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Analysis of signal probability in logic circuits using stochastic models

机译:使用随机模型分析逻辑电路中的信号概率

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Analyzes the behavior of signal probabilities in logic circuits chosen from a statistically characterized population. The statistical parameters of the population are obtained from certain aggregate structural and logical characteristics of the circuit such as fanins, fanouts, and proportions of different types of gates. A circuit is first transformed into one consisting of only nand gates, inverters, and buffers. This transformation leads to a new classification of circuits, referred to as nor-type, or-type, nand-type and and-type, the particular type being determined by computing two parameters from the circuit specification. A functional relation between gate signal probabilities, primary input signal probabilities, and aggregate structural properties of a circuit is established. This allows the study of basic characteristics of signal probability and its limiting behavior when the number of levels increases. It is shown that the limiting behavior of signal probability depends on the fixed points of a function which is determined by the two parameters estimated from the circuit and the distribution of gate fanins. A recurrence relation also allows one to define a methodology for estimating the distribution of signal probabilities in different levels. The complexity of this technique is shown to be proportional to the number of levels in the circuit. Results of extensive experiments with ISCAS '85 benchmarks as well as other circuits are given.
机译:分析从具有统计学特征的总体中选择的逻辑电路中信号概率的行为。总体的统计参数是从电路的某些集合结构和逻辑特性(例如扇入,扇出以及不同类型的门的比例)获得的。首先将电路转换为仅包含nand门,反相器和缓冲器的电路。这种转换导致了新的电路分类,称为nor型,or型,nand型和and型,具体类型是通过根据电路规格计算两个参数来确定的。建立门信号概率,主要输入信号概率和电路的总体结构特性之间的函数关系。这样可以研究信号概率的基本特征及其在电平数增加时的限制行为。结果表明,信号概率的极限行为取决于函数的固定点,该函数的固定点由从电路估计的两个参数和门扇输入的分布确定。递归关系还允许人们定义一种方法,用于估计不同级别的信号概率分布。示出了该技术的复杂度与电路中的电平数量成比例。给出了使用ISCAS '85基准以及其他电路进行的广泛实验的结果。

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