Increasing Data Rate through Shaping on Wireless Channels Subject to Mobility and Delay Spread

TL;DR

This paper demonstrates how combining non-equiprobable signaling with LDPC coding and constellation shaping can significantly enhance data rates and error performance in 5G cellular systems, especially at the cell edge.

Contribution

It introduces a novel constellation shaping method integrated with LDPC decoding to improve data rates and error performance in 5G systems.

Findings

Achieved 4 dB gain at BER of 10^{-3} with shaping.

Improved transmission rate by 20% using the proposed method.

Enhanced performance at the cell edge in 5G cellular systems.

Abstract

This letter describes how to improve performance of cellular systems by combining non-equiprobable signaling (shaping) with low-density parity check (LDPC) coding for an orthogonal frequency division multiplexing system. We focus on improving performance at the cell edge, where the 5G standard specifies a suite of LDPC codes with different rates that are applied to 4-QAM. We employ the method of shaping on rings which adds to the transmission rate as it shapes the input distribution. We double the size of the $4$-QAM constellation by introducing a second shell of signal points, and we implement non-equiprobable signaling through a shaping code which selects the high energy shell less frequently than the low energy shell. We describe how to combine coding and shaping by integrating shaping into the calculation of log-likelihood ratios (LLRs) necessary for decoding LDPC codes. We employ rate $1/2$ LDPC coding and select the rate of the shaping code to match that of rate $3/4$ LDPC coding using $4$-QAM. We present simulation results for a representative Veh-A channel showing gains of $4$ dB at a bit error rate (BER) of $10^{-3}$. When we choose an LDPC code from the 5G suite to match the BER performance of rate $1/2$ LDPC coding with shaping we show that transmission rate can be improved by $20 $%.