{"id":1792,"date":"2023-06-22T16:53:20","date_gmt":"2023-06-22T20:53:20","guid":{"rendered":"https:\/\/flight.utias.utoronto.ca\/?p=1792"},"modified":"2023-06-22T17:09:21","modified_gmt":"2023-06-22T21:09:21","slug":"visual-servo-control-for-autonomous-drone-racing","status":"publish","type":"post","link":"https:\/\/flight.utias.utoronto.ca\/index.php\/visual-servo-control-for-autonomous-drone-racing","title":{"rendered":"Visual Servo Control for Autonomous Drone Racing"},"content":{"rendered":"\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<p>This research focuses on the vision-based guidance and navigation problem, specifically within the context of multi-rotor drones and autonomous drone racing. The goal of this work is to develop algorithms that enable flight control and trajectory tracking of quadrotor platform using primarily visual information. <a href=\"https:\/\/flight.utias.utoronto.ca\/index.php\/chao-qin\" data-type=\"URL\" data-id=\"https:\/\/flight.utias.utoronto.ca\/index.php\/chao-qin\">Chao Qin<\/a> is the primary researcher investigating this problem. <\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\">\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"401\" height=\"301\" src=\"https:\/\/flight.utias.utoronto.ca\/wp-content\/uploads\/2023\/06\/fig_our_drone.png\" alt=\"\" class=\"wp-image-1793\" srcset=\"https:\/\/flight.utias.utoronto.ca\/wp-content\/uploads\/2023\/06\/fig_our_drone.png 401w, https:\/\/flight.utias.utoronto.ca\/wp-content\/uploads\/2023\/06\/fig_our_drone-300x225.png 300w\" sizes=\"auto, (max-width: 401px) 100vw, 401px\" \/><\/figure>\n<\/div>\n<\/div>\n\n\n\n<figure class=\"wp-block-gallery has-nested-images columns-default is-cropped wp-block-gallery-1 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"631\" data-id=\"1794\" src=\"https:\/\/flight.utias.utoronto.ca\/wp-content\/uploads\/2023\/06\/fig_sphere-1024x631.png\" alt=\"\" class=\"wp-image-1794\" srcset=\"https:\/\/flight.utias.utoronto.ca\/wp-content\/uploads\/2023\/06\/fig_sphere-1024x631.png 1024w, https:\/\/flight.utias.utoronto.ca\/wp-content\/uploads\/2023\/06\/fig_sphere-300x185.png 300w, https:\/\/flight.utias.utoronto.ca\/wp-content\/uploads\/2023\/06\/fig_sphere-768x473.png 768w, https:\/\/flight.utias.utoronto.ca\/wp-content\/uploads\/2023\/06\/fig_sphere-1536x947.png 1536w, https:\/\/flight.utias.utoronto.ca\/wp-content\/uploads\/2023\/06\/fig_sphere-2048x1262.png 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"634\" data-id=\"1795\" src=\"https:\/\/flight.utias.utoronto.ca\/wp-content\/uploads\/2023\/06\/fig_moving_gate1024_1.jpg\" alt=\"\" class=\"wp-image-1795\" srcset=\"https:\/\/flight.utias.utoronto.ca\/wp-content\/uploads\/2023\/06\/fig_moving_gate1024_1.jpg 1024w, https:\/\/flight.utias.utoronto.ca\/wp-content\/uploads\/2023\/06\/fig_moving_gate1024_1-300x186.jpg 300w, https:\/\/flight.utias.utoronto.ca\/wp-content\/uploads\/2023\/06\/fig_moving_gate1024_1-768x476.jpg 768w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/figure>\n\n\n\n<p>The maintenance of visual features within the sensor field of view (FOV) poses a significant challenge for underactuated aerial vehicles like quadrotors, especially during aggressive maneuvers. However, existing image-based visual servo control (IBVS) methods rely on strict target visibility assumptions or impose excessive constraints on the quadrotor&#8217;s agility to meet this requirement. Furthermore, the effectiveness of the visibility constraint defined in prior works remains unverified in aggressive flight tests. To address these issues, we present a robust IBVS scheme for quadrotors to perform aggressive maneuvers while ensuring target visibility. Based on the nonlinear model predictive control (NMPC) framework, we propose a novel underactuation compensation scheme to eliminate the need for a virtual camera frame, which enables us to formulate the true target visibility constraint. We then introduce a quaternion-based representation of spherical visual features to handle the nonsmooth vector field problem on the 2-sphere and derive its corresponding image kinematics. We validate our method through three challenging visual servo tasks where agile maneuvers are desired: fast landing, aggressive long-distance flight, and dynamic object tracking.