Predistortion of OFDM signals for VLC systems using phosphor-converted LEDs

M. Laakso, A. Dowhuszko, R. Wichman
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引用次数: 3

Abstract

In Visible Light Communications (VLC) systems, the Light-Emitting Diode (LED) is the dominant source of non-linearity and memory effects, which are originated on phenomena that take place in both the electrical and optical domains. The impact that these LED non-idealities have on the received data symbols becomes even more notable with OFDM waveforms due to their high Peak-to-Average power Ratio (PAPR) of these signals. One simple way to address this problem consists in selecting a suitable Input Back-Off (IBO) value, forcing the LED to work in its linear region. However, such an approach limits the VLC system coverage, as it reduces the dynamic range of the OFDM signal that modulates the intensity of the optical wireless link. To provide a balance between these two conflicting goals, the use of digital predistortion can be considered instead, in order to compensate nonlinear distortion and memory effects that are added in the VLC transmitter. For this purpose, this paper studies the sources of nonlinearity and memory in phosphor-converted (PC)-LEDs in both electrical and optical domains. After that, different approaches are presented to model these effects in the PC-LED, namely the Wiener-Hammerstein, memory polynomial, and Convolutional Neural Network (CNN) models. Finally, the performance of each of these approaches for digital predistortion are experimentally evaluated in a software-defined VLC demonstrator, observing a notable improvement on the Error Vector Magnitude (EVM) when compared to the case in which no compensation is performed in transmission.
使用磷光转换led的VLC系统OFDM信号的预失真
在可见光通信(VLC)系统中,发光二极管(LED)是非线性和记忆效应的主要来源,这些效应源于发生在电和光领域的现象。这些LED非理想性对接收数据符号的影响在OFDM波形中变得更加明显,因为这些信号的峰值平均功率比(PAPR)很高。解决这个问题的一个简单方法是选择一个合适的输入回退(IBO)值,迫使LED在其线性区域工作。然而,这种方法限制了VLC系统的覆盖范围,因为它降低了调制光无线链路强度的OFDM信号的动态范围。为了在这两个相互冲突的目标之间提供平衡,可以考虑使用数字预失真来补偿VLC发射机中添加的非线性失真和记忆效应。为此,本文从电和光两个方面研究了磷光转换(PC)- led的非线性和记忆来源。之后,提出了不同的方法来模拟PC-LED中的这些效应,即Wiener-Hammerstein,记忆多项式和卷积神经网络(CNN)模型。最后,在软件定义的VLC演示器中对每种数字预失真方法的性能进行了实验评估,与在传输中不进行补偿的情况相比,观察到误差矢量幅度(EVM)的显着改善。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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