Information Rates of Approximate Message Passing for Bandlimited Direct-Detection Channels

Abstract: The capacity of bandlimited direct-detection channels is difficult to compute or approach because of the receiver nonlinearity. A generalized vector approximate message passing (GVAMP) detector is designed to achieve high rates with reasonable complexity. The rates increase by using multi-level coding and successive interference cancellation. The methods are applied to optical fiber channels with long intersymbol interference, as encountered in practice. Bipolar modulation operates within 0.3 bits per channel use (bpcu) of the real-alphabet coherent capacity for optically-amplified links, improving the best existing gap of 1 bpcu based on theory. Remarkably, bipolar modulation gains 6 decibels (dB) in power efficiency over unipolar modulation, and 3 dB for unamplified links. The detector is robust to changes in channel parameters such as the fiber length. The GVAMP complexity, measured in multiplications per information bit (mpib), is proportional to the number of iterations and the logarithm of the block length, and is substantially less than state-of-the-art neural networks. The receiver requires approximately 38 iterations to achieve a rate of 5 bpcu with 80 mpib.