基于噪声DDPG的无人机ISAC系统资源公平分配

IF 0.8 4区 工程技术 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC
Zhaowei Wang, Weimin Jia, Jianwei Zhao, Wei Jin, Ye Yu
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引用次数: 0

摘要

集成传感与通信(ISAC)被认为是6G网络的关键技术之一。在这封信中,我们提出了一种针对无人机(UAV)通信网络的公平资源分配方法,其中无人机配备ISAC设备,为多个用户和目标服务。为了实现公平通信和感知,将资源分配问题表述为在总功率约束下公平性指标最大化,这是一个典型的非凸优化问题。然后,我们提出了改进的噪声DDPG方法来推导功率分配。最后,通过与基准测试的对比,验证了所提方法的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Fair Resource Allocation With Noise DDPG for UAV Enabled ISAC Systems

Fair Resource Allocation With Noise DDPG for UAV Enabled ISAC Systems

Integrated sensing and communication (ISAC) is considered one of the key technologies for the 6G network. In this letter, we propose a fair resource allocation method for the unmanned aerial vehicle (UAV) enabled communication network, where UAV are equipped with ISAC equipment to serve multiple users and targets. In order to achieve both fair communications and sensing, the resource allocation problem is formulated as maximizing the fairness index under the total power constraint, which is a typical non-convex optimization problem. Then, we propose the modified noise DDPG method to derive the power allocation. Finally, the simulation results verify the effectiveness of the proposed method compared with the benchmarks.

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来源期刊
Electronics Letters
Electronics Letters 工程技术-工程:电子与电气
CiteScore
2.70
自引率
0.00%
发文量
268
审稿时长
3.6 months
期刊介绍: Electronics Letters is an internationally renowned peer-reviewed rapid-communication journal that publishes short original research papers every two weeks. Its broad and interdisciplinary scope covers the latest developments in all electronic engineering related fields including communication, biomedical, optical and device technologies. Electronics Letters also provides further insight into some of the latest developments through special features and interviews. Scope As a journal at the forefront of its field, Electronics Letters publishes papers covering all themes of electronic and electrical engineering. The major themes of the journal are listed below. Antennas and Propagation Biomedical and Bioinspired Technologies, Signal Processing and Applications Control Engineering Electromagnetism: Theory, Materials and Devices Electronic Circuits and Systems Image, Video and Vision Processing and Applications Information, Computing and Communications Instrumentation and Measurement Microwave Technology Optical Communications Photonics and Opto-Electronics Power Electronics, Energy and Sustainability Radar, Sonar and Navigation Semiconductor Technology Signal Processing MIMO
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