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An improved time-domain channel estimation using compressive sensing based on wavelet transform multicarrier modulation system

机译:基于小波变换多载波调制系统的压缩感知改进时域信道估计

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Compared with OFDM, wavelet-based multi-carrier modulation system, due to the utilization of wavelet basis to construct the channels, have not only the orthogonal sub-channels but also the orthogonal transmission symbols of each sub-channel, which means it can resist ICI effectively without inserting CP. These characteristics brings great improvement of the system spectrum utilization and makes wavelet-based multi-carrier modulation system get wide attention. But the widespread use of the system is limited by high complexity of its channel estimation technology. In this paper, an improved time-domain channel estimation technique based on compressive sensing is proposed. According to the estimation feature of compressive sensing, pilot symbols are randomly inserted in time-domain, and the number of pilot symbols depends on the channel sparseness. Using the quasi-Toeplitz to construct the observation matrix makes CS channel estimation has better BER performance than traditional method. Furthermore, constructing index set using the received pilot signal and the local pilot by cross-correlation and estimating the number of iterations of the OMP reconstruction algorithm that reduces the number of iterations and the time required for the algorithm under the same reconstruction rate. In general, an improved time-domain CS channel estimation for wavelet transform multi-carrier modulation effectively reduces the system overhead and improves the precision of spectrum utilization, greatly improves the accuracy of channel estimation.
机译:与OFDM相比,基于小波的多载波调制系统由于利用小波基础来构造信道,不仅具有正交子信道,而且每个子信道都有正交的传输符号,这意味着它可以抵抗ICI有效,无需插入CP。这些特性极大地提高了系统频谱利用率,使基于小波的多载波调制系统受到广泛关注。但是该系统的广泛使用受到其信道估计技术的高度复杂性的限制。本文提出了一种基于压缩感知的改进时域信道估计技术。根据压缩感知的估计特征,在时域中随机插入导频符号,并且导频符号的数量取决于信道稀疏度。使用准Toeplitz构造观测矩阵使得CS信道估计比传统方法具有更好的BER性能。此外,通过互相关使用接收到的导频信号和本地导频来构造索引集,并估计OMP重建算法的迭代次数,以减少迭代次数和在相同重建速率下该算法所需的时间。通常,改进的用于小波变换多载波调制的时域CS信道估计有效地减少了系统开销,提高了频谱利用的精度,大大提高了信道估计的准确性。

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