CDMA多用户检测的PDA方法

Jie Luo, K. Pattipati, P. Willett, F. Hasegawa
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引用次数: 7

摘要

提出了一种用于同步码分多址(CDMA)通信信道上的多用户检测的概率数据关联(PDA)方法。PDA将未决定的用户信号建模为二进制随机变量。通过将用户间干扰近似为高斯噪声,并适当提高协方差矩阵,迭代更新与每个用户信号相关的概率。计算机模拟表明,该系统通常在3-4次迭代内收敛,并且得到的误差概率与最优最大似然检测器的误差概率非常接近。为了显著降低计算成本,还提出了进一步的改进。
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A PDA approach to CDMA multiuser detection
A probabilistic data association (PDA) method is proposed in this paper for multiuser detection over synchronous code division multiple access (CDMA) communication channels. PDA models the undecided user signals as binary random variables. By approximating the interuser interference (IUI) as Gaussian noise with an appropriately elevated covariance matrix, the probability associated with each user signal is iteratively updated. Computer simulations show that the system usually converges within 3-4 iterations, and the resulting probability of error is very close to that of the optimal maximum likelihood (ML) detector. Further modifications are also presented to significantly reduce the computational cost.
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