Robust Linear Transceiver Design for Parameter Tracking in IoT Networks

M. Ahmed, Kunwar Pritiraj Rajput, A. Jagannatham
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Abstract

This work develops a robust linear joint transceiver design framework toward tracking a time varying parameter in a multi-sensor network considering channel state information (CSI) uncertainty. To begin with, an optimal parameter tracking framework is developed for a scenario with perfect CSI. This is followed by formulation of the per slot average mean square error (MSE) optimization problem subject to individual sensor power constraints considering stochastic CSI uncertainty. Next, a fast block coordinate descent (BCD) based robust transceiver design is developed that minimizes the average MSE in each slot. Simulation results demonstrate the performance of the proposed scheme and also show the improvement against the existing schemes in the literature that ignore the CSI uncertainty.
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物联网网络中参数跟踪的鲁棒线性收发器设计
本研究开发了一种鲁棒线性联合收发器设计框架,用于在考虑信道状态信息(CSI)不确定性的多传感器网络中跟踪时变参数。首先,针对具有完美CSI的场景,开发了最优参数跟踪框架。然后,在考虑随机CSI不确定性的单个传感器功率约束下,提出了每槽平均均方误差(MSE)优化问题。其次,开发了基于快速块坐标下降(BCD)的鲁棒收发器设计,以最小化每个时隙的平均MSE。仿真结果证明了所提方案的性能,并且与文献中忽略CSI不确定性的现有方案相比有了改进。
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