<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"Perception-Aware Image-Based Visual Servoing of Aggressive Quadrotor UAVs\" width=\"920\" height=\"518\" src=\"https:\/\/www.youtube.com\/embed\/wvtgll-iRx4?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Participants<\/h2>\n\n\n\n<p>Chao Qin (Ph.D. Candidate)<br>HS Helson Go (Ph.D. Candidate)<br>Qiuyu Yu (Visiting Graduate Student)<br>Harry Chen (Summer Student)<br>Max Michet (Summer Student)<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Related Publications<\/h2>\n\n\n<div class=\"teachpress_pub_list\"><form name=\"tppublistform\" method=\"get\"><a name=\"tppubs\" id=\"tppubs\"><\/a><\/form><div class=\"teachpress_publication_list\"><h3 class=\"tp_h3\" id=\"tp_h3_2024\">2024<\/h3><div class=\"tp_publication tp_publication_inproceedings\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Qin*, Chao;  Michet*, Maxime SJ;  Chen*, Jingxiang;  Liu, Hugh H-T<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('454','tp_links')\" style=\"cursor:pointer;\">Time-Optimal Gate-Traversing Planner for Autonomous Drone Racing<\/a> <span class=\"tp_pub_type tp_  inproceedings\">Proceedings Article<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_in\">In: <\/span><span class=\"tp_pub_additional_booktitle\">IEEE International Conference on Robotics and Automation, <\/span><span class=\"tp_pub_additional_publisher\">Best Paper Award on UAVs, <\/span><span class=\"tp_pub_additional_address\">Yokohama, Japan, <\/span><span class=\"tp_pub_additional_year\">2024<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_454\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('454','tp_links')\" title=\"Show links and resources\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_454\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('454','tp_bibtex')\" title=\"Show BibTeX entry\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_454\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@inproceedings{qin_time-optimal_2024,<br \/>\r\ntitle = {Time-Optimal Gate-Traversing Planner for Autonomous Drone Racing},<br \/>\r\nauthor = {Chao Qin* and Maxime SJ Michet* and Jingxiang Chen* and Hugh H-T Liu},<br \/>\r\nurl = {https:\/\/github.com\/FSC-Lab\/TOGT},<br \/>\r\nyear  = {2024},<br \/>\r\ndate = {2024-05-01},<br \/>\r\nbooktitle = {IEEE International Conference on Robotics and Automation},<br \/>\r\npublisher = {Best Paper Award on UAVs},<br \/>\r\naddress = {Yokohama, Japan},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {inproceedings}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('454','tp_bibtex')\">Close<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_454\" style=\"display:none;\"><div class=\"tp_links_entry\"><ul class=\"tp_pub_list\"><li><i class=\"fab fa-github\"><\/i><a class=\"tp_pub_list\" href=\"https:\/\/github.com\/FSC-Lab\/TOGT\" title=\"https:\/\/github.com\/FSC-Lab\/TOGT\" target=\"_blank\">https:\/\/github.com\/FSC-Lab\/TOGT<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('454','tp_links')\">Close<\/a><\/p><\/div><\/div><\/div><h3 class=\"tp_h3\" id=\"tp_h3_2023\">2023<\/h3><div class=\"tp_publication tp_publication_inproceedings\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Qin*, Chao;  Yu*, Qiuyu;  Go*, Shing Hei Helson;  Liu, Hugh H. -T.