Iteration Based Analysis of Straggling Channel Decoders for Network Function Virtualization
Document Type
Conference Proceeding
Publication Date
1-1-2021
Abstract
We consider the uplink of a cloud radio access network, in which baseband functionality is offloaded to the off-the-shelf servers in the cloud via network function virtualization (NFV). Specifically, we consider channel decoding of iteratively decodable channel codes as an important time-critical baseband operation. It has been shown that by reencoding the received channel codewords at the cloud with a linear NFV code, the impact of straggling decoders can be reduced. In our previous work the channel decoding operation at each server, after some probabilistic processing delay, was assumed to have converged to a codeword with only negligible probability of error. In contrast, in this work we leverage the fact that for iterative decoding we can trade-off latency versus decoding error by considering intermediate decoding results, i.e., after each decoder iteration. We derive an expression for the frame unavailability probability as a function of the decoding latency and thus of the number of completed iterations at all decoders. We show that for LDPC codes the latency is significantly reduced if we combine intermediate codeword estimates of the decoders at each iteration.
Identifier
85123410893 (Scopus)
ISBN
[9781665409438]
Publication Title
2021 11th International Symposium on Topics in Coding Istc 2021
External Full Text Location
https://doi.org/10.1109/ISTC49272.2021.9594134
Grant
CNS-1526547
Fund Ref
National Science Foundation
Recommended Citation
Naderzadeh, Yashar and Kliewer, Jorg, "Iteration Based Analysis of Straggling Channel Decoders for Network Function Virtualization" (2021). Faculty Publications. 4438.
https://digitalcommons.njit.edu/fac_pubs/4438