为集成传感和通信提供双重约束波形优化
Zhitong Ni1, Andrew Jian Zhang1, Ren-Ping Liu1
1School of Electrical and Data Engineering, University of Technology, Sydney, NSW 2007, Australia.
Sensors (Basel, Switzerland)
|July 14, 2023
概括
这项研究优化了集成传感和通信 (ISAC) 波形,使用相互信息和总比率约束. 新的方法解决了NP难题,使雷达和通信系统具有灵活的性能.
科学领域:
- 电气工程 电气工程
- 信号处理 信号处理
- 无线通信无线通信
背景情况:
- 综合传感和通信 (ISAC) 系统提供双重功能,但需要谨慎的波形设计.
- 现有的ISAC波形优化通常集中在单个指标上,限制了性能灵活性.
- 在约束条件下同时优化传感和通信指标对于先进的ISAC应用程序至关重要.
研究的目的:
- 调查ISAC系统的值受约束的联合波形优化.
- 为了同时优化传感 (相互信息) 和通信 (总比率) 性能.
- 在ISAC中开发新的技术来解决复杂的NP难度优化问题.
主要方法:
- 提出了三个不同的优化问题:雷达受约束,通信受约束和联合ISAC受约束.
- 开发了新的梯度下降方法,用于仅限雷达和仅限通信的问题.
- 将非凸接头ISAC优化问题转换为凸接头ISAC优化问题,以有效解决问题.
主要成果:
- 在同时传感和通信限制下,成功优化了ISAC波形.
- 证明了拟议的优化技术的灵活性和有效性.
- 通过全面的数值和模拟结果验证了拟议的解决方案.
结论:
- 开发的受值约束的联合波形优化为ISAC系统提供了显著的灵活性.
- 新的优化技术有效地解决了ISAC波形设计的NP-hard性质.
- 提出的方法为提高ISAC在实际应用中的性能提供了一种可行的方法.
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