Proactive Guidance for Accurate UAV Landing on a Dynamic Platform: A Visual-Inertial Approach
This work aimed to develop an autonomous system for unmanned aerial vehicles (UAVs) to land on moving platforms such as an automobile or a marine vessel, providing a promising solution for a long-endurance flight operation, a large mission coverage range, and a convenient recharging ground station....
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Published in | Sensors (Basel, Switzerland) Vol. 22; no. 1; p. 404 |
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Main Authors | , , , , , , |
Format | Journal Article |
Language | English |
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01.01.2022
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Abstract | This work aimed to develop an autonomous system for unmanned aerial vehicles (UAVs) to land on moving platforms such as an automobile or a marine vessel, providing a promising solution for a long-endurance flight operation, a large mission coverage range, and a convenient recharging ground station. Unlike most state-of-the-art UAV landing frameworks that rely on UAV onboard computers and sensors, the proposed system fully depends on the computation unit situated on the ground vehicle/marine vessel to serve as a landing guidance system. Such a novel configuration can therefore lighten the burden of the UAV, and the computation power of the ground vehicle/marine vessel can be enhanced. In particular, we exploit a sensor fusion-based algorithm for the guidance system to perform UAV localization, whilst a control method based upon trajectory optimization is integrated. Indoor and outdoor experiments are conducted, and the results show that precise autonomous landing on a 43 cm × 43 cm platform can be performed. |
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AbstractList | This work aimed to develop an autonomous system for unmanned aerial vehicles (UAVs) to land on moving platforms such as an automobile or a marine vessel, providing a promising solution for a long-endurance flight operation, a large mission coverage range, and a convenient recharging ground station. Unlike most state-of-the-art UAV landing frameworks that rely on UAV onboard computers and sensors, the proposed system fully depends on the computation unit situated on the ground vehicle/marine vessel to serve as a landing guidance system. Such a novel configuration can therefore lighten the burden of the UAV, and the computation power of the ground vehicle/marine vessel can be enhanced. In particular, we exploit a sensor fusion-based algorithm for the guidance system to perform UAV localization, whilst a control method based upon trajectory optimization is integrated. Indoor and outdoor experiments are conducted, and the results show that precise autonomous landing on a 43 cm × 43 cm platform can be performed. |
Audience | Academic |
Author | Yang, An-Shik Lo, Li-Yu Chang, Ching-Wei Zhou, Weifeng Cheung, Hiu Ching Wen, Chih-Yung Feng, Yurong |
AuthorAffiliation | 1 Department of Mechanical Engineering, The Hong Kong Polytechnic University, Kowloon, Hong Kong; chingwei.chang@connect.polyu.hk (C.-W.C.); hiu-ching-athena.cheung@connect.polyu.hk (H.C.C.) 3 Department of Energy and Refrigerating Air-Conditioning Engineering, National Taipei University of Technology, Taipei 10608, Taiwan; asyang@ntut.edu.tw 4 School of Professional Education and Executive Development, The Hong Kong Polytechnic University, Kowloon, Hong Kong 2 Department of Aeronautical and Aviation Engineering, The Hong Kong Polytechnic University, Kowloon, Hong Kong; liyu.lo@connect.polyu.hk (L.-Y.L.); yurong.feng@connect.polyu.hk (Y.F.); chihyung.wen@polyu.edu.hk (C.-Y.W.) |
AuthorAffiliation_xml | – name: 2 Department of Aeronautical and Aviation Engineering, The Hong Kong Polytechnic University, Kowloon, Hong Kong; liyu.lo@connect.polyu.hk (L.-Y.L.); yurong.feng@connect.polyu.hk (Y.F.); chihyung.wen@polyu.edu.hk (C.-Y.W.) – name: 3 Department of Energy and Refrigerating Air-Conditioning Engineering, National Taipei University of Technology, Taipei 10608, Taiwan; asyang@ntut.edu.tw – name: 1 Department of Mechanical Engineering, The Hong Kong Polytechnic University, Kowloon, Hong Kong; chingwei.chang@connect.polyu.hk (C.-W.C.); hiu-ching-athena.cheung@connect.polyu.hk (H.C.C.) – name: 4 School of Professional Education and Executive Development, The Hong Kong Polytechnic University, Kowloon, Hong Kong |
Author_xml | – sequence: 1 givenname: Ching-Wei orcidid: 0000-0001-7307-6039 surname: Chang fullname: Chang, Ching-Wei organization: Department of Mechanical Engineering, The Hong Kong Polytechnic University, Kowloon, Hong Kong – sequence: 2 givenname: Li-Yu orcidid: 0000-0001-8570-563X surname: Lo fullname: Lo, Li-Yu organization: Department of Aeronautical and Aviation Engineering, The Hong Kong Polytechnic University, Kowloon, Hong Kong – sequence: 3 givenname: Hiu Ching surname: Cheung fullname: Cheung, Hiu Ching organization: Department of Mechanical Engineering, The Hong Kong Polytechnic University, Kowloon, Hong Kong – sequence: 4 givenname: Yurong surname: Feng fullname: Feng, Yurong organization: Department of Aeronautical and Aviation Engineering, The Hong Kong Polytechnic University, Kowloon, Hong Kong – sequence: 5 givenname: An-Shik surname: Yang fullname: Yang, An-Shik organization: Department of Energy and Refrigerating Air-Conditioning Engineering, National Taipei University of Technology, Taipei 10608, Taiwan – sequence: 6 givenname: Chih-Yung orcidid: 0000-0002-1181-8786 surname: Wen fullname: Wen, Chih-Yung organization: Department of Aeronautical and Aviation Engineering, The Hong Kong Polytechnic University, Kowloon, Hong Kong – sequence: 7 givenname: Weifeng orcidid: 0000-0001-7386-2945 surname: Zhou fullname: Zhou, Weifeng organization: School of Professional Education and Executive Development, The Hong Kong Polytechnic University, Kowloon, Hong Kong |
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SubjectTerms | Airborne/spaceborne computers Automobiles Cameras Computation Computer software industry Control methods deep learning Design Drone aircraft Efficiency Flight operations kalman filter Landing object tracking Sea vessels Semiconductor industry sensor fusion Sensors Trajectory control Trajectory optimization UAV Unmanned aerial vehicles Vehicles VTOL |
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Title | Proactive Guidance for Accurate UAV Landing on a Dynamic Platform: A Visual-Inertial Approach |
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