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Multi-UAV Enabled Sensing: Cramér-Rao Bound Optimization

  • Southern University of Science and Technology

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

The unmanned aerial vehicles (UAV) is envisioned as a promising aerial facility for providing advanced communication services as well as sensing functionalities in next-generation wireless system. This paper considers a multi-UAV based integrated sensing and communications (ISAC) system, where multiple UAVs transmit ISAC signals to a unknown moving ground user (GU) for dynamic tracking in presence of an ISAC-base station (BS). In particular, we first harness the extended Kalman filtering (EKF) method for predicting and tracking the motion parameters of GU at each time slot, which relies on the range measurements extracted from the echoes at the ISAC-BS. Next, we formulate an optimization problem for multi-UAV real-time trajectories design that aims to optimize the derived Cramér-Rao bound (CRB). To address the resultant non-convex problem, we develop an efficient iterative algorithm to obtain a near optimal solution by utilizing the successive convex approximate (SCA) technique. Our numerical simulations illustrate that our proposed algorithm can track the GU accurately and achieve compelling sensing performance.

源语言英语
主期刊名2023 IEEE International Conference on Communications Workshops
主期刊副标题Sustainable Communications for Renaissance, ICC Workshops 2023
出版商Institute of Electrical and Electronics Engineers Inc.
925-930
页数6
ISBN(电子版)9798350333077
DOI
出版状态已出版 - 2023
活动2023 IEEE International Conference on Communications Workshops, ICC Workshops 2023 - Rome, 意大利
期限: 28 5月 20231 6月 2023

出版系列

姓名2023 IEEE International Conference on Communications Workshops: Sustainable Communications for Renaissance, ICC Workshops 2023

会议

会议2023 IEEE International Conference on Communications Workshops, ICC Workshops 2023
国家/地区意大利
Rome
时期28/05/231/06/23

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