Compressed Sensing based Detection Schemes for Differential Spatial Modulation in Visible Light Communication Systems

Zichun Shi, Pu Miao, Peng Chen, Lei Xue, Li-Yang Zheng, Laiyuan Wang, Gaojie Chen
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Abstract

Differential spatial modulation (DSM) exploits the time dimension to facilitate the differential modulation, which can perfectly avoid the challenge in acquiring of heavily entangled channel state information of visible light communication (VLC) system. However, it has huge search space and high complexity for large number of transmitters. In this paper, a novel vector correction (VC)-based orthogonal matching pursuit (OMP) detection algorithm is proposed to reduce the complexity, which exploits the sparsity and relativity of all transmitters, and then employs a novel correction criterion by correcting the index vectors of the error estimation for improving the demodulation performance. To overcome the local optimum dilemma in the atoms searching, an OMP-assisted genetic algorithm is also proposed to further improve the bit error rate (BER) performance of the VLC-DSM system. Simulation results demonstrate that the proposed schemes can significantly reduce the computational complexity at least by 62.5% while achieving an excellent BER performance as compared with traditional maximum likelihood based receiver.
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可见光通信系统中基于压缩传感的差分空间调制检测方案
差分空间调制(DSM)利用时间维度进行差分调制,可以完美地避免可见光通信(VLC)系统中获取重纠缠信道状态信息的难题。然而,它的搜索空间巨大,对于大量发射机而言复杂度较高。本文提出了一种新颖的基于向量校正(VC)的正交匹配追求(OMP)检测算法来降低复杂度,该算法利用了所有发射机的稀疏性和相对性,然后通过校正误差估计的索引向量来采用一种新颖的校正准则,以提高解调性能。为了克服原子搜索中的局部最优困境,还提出了一种 OMP 辅助遗传算法,以进一步提高 VLC-DSM 系统的误码率(BER)性能。仿真结果表明,与传统的基于最大似然法的接收器相比,所提出的方案可以显著降低计算复杂度至少 62.5%,同时获得出色的误码率性能。
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