Abstract | ||
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In this work, we consider transmission over a Cloud Radio Access Network (CRAN) in which the relay nodes (radio units) are constrained to operate without knowledge of the users' codebooks, i.e., are oblivious (nomadic), and only know time- or frequency-sharing protocols. The model is shown in Figure 1. Focusing on a class of discrete memoryless channels in which the relay outputs are independent conditionally on the users' inputs, we establish a single-letter characterization of the capacity region of this class of channels. We show that both relaying à-la Cover-El Gamal [1], i.e., compress-and-forward with joint decompression and decoding, as suggested in [2], are optimal. This is equivalent to noisy notwork coding [3]. For the proof of the converse part, we utilize useful connections with the Chief Executive Officer (CEO) source coding problem under logarithmic loss distortion measure [4]. For memoryless Gaussian channels, we provide a full characterization of the capacity region under Gaussian signaling, i.e., when the users' channel inputs are restricted to be Gaussian. In doing so, we also discuss the suboptimality of separate decompression-decoding and the role of time-sharing. Furthermore, we elaborate on meaningful connections with the problem of distributed information bottleneck problem [5]-[7]. Finally, we evaluate and compare the performance of some oblivious, including the recent scheme [8], and non-oblivious schemes, such as [9] and [10], and cut-set bounds. |
Year | DOI | Venue |
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2018 | 10.1109/ITA.2018.8503144 | 2018 Information Theory and Applications Workshop (ITA) |
Keywords | Field | DocType |
joint decompression,Chief Executive Officer source coding problem,logarithmic loss distortion measure,memoryless Gaussian channels,capacity region,Gaussian signaling,distributed information bottleneck problem,nonoblivious schemes,Cloud Radio Access Network,relay nodes,radio units,frequency-sharing protocols,discrete memoryless channels,relay outputs,single-letter characterization,compress-and-forward,noisy network coding,a-la Cover-El Gamal,decompression-decoding,uplink oblivious cloud radio access networks | Mathematical optimization,Computer science,Source code,Communication channel,Theoretical computer science,Gaussian,Decoding methods,Information bottleneck method,Radio access network,Relay,Telecommunications link | Conference |
ISBN | Citations | PageRank |
978-1-7281-1995-3 | 0 | 0.34 |
References | Authors | |
12 | 4 |
Name | Order | Citations | PageRank |
---|---|---|---|
Abdellatif Zaidi | 1 | 389 | 34.77 |
Inaki Estella Aguerri | 2 | 52 | 9.85 |
Giuseppe Caire | 3 | 9797 | 807.61 |
Shlomo Shamai | 4 | 4531 | 410.89 |