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Bubble-Wave-Mitigation Algorithm and Transformer-Based Neural Network Demodulator for Water-Air Optical Camera Communications

Li, Maolin; Ling, Peng; Wen, Shangsheng*; Chen, Xiandong; Wen, Fei
Science Citation Index Expanded
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摘要

Optical camera communication (OCC) has been widely employed in various applications as a flexible and cost-effective means of communication both on land and underwater. However, the performance of the OCC system through the water-air interface has not been thoroughly investigated. In this article, we explore the performance of the OCC system in a water-air environment and propose a bubble-wave-mitigation algorithm to pre-process the captured frames of received video. Moreover, we propose a transformer-based neural network to demodulate the transmitted signal, mitigating the deterioration in transmission performance caused by inter-symbol interference (ISI). The experimental results demonstrate that a robust transmission can be achieved in the water-air environment by applying our proposed algorithms and neural network demodulator.

关键词

Water-air optical camera communications waves bubbles rolling shutter effect (RSE) RGB-LED underwater optical camera communication (UOCC) deep neural network