Iterative MAP channel estimation and multiuser detection for DS-CDMA in frequency-selective fading channels

Solomon Wu, U. Mitra, C.-C. Jay Kuo
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引用次数: 1

Abstract

A joint channel estimation and symbol detection scheme is proposed for asynchronous code-division multiple-access systems over multipath fading channels. A low-complexity Kalman-like filter is developed for blind channel tracking using the recursive expectation maximization (EM) algorithm and the maximum a posteriori probability (MAP) symbol detection method. The recursive EM algorithm yields channel estimates with discrete valued phase ambiguities. By exploiting the statistical properties of the EM-based blind estimators as well as the robustness of noncoherent MAP detection to phase errors, a method to resolve the phase ambiguity problem even in the presence of a deep fading environment is proposed. Based on the proposed blind channel estimator and phase corrector, an iterative structure is introduced for joint channel estimation, symbol detection and soft multiple access interference cancellation.
频率选择衰落信道中DS-CDMA的迭代MAP信道估计和多用户检测
针对多径衰落信道下的异步码分多址系统,提出了一种联合信道估计和符号检测方案。采用递推期望最大化(EM)算法和最大后验概率(MAP)符号检测方法,开发了一种低复杂度的类卡尔曼滤波器,用于盲信道跟踪。递归EM算法产生具有离散相位模糊值的信道估计。利用基于em的盲估计的统计特性和非相干MAP检测对相位误差的鲁棒性,提出了一种在深度衰落环境下解决相位模糊问题的方法。在盲信道估计器和相位校正器的基础上,提出了一种联合信道估计、符号检测和软多址干扰消除的迭代结构。
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