\" data-e-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-cef3826 elementor-skin-carousel elementor-pagination-type-bullets elementor-pagination-position-outside elementor-widget elementor-widget-media-carousel\" data-id=\"cef3826\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;slides_per_view&quot;:&quot;5&quot;,&quot;space_between&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:0,&quot;sizes&quot;:[]},&quot;skin&quot;:&quot;carousel&quot;,&quot;effect&quot;:&quot;slide&quot;,&quot;pagination&quot;:&quot;bullets&quot;,&quot;speed&quot;:500,&quot;autoplay&quot;:&quot;yes&quot;,&quot;autoplay_speed&quot;:5000,&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_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<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-swiper\">\n\t\t\t\t\t<div class=\"elementor-main-swiper swiper\" role=\"region\" aria-roledescription=\"carousel\" aria-label=\"Slides\">\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<a href=\"https:\/\/gvsc.devcom.army.mil\/centerslabs\/gvsc\/\">\t\t<div class=\"elementor-carousel-image\" role=\"img\" aria-label=\"US Army GVSC\" style=\"background-image: url(&#039;https:\/\/araz.c4i.gmu.edu\/wp-content\/uploads\/2025\/03\/original-scaled-e1743130202840.jpg&#039;)\">\n\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t<\/a>\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<a href=\"https:\/\/ncms.org\/\">\t\t<div class=\"elementor-carousel-image\" role=\"img\" aria-label=\"NCMS\" style=\"background-image: url(&#039;https:\/\/araz.c4i.gmu.edu\/wp-content\/uploads\/2025\/03\/NCMS-Logo-web-r2-e1758764404203.webp&#039;)\">\n\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t<\/a>\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<div class=\"swiper-pagination\"><\/div>\n\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\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<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Opportunity and Challenges:\u00a0 Reinforcement Learning (RL) enables training of an artificial intelligence (AI) agent to operate in dynamic uncertain environments\u00a0 Impressive performance outcomes to learn nearly-optimal solutions in a variety of application domains\u00a0 Particularly important for high-speed aerospace missions where real-time trajectory generation is computationally prohibitive\u00a0 Limited testing and characterization of performance bounds of RL [&hellip;]<\/p>\n","protected":false},"author":4,"featured_media":3509,"parent":2303,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"class_list":["post-3784","page","type-page","status-publish","has-post-thumbnail","hentry"],"aioseo_notices":[],"guten_post_layout_featured_media_urls":{"full":["https:\/\/araz.c4i.gmu.edu\/wp-content\/uploads\/2023\/06\/DALL\u00b7E-2023-03-27-13.00.17-a-UNITED-STATES-high-speed-flight-aerospace-system-in-the-atmosphere-digital-art.png",1024,1024,false],"thumbnail":["https:\/\/araz.c4i.gmu.edu\/wp-content\/uploads\/2023\/06\/DALL\u00b7E-2023-03-27-13.00.17-a-UNITED-STATES-high-speed-flight-aerospace-system-in-the-atmosphere-digital-art-150x150.png",150,150,true],"medium":["https:\/\/araz.c4i.gmu.edu\/wp-content\/uploads\/2023\/06\/DALL\u00b7E-2023-03-27-13.00.17-a-UNITED-STATES-high-speed-flight-aerospace-system-in-the-atmosphere-digital-art-300x300.png",300,300,true],"medium_large":["https:\/\/araz.c4i.gmu.edu\/wp-content\/uploads\/2023\/06\/DALL\u00b7E-2023-03-27-13.00.17-a-UNITED-STATES-high-speed-flight-aerospace-system-in-the-atmosphere-digital-art-768x768.png",640,640,true],"large":["https:\/\/araz.c4i.gmu.edu\/wp-content\/uploads\/2023\/06\/DALL\u00b7E-2023-03-27-13.00.17-a-UNITED-STATES-high-speed-flight-aerospace-system-in-the-atmosphere-digital-art.png",640,640,false],"1536x1536":["https:\/\/araz.c4i.gmu.edu\/wp-content\/uploads\/2023\/06\/DALL\u00b7E-2023-03-27-13.00.17-a-UNITED-STATES-high-speed-flight-aerospace-system-in-the-atmosphere-digital-art.png",1024,1024,false],"2048x2048":["https:\/\/araz.c4i.gmu.edu\/wp-content\/uploads\/2023\/06\/DALL\u00b7E-2023-03-27-13.00.17-a-UNITED-STATES-high-speed-flight-aerospace-system-in-the-atmosphere-digital-art.png",1024,1024,false],"guten_post_layout_landscape_large":["https:\/\/araz.c4i.gmu.edu\/wp-content\/uploads\/2023\/06\/DALL\u00b7E-2023-03-27-13.00.17-a-UNITED-STATES-high-speed-flight-aerospace-system-in-the-atmosphere-digital-art-1024x800.png",1024,800,true],"guten_post_layout_portrait_large":["https:\/\/araz.c4i.gmu.edu\/wp-content\/uploads\/2023\/06\/DALL\u00b7E-2023-03-27-13.00.17-a-UNITED-STATES-high-speed-flight-aerospace-system-in-the-atmosphere-digital-art.png",1024,1024,false],"guten_post_layout_square_large":["https:\/\/araz.c4i.gmu.edu\/wp-content\/uploads\/2023\/06\/DALL\u00b7E-2023-03-27-13.00.17-a-UNITED-STATES-high-speed-flight-aerospace-system-in-the-atmosphere-digital-art.png",1024,1024,false],"guten_post_layout_landscape":["https:\/\/araz.c4i.gmu.edu\/wp-content\/uploads\/2023\/06\/DALL\u00b7E-2023-03-27-13.00.17-a-UNITED-STATES-high-speed-flight-aerospace-system-in-the-atmosphere-digital-art-600x400.png",600,400,true],"guten_post_layout_portrait":["https:\/\/araz.c4i.gmu.edu\/wp-content\/uploads\/2023\/06\/DALL\u00b7E-2023-03-27-13.00.17-a-UNITED-STATES-high-speed-flight-aerospace-system-in-the-atmosphere-digital-art-600x900.png",600,900,true],"guten_post_layout_square":["https:\/\/araz.c4i.gmu.edu\/wp-content\/uploads\/2023\/06\/DALL\u00b7E-2023-03-27-13.00.17-a-UNITED-STATES-high-speed-flight-aerospace-system-in-the-atmosphere-digital-art-600x600.png",600,600,true],"academix-single-team-thumb":["https:\/\/araz.c4i.gmu.edu\/wp-content\/uploads\/2023\/06\/DALL\u00b7E-2023-03-27-13.00.17-a-UNITED-STATES-high-speed-flight-aerospace-system-in-the-atmosphere-digital-art-360x270.png",360,270,true],"academix-team-thumbnail":["https:\/\/araz.c4i.gmu.edu\/wp-content\/uploads\/2023\/06\/DALL\u00b7E-2023-03-27-13.00.17-a-UNITED-STATES-high-speed-flight-aerospace-system-in-the-atmosphere-digital-art-263x216.png",263,216,true],"academix-event-thumbnail":["https:\/\/araz.c4i.gmu.edu\/wp-content\/uploads\/2023\/06\/DALL\u00b7E-2023-03-27-13.00.17-a-UNITED-STATES-high-speed-flight-aerospace-system-in-the-atmosphere-digital-art-555x370.png",555,370,true],"academix-event-gallery-thumb":["https:\/\/araz.c4i.gmu.edu\/wp-content\/uploads\/2023\/06\/DALL\u00b7E-2023-03-27-13.00.17-a-UNITED-STATES-high-speed-flight-aerospace-system-in-the-atmosphere-digital-art-227x168.png",227,168,true],"academix-blog-thumb":["https:\/\/araz.c4i.gmu.edu\/wp-content\/uploads\/2023\/06\/DALL\u00b7E-2023-03-27-13.00.17-a-UNITED-STATES-high-speed-flight-aerospace-system-in-the-atmosphere-digital-art-100x80.png",100,80,true]},"_links":{"self":[{"href":"https:\/\/araz.c4i.gmu.edu\/index.php?rest_route=\/wp\/v2\/pages\/3784","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/araz.c4i.gmu.edu\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/araz.c4i.gmu.edu\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/araz.c4i.gmu.edu\/index.php?rest_route=\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/araz.c4i.gmu.edu\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=3784"}],"version-history":[{"count":19,"href":"https:\/\/araz.c4i.gmu.edu\/index.php?rest_route=\/wp\/v2\/pages\/3784\/revisions"}],"predecessor-version":[{"id":5328,"href":"https:\/\/araz.c4i.gmu.edu\/index.php?rest_route=\/wp\/v2\/pages\/3784\/revisions\/5328"}],"up":[{"embeddable":true,"href":"https:\/\/araz.c4i.gmu.edu\/index.php?rest_route=\/wp\/v2\/pages\/2303"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/araz.c4i.gmu.edu\/index.php?rest_route=\/wp\/v2\/media\/3509"}],"wp:attachment":[{"href":"https:\/\/araz.c4i.gmu.edu\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3784"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}