Belief Propagation Based Multihead Multitrack Detection over Conventional and Bit-Patterned Media Storage Systems

Jun Hu, T. Duman, E. Kurtas, M. F. Erden
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引用次数: 2

Abstract

We propose a low complexity detection technique for multihead multitrack recording systems. By exploiting the sparseness of the two dimensional (2-D) partial response channel, we start with the development of an algorithm which performs belief propagation (BP) over the corresponding factor graph. We consider the BP-based detector not only for the partial response channel, but also for the more practical conventional media and bit-patterned media storage systems, with and without media noise. Compared to the maximum likelihood detector which has a prohibitively high complexity that is exponential with both the number of tracks and the number of ISI taps, the proposed detector has a much lower complexity and a fast parallel structure which come at a small performance penalty.
基于信念传播的传统和位模式媒体存储系统多头多道检测
提出了一种适用于多磁头多道记录系统的低复杂度检测技术。通过利用二维部分响应通道的稀疏性,我们首先开发了一种算法,该算法在相应的因子图上执行信念传播(BP)。我们认为基于bp的检测器不仅适用于部分响应通道,而且适用于更实用的传统媒体和位模式媒体存储系统,无论是否有媒体噪声。与最大似然检测器相比,最大似然检测器具有高得令人望而却步的复杂性(与轨道数量和ISI抽头数量呈指数关系),所提出的检测器具有低得多的复杂性和快速并行结构,并且性能损失很小。
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