<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('505','tp_links')\" style=\"cursor:pointer;\">Perception-Aware Image-Based Visual Servoing of Aggressive Quadrotor UAVs<\/a> <span class=\"tp_pub_type tp_  inproceedings\">Proceedings Article<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_in\">In: <\/span><span class=\"tp_pub_additional_booktitle\">IEEE\/ASME International Conference on Advanced Intelligent Mechatronics, <\/span><span class=\"tp_pub_additional_publisher\">IEEE, <\/span><span class=\"tp_pub_additional_address\">Seattle, <\/span><span class=\"tp_pub_additional_year\">2023<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_505\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('505','tp_links')\" title=\"Show links and resources\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_505\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('505','tp_bibtex')\" title=\"Show BibTeX entry\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_505\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@inproceedings{qin_perception-aware_2023,<br \/>\r\ntitle = {Perception-Aware Image-Based Visual Servoing of Aggressive Quadrotor UAVs},<br \/>\r\nauthor = {Chao Qin* and Qiuyu Yu* and Shing Hei Helson Go* and Hugh H. -T. Liu},<br \/>\r\ndoi = {10.1109\/TMECH.2023.3276211},<br \/>\r\nyear  = {2023},<br \/>\r\ndate = {2023-01-01},<br \/>\r\nbooktitle = {IEEE\/ASME International Conference on Advanced Intelligent Mechatronics},<br \/>\r\npublisher = {IEEE},<br \/>\r\naddress = {Seattle},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {inproceedings}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('505','tp_bibtex')\">Close<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_505\" style=\"display:none;\"><div class=\"tp_links_entry\"><ul class=\"tp_pub_list\"><li><i class=\"ai ai-doi\"><\/i><a class=\"tp_pub_list\" href=\"https:\/\/dx.doi.org\/10.1109\/TMECH.2023.3276211\" title=\"Follow DOI:10.1109\/TMECH.2023.3276211\" target=\"_blank\">doi:10.1109\/TMECH.2023.3276211<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('505','tp_links')\">Close<\/a><\/p><\/div><\/div><\/div><div class=\"tp_publication tp_publication_article\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Qin*, Chao;  Yu*, Qiuyu;  Go*, Shing Hei Helson;  Liu, Hugh H. -T.<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('514','tp_links')\" style=\"cursor:pointer;\">Perception-Aware Image-Based Visual Servoing of Aggressive Quadrotor UAVs<\/a> <span class=\"tp_pub_type tp_  article\">Journal Article<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_in\">In: <\/span><span class=\"tp_pub_additional_journal\">IEEE\/ASME Transcations on Mechatronics, <\/span><span class=\"tp_pub_additional_year\">2023<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_514\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('514','tp_links')\" title=\"Show links and resources\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_514\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('514','tp_bibtex')\" title=\"Show BibTeX entry\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_514\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@article{qin_perception-aware_2023-1,<br \/>\r\ntitle = {Perception-Aware Image-Based Visual Servoing of Aggressive Quadrotor UAVs},<br \/>\r\nauthor = {Chao Qin* and Qiuyu Yu* and Shing Hei Helson Go* and Hugh H. -T. Liu},<br \/>\r\ndoi = {10.1109\/TMECH.2023.3276211},<br \/>\r\nyear  = {2023},<br \/>\r\ndate = {2023-01-01},<br \/>\r\nbooktitle = {IEEE\/ASME International Conference on Advanced Intelligent Mechatronics},<br \/>\r\njournal = {IEEE\/ASME Transcations on Mechatronics},<br \/>\r\npublisher = {IEEE},<br \/>\r\naddress = {Seattle},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {article}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('514','tp_bibtex')\">Close<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_514\" style=\"display:none;\"><div class=\"tp_links_entry\"><ul class=\"tp_pub_list\"><li><i class=\"ai ai-doi\"><\/i><a class=\"tp_pub_list\" href=\"https:\/\/dx.doi.org\/10.1109\/TMECH.2023.3276211\" title=\"Follow DOI:10.1109\/TMECH.2023.3276211\" target=\"_blank\">doi:10.1109\/TMECH.2023.3276211<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('514','tp_links')\">Close<\/a><\/p><\/div><\/div><\/div><h3 class=\"tp_h3\" id=\"tp_h3_2022\">2022<\/h3><div class=\"tp_publication tp_publication_inproceedings\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Qin*, Chao;  Liu, Hugh H. -T.