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Motion Planning and Control of Quadrotor Based on MPC in Frenet Frame

  • Beihang University
  • University of Waterloo
  • University of Glasgow
  • University of Sussex
  • Academy of Machinery Equipment

科研成果: 书/报告/会议事项章节 › 会议稿件 › 同行评审

摘要

The autonomous flight of Unmanned Aerial Vehicles (UAVs) hinges on the interplay between trajectory planning and flight control. This study centers on a specific case: the autonomous flight of a quadcopter at low altitudes. To enhance this autonomous flight process, we address the estimation and prediction of trajectories for dynamic obstacles that may intersect the UAV's low-altitude flight path. This is achieved through the utilization of Extended Kalman Filtering (EKF) and Joint Probabilistic Data Association (JPDA) techniques within the Frenet coordinate system. Subsequently, leveraging both global planning and real-time environmental data, the local motion planner constructs an optimal trajectory for the UAV on a local scale. This ensures that the UAV navigates its immediate surroundings efficiently. To execute this trajectory, the quadrotor UAV undertakes low-altitude flight while adhering to the locally optimized path. This is accomplished through the application of Model Predictive Control (MPC), which enables the UAV to autonomously avoid collisions in real time. Finally, the validity and viability of the proposed approach are substantiated.

源语言英语
主期刊名Proceedings of 2023 IEEE International Conference on Unmanned Systems, ICUS 2023
编辑Rong Song
出版商Institute of Electrical and Electronics Engineers Inc.
页1421-1426
页数6
ISBN(电子版)9798350316308
DOI
出版状态已出版 - 2023
活动2023 IEEE International Conference on Unmanned Systems, ICUS 2023 - Hefei, 中国
期限: 13 10月 2023 → 15 10月 2023

丛书

姓名Proceedings of 2023 IEEE International Conference on Unmanned Systems, ICUS 2023

会议

会议2023 IEEE International Conference on Unmanned Systems, ICUS 2023
国家/地区中国
市Hefei
时期13/10/23 → 15/10/23

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