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[求助] 关于hspice的montecarlo分析的询问

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发表于 2024-10-30 17:08:35 | 显示全部楼层 |阅读模式
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我想请问一下.ac dec 1 1 100meg sweep monte=10 lhs_sample_size=10我想使用latin hypercube sampling分析的时候,这个lhs_sample_size参数的意义是什么,所谓的采样大小不是很理解具体指的是什么,经过实验sample的次数只和monte=x有关,想请教一下大家对这个参数的理解。

发表于 2024-10-31 21:56:56 | 显示全部楼层
lhs_sample_size might be numbers of samples using lhs
In general, lhs can have higher accuracy. It means using ihs can have fewer samples to get the same accuracy.

https://analytica.com/blog/latin ... nte-carlo-sampling/
Here, the sampling error for MC is 20 times larger than for RLHS. Increasing sample size, the sampling error of 0.005 at a sample size of N=10,000—a one-hundred-fold increase in the number of samples. Published theoretical results for the univariate show that the sampling error of Monte Carlo goes down as O( 1/sqrt(N) ), [2], whereas the sampling error for LHS is O( 1/N ), quadratically faster, for almost all distributions and statistics in common use [3], [5], [7]. In other words, if you need N samples for a desired accuracy using LHS, you’ll need N2 samples for the same accuracy using MC.
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