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Visible Light Communications: 170 Mb/s Using an Artificial Neural Network Equalizer in a Low Bandwidth White Light Configuration

机译:可见光通信:在低带宽白光配置下使用人工神经网络均衡器达到170 Mb / s

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摘要

In this paper, we experimentally demonstrate for the first time an on off keying modulated visible light communications system achieving 170 Mb/s using an artificial neural network (ANN) based equalizer. Adaptive decision feedback (DF) and linear equalizers are also implemented and the system performances are measured using both real time (TI TMS320C6713 digital signal processing board) and offline (MATLAB) implementation of the equalizers. The performance of each equalizer is analyzed in this paper using a low bandwidth (4.5 MHz) light emitting diode (LED) as the transmitter and a large bandwidth (150 MHz) PIN photodetector as the receiver. The achievable data rates using the white spectrum are 170, 90, 40 and 20 Mb/s for ANN, DF, linear and unequalized topologies, respectively. Using a blue filter to isolate the fast blue component of the LED (at the cost of the power contribution of the yellowish wavelengths) is a popular method of improving the data rate. We further demonstrate that it is possible to sustain higher data rates from the white light with ANN equalization than the blue component due to the high signal-to-noise ratio that is obtained from retaining the yellowish wavelengths. Using the blue component we could achieve data rates of 150, 130, 90 and 70 Mb/s for the same equalizers, respectively.
机译:在本文中,我们首次通过实验演示了使用基于人工神经网络(ANN)的均衡器实现170 Mb / s的开关键控可见光通信系统。还实现了自适应判决反馈(DF)和线性均衡器,并且使用均衡器的实时(TI TMS320C6713数字信号处理板)和离线(MATLAB)实施来测量系统性能。本文使用低带宽(4.5 MHz)发光二极管(LED)作为发送器和大带宽(150 MHz)PIN光电检测器作为接收器来分析每个均衡器的性能。对于ANN,DF,线性和不合格拓扑,使用白色频谱可获得的数据速率分别为170、90、40和20 Mb / s。使用蓝色滤光片隔离LED的快速蓝色成分(以淡黄色波长的功率贡献为代价)是提高数据速率的一种流行方法。我们进一步证明,由于通过保留黄色波长而获得的高信噪比,在具有ANN均衡的白光下,与蓝色分量相比,可以维持更高的数据速率。使用蓝色分量,对于相同的均衡器,我们可以分别实现150、130、90和70 Mb / s的数据速率。

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