Markov chains and random walks in data communication receivers

J. Craig
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Abstract

In many data communication receivers up/down counters are used as a critical part of the processing to determine whether the symbol timing and/or carrier phase tracking phase-locked loops are in-lock or out-of-lock, and it is necessary to calculate the various probabilities for true and false indications of in-lock or out-of-lock. A random walk along a line (which is viewed as a Markov chain) is an exact model of an up/down counter. The random walk has N states, and in this application one end is a partially reflecting barrier, and the other end is an absorbing barrier or sink. Previously published analyses have focused on finding the average time to make a declaration and its variance. The author concentrates on finding the probabilities of making a true or a false declaration within a certain number of symbol intervals or within a certain length of time.
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数据通信接收机中的马尔可夫链和随机漫步
在许多数据通信接收机中,上行/下行计数器被用作处理的关键部分,以确定符号时序和/或载波相位跟踪锁相环是锁住还是锁住,并且有必要计算锁住或锁住的真假指示的各种概率。沿着一条线(被视为马尔科夫链)的随机漫步是向上/向下计数器的精确模型。随机漫步有N个状态,在这个应用中,一端是部分反射屏障,另一端是吸收屏障或汇。以前发表的分析主要集中在发现发表声明的平均时间及其差异。作者专注于寻找在一定数量的符号间隔内或在一定长度的时间内做出正确或错误声明的概率。
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