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基于K均值聚类的多维量化的频谱高效光纤无线数字化系统。

Spectrally efficient digitized radio-over-fiber system with k-means clustering-based multidimensional quantization.

作者信息

Zhang Lu, Pang Xiaodan, Ozolins Oskars, Udalcovs Aleksejs, Popov Sergei, Xiao Shilin, Hu Weisheng, Chen Jiajia

出版信息

Opt Lett. 2018 Apr 1;43(7):1546-1549. doi: 10.1364/OL.43.001546.

Abstract

We propose a spectrally efficient digitized radio-over-fiber (D-RoF) system by grouping highly correlated neighboring samples of the analog signals into multidimensional vectors, where the k-means clustering algorithm is adopted for adaptive quantization. A 30  Gbit/s D-RoF system is experimentally demonstrated to validate the proposed scheme, reporting a carrier aggregation of up to 40 100 MHz orthogonal frequency division multiplexing (OFDM) channels with quadrate amplitude modulation (QAM) order of 4 and an aggregation of 10 100 MHz OFDM channels with a QAM order of 16384. The equivalent common public radio interface rates from 37 to 150  Gbit/s are supported. Besides, the error vector magnitude (EVM) of 8% is achieved with the number of quantization bits of 4, and the EVM can be further reduced to 1% by increasing the number of quantization bits to 7. Compared with conventional pulse coding modulation-based D-RoF systems, the proposed D-RoF system improves the signal-to-noise-ratio up to ∼9  dB and greatly reduces the EVM, given the same number of quantization bits.

摘要

我们通过将模拟信号中高度相关的相邻样本分组为多维向量,提出了一种频谱高效的光纤无线(D-RoF)数字化系统,其中采用k均值聚类算法进行自适应量化。通过实验验证了一个30 Gbit/s的D-RoF系统,该系统实现了高达40个100 MHz正交频分复用(OFDM)信道的载波聚合,采用4阶正交幅度调制(QAM),以及10个100 MHz OFDM信道的聚合,采用16384阶QAM。支持37至150 Gbit/s的等效通用公共无线接口速率。此外,在量化比特数为4时,误码向量幅度(EVM)达到8%,通过将量化比特数增加到7,EVM可进一步降低到1%。与传统的基于脉冲编码调制的D-RoF系统相比,在相同量化比特数的情况下,所提出的D-RoF系统将信噪比提高了约9 dB,并大大降低了EVM。

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