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Efficient parametric yield optimization of VLSI circuit by uniform design sampling method

机译:采用均匀设计采样方法的VLSI电路高效参数良率优化

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摘要

A novel yield estimation and optimization method is proposed based on uniform design sampling (UDS) method, which is one kind of quasi-Monte Carlo method. Compared with primitive statistical methods based on Monte Carlo sampling method, this new method needs only few circuit simulations to have a valuable estimation and is immune to the number of statistical variables. Furthermore, owing to simple algorithm to generate samples, the UDS method adds no computational complexity. A comparison of UDS method with the popular Monte Carlo based method-Latin hypercube sampling method is made in this paper to show the efficiency of the new method. Finally, several examples are presented to demonstrate the advantages of the proposed method over those available.
机译:提出了一种基于均匀设计抽样(UDS)的产量估计和优化的新方法,这是一种准蒙特卡洛方法。与基于蒙特卡洛采样方法的原始统计方法相比,该新方法只需要很少的电路仿真就可以进行有价值的估计,并且不受统计变量数量的影响。此外,由于生成样本的简单算法,UDS方法不会增加计算复杂性。本文将UDS方法与流行的基于Monte Carlo的方法-拉丁超立方采样方法进行了比较,以证明该方法的有效性。最后,给出了几个例子,以证明所提出的方法优于现有方法的优点。

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