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Partial Response and Noise Predictive Maximum Likelihood (PRML/NPML) Equalization and Detection for High Speed Serial Link Systems

机译:部分响应和噪声预测最大可能性(PRML / NPML)均衡和检测高速串行链路系统

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In this paper, we explore advanced equalization and detection methods for lossy channels and a noisy environment for high speed serial link systems. The use of digital signal processing (DSP) with multi-level encoding allows the consideration of advanced DSP equalization and detection techniques. Partial response maximum likelihood (PRML) equalization and detection is explored as a potential advanced solution to address these challenges within the context of a DSP based receiver architecture. We examine the efficacy of PRML for non-return to zero (NRZ) two level modulation (PAM2) and 4 level (PAM4) modulation and relate the performance to present day state of the art equalization and detection architectures employed in serial links. We also examine the performance with noise predictive maximum likelihood (NPML) detection which can be considered a generalized PRML architecture. Performance analysis and comparisons are made both prior to forward error correction (FEC) coding and after the use of FEC coding.
机译:在本文中,我们探讨了高速串行链路系统的有损通道的高级均衡和检测方法,以及高速串行链路系统的嘈杂环境。使用多级编码的数字信号处理(DSP)允许考虑高级DSP均衡和检测技术。部分响应最大可能性(PRML)均衡和检测被探索为潜在的高级解决方案,以解决基于DSP的接收器架构的上下文中的这些挑战。我们检查PRML以非返回到零(NRZ)两个级别调制(PAM2)和4级(PAM4)调制的功效,并将性能与串行链路中使用的艺术均衡和检测架构相关的性能。我们还通过噪声预测最大可能性(NPML)检测来检查性能,可以被认为是广义的PRML架构。在转发纠错(FEC)编码之前以及使用FEC编码之后,进行性能分析和比较。

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