Dai Yizhan, Chen Xiao, Yang Xingqi, Tong Zhijian, Du Zihao, Lyu Weichao, Zhang Chao, Zhang Hao, Zou Haiwu, Cheng Yongxin, Ma Dongfang, Zhao Jian, Zhang Zejun, Xu Jing
Opt Express. 2021 Sep 27;29(20):32228-32243. doi: 10.1364/OE.440220.
Linear and nonlinear impairments in underwater wireless optical communication (UWOC) systems caused by the limited bandwidth and nonlinearity of devices severely degrade the system performance. In this paper, we propose a sparse Volterra series model-based nonlinear post equalizer with greedy algorithms to mitigate the nonlinear impairments and the inter-symbol interference (ISI) in a UWOC system. A variable step size generalized orthogonal matching pursuit (VSgOMP) algorithm that combines generalized orthogonal matching pursuit (gOMP) and adaptive step size method is proposed and employed to compress the Volterra equalizer with low computational cost. A maximum data rate of 500 Mbps is realized with the received optical power of -32.5 dBm in a 7-m water tank. In a 50-m swimming pool, a data rate of 500 Mbps over 200-m underwater transmission is achieved with a BER lower than the forward error correction (FEC) threshold of 3.8 × 10. The number of kernels of the sparse Volterra equalizer is reduced to 70% of that of the traditional Volterra equalizer without significant BER performance degradation. Compared with orthogonal matching pursuit (OMP) scheme and regularized orthogonal match pursuit (ROMP) scheme, the VSgOMP scheme reduces the running time by 68.6% and 29.2%, respectively. To the best of our knowledge, this is the first time that a sparse Volterra equalizer combined with VSgOMP algorithm is employed for the nonlinear equalization in a long-distance high-speed UWOC system.
水下无线光通信(UWOC)系统中,由于设备带宽有限和非线性导致的线性和非线性损伤严重降低了系统性能。在本文中,我们提出了一种基于稀疏沃尔泰拉级数模型的非线性后均衡器,并结合贪婪算法来减轻UWOC系统中的非线性损伤和符号间干扰(ISI)。提出并采用了一种结合广义正交匹配追踪(gOMP)和自适应步长方法的可变步长广义正交匹配追踪(VSgOMP)算法,以低计算成本压缩沃尔泰拉均衡器。在一个7米深的水箱中,接收光功率为-32.5 dBm时实现了500 Mbps的最大数据速率。在一个50米长的游泳池中,在200米的水下传输中实现了500 Mbps的数据速率,误码率低于前向纠错(FEC)阈值3.8×10。稀疏沃尔泰拉均衡器的核数减少到传统沃尔泰拉均衡器的70%,而误码率性能没有明显下降。与正交匹配追踪(OMP)方案和正则化正交匹配追踪(ROMP)方案相比,VSgOMP方案的运行时间分别减少了68.6%和29.2%。据我们所知,这是首次将结合VSgOMP算法的稀疏沃尔泰拉均衡器用于长距离高速UWOC系统的非线性均衡。