Search Results - Zhao-Rui Zhu
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Model-Aware End-to-End Learning for SISO Optical Wireless Communication Over Poisson Channel
Published 2020-01-01Get full textFaced with the challenge of transceiver design over the Poisson channel, we leverage the deep-learning technique and devise two novel end-to-end learning schemes to fulfill the design task in this paper. One of the schemes accords with the basic principle of the currently available autoencoder (AE)...
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Autoencoder-Based Transceiver Design for OWC Systems in Log-Normal Fading Channel
Published 2019-01-01Get full textIn this paper, we construct the autoencoder (AE) for optical wireless communication (OWC) systems with non-negativity and peak power constraints, which provides effective transceiver design in log-normal channel. We consider the cases where perfect channel state information (CSI) or noisy CSI can be...
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A Transceiver Design Based on an Autoencoder Network for Multi-Color VLC Systems
Published 2020-01-01Get full textWe propose a transceiver design method based on an autoencoder (AE) network for multi-color visible light communication (VLC) systems. Taking into account the chromaticity constraint described by MacAdam ellipses and the peak-value constraint of transmitted signals, the proposed AE network utilizes...
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