2021/08/13 by Hussein A. Ammar, Ammar, Hussein A., Raviraj Adve +7 · 5 citations
Computer Science · Engineering · #Advanced MIMO Systems Optimization #Cooperative Communication and Network Coding #FOS: Computer and information sciences #FOS: Electrical engineering #Information Theory (cs.IT) #Millimeter-Wave Propagation and Modeling #Networking and Internet Architecture (cs.NI) #Performance (cs.PF) #Signal Processing (eess.SP) #Systems and Control (eess.SY) #electronic engineering #information engineering
paper · pdf · doi:10.48550/arxiv.2108.06316
openalex publication_date 2021/08/13 · openalex created_date 2022/07/25 · openalex updated_date 2026/07/28
In this paper, we optimize user scheduling, power allocation and beamforming\nin distributed multiple-input multiple-output (MIMO) networks implementing\nuser-centric clustering. We study both the coherent and non-coherent\ntransmission modes, formulating a weighted sum rate maximization problem for\neach; finding the optimal solution to these problems is known to be NP-hard. We\nuse tools from fractional programming, block coordinate descent, and\ncompressive sensing to construct an algorithm that optimizes the beamforming\nweights and user scheduling and converges in a smooth non-decreasing pattern.\nChannel state information (CSI) being crucial for optimization, we highlight\nthe importance of employing a low-overhead pilot assignment policy for\nscheduling problems. In this regard, we use a variant of hierarchical\nagglomerative clustering, which provides a suboptimal, but feasible, pilot\nassignment scheme; for our cell-free case, we formulate an area-based pilot\nreuse factor. Our results show that our scheme provides large gains in the\nlong-term network sum spectral efficiency compared to benchmark schemes such as\nzero-forcing and conjugate beamforming (with round-robin scheduling)\nrespectively. Furthermore, the results show the superiority of coherent\ntransmission compared to the non-coherent mode under ideal and imperfect CSI\nfor the area-based pilot-reuse factors we consider.\n