Modular Arithmetic Erasure Channels and Their Multilevel Channel Polarization
arXiv:1804.09016 · doi:10.1109/TIT.2020.2996977
Abstract
This study proposes \emph{modular arithmetic erasure channels} (MAECs), a novel class of erasure-like channels with an input alphabet that need not be binary. This class contains the binary erasure channel (BEC) and some other known erasure-like channels as special cases. For MAECs, we provide recursive formulas of Arıkan-like polar transform to simulate channel polarization. In other words, we show that the synthetic channels of MAECs are equivalent to other MAECs. This is a generalization of well-known recursive formulas of the polar transform for BECs. Using our recursive formulas, we also show that a recursive application of the polar transform for MAECs results in \emph{multilevel channel polarization,} which is an asymptotic phenomenon that is characteristic of non-binary polar codes. Specifically, we establish a method to calculate the limiting proportions of the partially noiseless and noisy channels that are generated as a result of multilevel channel polarization for MAECs. In the particular case of MAECs, this calculation method solves an open problem posed by Nasser (2017) in the study of non-binary polar codes.
arXiv comment42 pages, 4 figures, 1 table, accepted by IEEE Transactions on Information Theory on April 2020
References in corpus (9)
- Channel polarization: A method for constructing capacity-achieving codes for symmetric binary-input memoryless channels
- Ergodic Theory Meets Polarization. I: An Ergodic Theory for Binary Operations
- Ergodic Theory Meets Polarization. II: A Foundation of Polarization Theory
- On the Correlation Between Polarized BECs
- Entropies of weighted sums in cyclic groups and an application to polar codes
- A Generalized Erasure Channel in the Sense of Polarization for Binary Erasure Channels
- Fourier Analysis of MAC Polarization
- Asymptotic Distribution of Multilevel Channel Polarization for a Certain Class of Erasure Channels
- Countably Infinite Multilevel Source Polarization for Non-Stationary Erasure Distributions