EMF-Aware Probabilistic Shaping Design for Hardware-Distorted Communication Systems

Sidrah Javed, A. Elzanaty, Osama Amin, Mohamed-Slim Alouini, B. Shihada
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引用次数: 3

Abstract

The fifth-generation cellular network requires dense installation of radio base stations (BS) to support the ever-increasing demands of high throughput and coverage. The ongoing deployment has triggered some health concerns among the community. To address this uncertainty, we propose an EMF-aware probabilistic shaping design for hardware-distorted communication systems. The proposed scheme aims to minimize human exposure to radio frequency (RF) radiations while achieving the target throughput using probabilistic shaping. The joint optimization of the transmit power and nonuniform symbol probabilities is a non–convex optimization problem. Therefore, we employ alternate optimization and successive convex approximation to solve the subsequent problems. Our findings reveal a significant reduction in the users’ exposure to EMF while achieving the requisite quality of service with the help of probabilistic shaping in a hardware-distorted communication system.
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硬件失真通信系统的电磁感知概率整形设计
第五代蜂窝网络需要密集安装无线基站(BS),以支持不断增长的高吞吐量和覆盖需求。正在进行的部署在社区中引发了一些健康问题。为了解决这种不确定性,我们提出了一种针对硬件失真通信系统的电磁感知概率整形设计。提出的方案旨在最大限度地减少人体暴露于射频(RF)辐射,同时使用概率整形实现目标吞吐量。发射功率和非均匀符号概率的联合优化是一个非凸优化问题。因此,我们采用交替优化和连续凸逼近来解决后续问题。我们的研究结果显示,在硬件失真通信系统中,借助概率整形实现必要的服务质量的同时,显著减少了用户对EMF的暴露。
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