演示:基于机器学习的任意调幅可见光通信系统

T. Sethuraman, Susan Elias, A. Ashok
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引用次数: 0

摘要

可见光通信(VLC)工作在太赫兹波段,理论上能够达到太比特/秒的数据传输速度。然而,传统的VLC在数据速率和通信范围上受到很大的限制。VLC中调制的一种常用方法是使用开关键控(OOK),其中二进制位1映射到光发射器的高或开状态,位0映射到低或关状态。虽然已经有一些方法可以通过其他调制方案,如色移键控(CSK)、频移键控(FSK)和正交频分复用(OFDM)来提高频谱效率,但仍然需要将光源的强度映射到高和低状态。在这项工作中,我们探索了一种使用多级或M-ary调幅来编码VLC中的符号的新方法。我们展示了一种技术,利用VLC通道状态的机器学习来改善led -光电二极管VLC系统中M-ary信号的解调。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Demo: A Machine Learning based M-ary Amplitude Modulated Visible Light Communication System
Visible Light Communication (VLC), which operates in the Terahertz band, is theoretically capable of terabits/second data speeds. However, traditional state-of-the-art VLC has largely been limited in the data rates and communication range. A common approach to modulation in VLC is the use of ON-OFF Keying (OOK), where a binary bit 1 is mapped to a high or ON state of the light emitter and bit 0 to a low or OFF state. While there have been approaches to improve the spectral efficiency through other modulation schemes such as color-shift-keying (CSK), frequency-shift-keying (FSK) and orthogonal frequency division multiplexing (OFDM), the fundamental mapping of intensity of light emitters to high and low states is still required. In this work, we explore a novel approach for using multi-level or M-ary amplitude modulation to encode symbols in VLC. We demonstrate a technique that uses machine learning of the VLC channel state to improve demodulation of M-ary signals in a LED-Photodiode VLC system.
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