<\/p><p class=\"tp_pub_title\">PCVPC : Perception Constrained Visual Predictive Control For Agile Quadrotors <span class=\"tp_pub_type tp_  inproceedings\">Proceedings Article<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_in\">In: <\/span><span class=\"tp_pub_additional_booktitle\">International Conference of Robotics &amp; Automation (ICRA), <\/span><span class=\"tp_pub_additional_year\">2022<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_506\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('506','tp_bibtex')\" title=\"Show BibTeX entry\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_506\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@inproceedings{qin_pcvpc_2022,<br \/>\r\ntitle = {PCVPC : Perception Constrained Visual Predictive Control For Agile Quadrotors},<br \/>\r\nauthor = {Chao Qin* and Hugh H. -T. Liu},<br \/>\r\nyear  = {2022},<br \/>\r\ndate = {2022-01-01},<br \/>\r\nbooktitle = {International Conference of Robotics & Automation (ICRA)},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {inproceedings}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('506','tp_bibtex')\">Close<\/a><\/p><\/div><\/div><\/div><div class=\"tp_publication tp_publication_article\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Qin*, Chao;  Yu*, Qiuyu;  Liu, Hugh H. -T.<\/p><p class=\"tp_pub_title\">Model Predictive Spherical Image-Based Visual Servoing On SO ( 3 ) for Aggressive Aerial Tracking <span class=\"tp_pub_type tp_  article\">Journal Article<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_in\">In: <\/span><span class=\"tp_pub_additional_journal\">IEEE Robotics and Automation Letters, <\/span><span class=\"tp_pub_additional_pages\">pp. submitted September 2022, <\/span><span class=\"tp_pub_additional_year\">2022<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_576\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('576','tp_bibtex')\" title=\"Show BibTeX entry\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_576\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@article{qin_model_2022,<br \/>\r\ntitle = {Model Predictive Spherical Image-Based Visual Servoing On SO ( 3 ) for Aggressive Aerial Tracking},<br \/>\r\nauthor = {Chao Qin* and Qiuyu Yu* and Hugh H. -T. Liu},<br \/>\r\nyear  = {2022},<br \/>\r\ndate = {2022-01-01},<br \/>\r\njournal = {IEEE Robotics and Automation Letters},<br \/>\r\npages = {submitted September 2022},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {article}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('576','tp_bibtex')\">Close<\/a><\/p><\/div><\/div><\/div><div class=\"tp_publication tp_publication_article\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Yu*, Qiuyu;  Qin*, Chao;  Luo, Lingkun;  Liu, Hugh H. -T.;  Hu, Shiqiang<\/p><p class=\"tp_pub_title\">CPA-Planner : Motion Planner with Complete Perception Awareness for Sensing-Limited Quadrotors <span class=\"tp_pub_type tp_  article\">Journal Article<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_in\">In: <\/span><span class=\"tp_pub_additional_journal\">IEEE Robotics and Automation Letters, <\/span><span class=\"tp_pub_additional_volume\">vol. (accepted), <\/span><span class=\"tp_pub_additional_year\">2022<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_681\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('681','tp_bibtex')\" title=\"Show BibTeX entry\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_681\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@article{yu_cpa-planner_2022,<br \/>\r\ntitle = {CPA-Planner : Motion Planner with Complete Perception Awareness for Sensing-Limited Quadrotors},<br \/>\r\nauthor = {Qiuyu Yu* and Chao Qin* and Lingkun Luo and Hugh H. -T. Liu and Shiqiang Hu},<br \/>\r\nyear  = {2022},<br \/>\r\ndate = {2022-01-01},<br \/>\r\njournal = {IEEE Robotics and Automation Letters},<br \/>\r\nvolume = {(accepted)},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {article}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('681','tp_bibtex')\">Close<\/a><\/p><\/div><\/div><\/div><h3 class=\"tp_h3\" id=\"tp_h3_2021\">2021<\/h3><div class=\"tp_publication tp_publication_inproceedings\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Qin*, Chao;  Liu, Hugh H. -T.<\/p><p class=\"tp_pub_title\">View Predictive Control for Autonomous Drone Racing <span class=\"tp_pub_type tp_  inproceedings\">Proceedings Article<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_in\">In: <\/span><span class=\"tp_pub_additional_booktitle\">International Conference on Intelligent Robots and Systems, <\/span><span class=\"tp_pub_additional_pages\">pp. 1\u20137, <\/span><span class=\"tp_pub_additional_year\">2021<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_440\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('440','tp_bibtex')\" title=\"Show BibTeX entry\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_440\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@inproceedings{qin_view_2021,<br \/>\r\ntitle = {View Predictive Control for Autonomous Drone Racing},<br \/>\r\nauthor = {Chao Qin* and Hugh H. -T. Liu},<br \/>\r\nyear  = {2021},<br \/>\r\ndate = {2021-01-01},<br \/>\r\nbooktitle = {International Conference on Intelligent Robots and Systems},<br \/>\r\npages = {1\u20137},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {inproceedings}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('440','tp_bibtex')\">Close<\/a><\/p><\/div><\/div><\/div><\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p>This research focuses on the vision-based guidance and navigation problem, specifically within the context of multi-rotor drones and autonomous drone racing. The goal of this work is to develop algorithms that enable flight control and trajectory tracking of quadrotor platform <span class=\"readmore\"><a href=\"https:\/\/flight.utias.utoronto.ca\/index.php\/visual-servo-control-for-autonomous-drone-racing\">Continue Reading &#8230;<\/a><\/span><\/p>\n","protected":false},"author":14,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[55],"tags":[],"class_list":["post-1792","post","type-post","status-publish","format-standard","hentry","category-research-spotlights"],"_links":{"self":[{"href":"https:\/\/flight.utias.utoronto.ca\/index.php\/wp-json\/wp\/v2\/posts\/1792","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/flight.utias.utoronto.ca\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/flight.utias.utoronto.ca\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/flight.utias.utoronto.ca\/index.php\/wp-json\/wp\/v2\/users\/14"}],"replies":[{"embeddable":true,"href":"https:\/\/flight.utias.utoronto.ca\/index.php\/wp-json\/wp\/v2\/comments?post=1792"}],"version-history":[{"count":5,"href":"https:\/\/flight.utias.utoronto.ca\/index.php\/wp-json\/wp\/v2\/posts\/1792\/revisions"}],"predecessor-version":[{"id":1801,"href":"https:\/\/flight.utias.utoronto.ca\/index.php\/wp-json\/wp\/v2\/posts\/1792\/revisions\/1801"}],"wp:attachment":[{"href":"https:\/\/flight.utias.utoronto.ca\/index.php\/wp-json\/wp\/v2\/media?parent=1792"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/flight.utias.utoronto.ca\/index.php\/wp-json\/wp\/v2\/categories?post=1792"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/flight.utias.utoronto.ca\/index.php\/wp-json\/wp\/v2\/tags?post=1792"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}