多重信号分选(MUltiple SIgnal Classification,MUSIC)算法是波达方向(Direction-Of-Arrival,DOA)估计的最重要算法之一,但庞大的计算量使其工程实用性大打折扣。为降低MUSIC的计算量,该文基于子空间旋转(Subspace Rotation Technique,S...多重信号分选(MUltiple SIgnal Classification,MUSIC)算法是波达方向(Direction-Of-Arrival,DOA)估计的最重要算法之一,但庞大的计算量使其工程实用性大打折扣。为降低MUSIC的计算量,该文基于子空间旋转(Subspace Rotation Technique,SRT)变换思想提出了一种高效改进算法,即SRT-MUSIC算法。SRT-MUSIC利用秩亏特性对噪声子空间矩阵按行分块并以旋转变换得到降维噪声子空间,进而基于该降维噪声子空间与导向矢量的正交性构造空间谱估计信号DOA。理论分析表明:SRT-MUSIC能有效避免空间谱搜索中的冗余运算,从而成倍降低算法的计算量。对于大阵元、少信号情况,所提算法计算效率优势更为明显。仿真实验证明了SRT-MUSIC的有效性和高效性。展开更多
Two efficient and low complexity multiuser scheduling algorithms are proposed for the uplink multi- ple-input multiple-output systems in this paper. Conventionally, the exhaustive search algorithm （ESA） can give the...Two efficient and low complexity multiuser scheduling algorithms are proposed for the uplink multi- ple-input multiple-output systems in this paper. Conventionally, the exhaustive search algorithm （ESA） can give the optimal performance; however, it is complexity prohibitive for practical implementation. Aiming at re- ducing the complexity while keeping the achievable sum rate performance, two heuristic algorithms are proposed for the multiuser scheduling problems： the improved genetic algorithm and simplified norm-based greedy algo- rithm. Moreover, we also consider the heterogeneity scenario where a modified grouping-based user selection al- gorithm is given to guarantee the user＇ s fairness. Specifically, the asymptotic behavior of the norm-based greed- y algorithm is given when each user is equipped with one antenna. Numerical examples demonstrate the superi- ority of our proposed schedulin~ and ~rouoin~ algorithms.展开更多
To improve the spectrum efficiency, this paper considers the multiuser detection with the MU-MIMO technology for multiuser MIMO-OFDM system uplink with the same subcarrier shared by multiple users. A low complexity mu...To improve the spectrum efficiency, this paper considers the multiuser detection with the MU-MIMO technology for multiuser MIMO-OFDM system uplink with the same subcarrier shared by multiple users. A low complexity multiuser detection algorithm with recursively successive zero-forcing and successive interference cancellation(RSZF-SIC) based on nullspace is proposed. The RSZF process based on the block diagonalization(BD) technique eliminates the co-channel interference(CCI) by a recursive method based on the nullspace orthogonal theorem. The SIC process detects the user signals respectively with the reasonable user detection sequence based on the results of the RSZF process. The computational complexity of the proposed algorithm is effectively reduced by reducing the total number of singular value decomposition(SVD) operations and the dimension of the SVD matrix in the recursive procedure. The performance of the proposed algorithm is improved in terms of bit error rate and sum capacity of the system, especially in the highSNR regime.展开更多
文摘多重信号分选(MUltiple SIgnal Classification,MUSIC)算法是波达方向(Direction-Of-Arrival,DOA)估计的最重要算法之一,但庞大的计算量使其工程实用性大打折扣。为降低MUSIC的计算量,该文基于子空间旋转(Subspace Rotation Technique,SRT)变换思想提出了一种高效改进算法,即SRT-MUSIC算法。SRT-MUSIC利用秩亏特性对噪声子空间矩阵按行分块并以旋转变换得到降维噪声子空间,进而基于该降维噪声子空间与导向矢量的正交性构造空间谱估计信号DOA。理论分析表明:SRT-MUSIC能有效避免空间谱搜索中的冗余运算,从而成倍降低算法的计算量。对于大阵元、少信号情况,所提算法计算效率优势更为明显。仿真实验证明了SRT-MUSIC的有效性和高效性。
基金Sponsored by the Technology Specific Project(Grant No. 2010ZX03002-003-01)
文摘Two efficient and low complexity multiuser scheduling algorithms are proposed for the uplink multi- ple-input multiple-output systems in this paper. Conventionally, the exhaustive search algorithm （ESA） can give the optimal performance; however, it is complexity prohibitive for practical implementation. Aiming at re- ducing the complexity while keeping the achievable sum rate performance, two heuristic algorithms are proposed for the multiuser scheduling problems： the improved genetic algorithm and simplified norm-based greedy algo- rithm. Moreover, we also consider the heterogeneity scenario where a modified grouping-based user selection al- gorithm is given to guarantee the user＇ s fairness. Specifically, the asymptotic behavior of the norm-based greed- y algorithm is given when each user is equipped with one antenna. Numerical examples demonstrate the superi- ority of our proposed schedulin~ and ~rouoin~ algorithms.
基金supported by the Fundamental Research Funds for the Central Universities (Grant No. HIT. NSRIF. 201149)Postdoctoral Science-Research Foundation of Heilongjiang (Grant No. LBH-Q11108)the National Natural Science Foundation of China (61071104)
文摘To improve the spectrum efficiency, this paper considers the multiuser detection with the MU-MIMO technology for multiuser MIMO-OFDM system uplink with the same subcarrier shared by multiple users. A low complexity multiuser detection algorithm with recursively successive zero-forcing and successive interference cancellation(RSZF-SIC) based on nullspace is proposed. The RSZF process based on the block diagonalization(BD) technique eliminates the co-channel interference(CCI) by a recursive method based on the nullspace orthogonal theorem. The SIC process detects the user signals respectively with the reasonable user detection sequence based on the results of the RSZF process. The computational complexity of the proposed algorithm is effectively reduced by reducing the total number of singular value decomposition(SVD) operations and the dimension of the SVD matrix in the recursive procedure. The performance of the proposed algorithm is improved in terms of bit error rate and sum capacity of the system, especially in the highSNR regime.
