一种基于拉丁超立方体抽样的多目标进化算法 a latin hypercube sampling based multi-objective evolutionary algorithm.pdf,第22卷第2期 模式识别与人工智能 V01.22No.2 2009年4月 PRAI Apr 2009 一种基于拉丁超立方体抽样的多目标进化算法乖 郑金华 罗彪 (湘潭大学信息
拉丁超立方采样(Latin Hypercube Sampling, LHS)是一种统计采样技术,用于生成一组样本点,这些样本点在参数空间中均匀分布,并且满足每个维度只有一个样本点落在该维度的取值范围内。LHS常用于参数优化和模型验证等领域。在Python中,有几种常用的包可以进行拉丁超立方采样,下面介绍两种常用的方法。1. 使用pyDOE2包pyDOE2...
rr-packagelhslatin-hypercubeorthogonal-arrayslatin-hypercube-samplinglatin-hypercube-sample UpdatedJun 30, 2024 C++ tstran155/Optimization-of-building-energy-consumption Star23 This repo demonstrates how to build a surrogate (proxy) model by multivariate regressing building energy consumption data (univariate...
Latin hypercube sampling (LHS) uses a stratified sampling scheme to improve on the coverage of the k-dimensional input space for such computer models. This means that a single sample will provide useful information when some input variable(s) dominate certain responses (or certain time intervals)...
K. (1980). "Latin hypercube sampling (a program user's guide)." Technical Rep. SAND79-1473, Sandia Laboratories, Albuquerque, NM.Iman, R. L.; Davenport, J. M.; Zeigler, D. K. 1980. "Latin Hypercube Sampling (Program User's Guide)." Technical Report SAND 79-1473, Sandia National ...
Latin hypercube sampling is a recently developed sampling technique for generating input vectors into computer models for purposes of sensitivity analysis studies. In addition to providing a cost-effective and reliable sampling scheme, the Latin hypercube sampling technique also provides the user with the...
Efficient average quality index estimation of integrated circuits by modified Latin hypercube sampling Monte Carlo (MLHSMC) AND KIELBASA, R.: Efficient Average Quality Index of Estimation of Integrated Circuits by Modified Latin Hypercube Sampling Monte Carlo (MLHSMC). In: Proc... M Keramat,R ...
Latin hypercube sampling (LHS) and updated Latin hypercube sampling (ULHS) by statistical correlation reducing equation are employed to analyze structural reliability sensitivity and its variance. Numerical and engineering examples with single failure mode and with multiple failure modes are used to demonst...
This is an implementation of Deutsch and Deutsch, "Latin hypercube sampling with multidimensional uniformity", Journal of Statistical Planning and Inference 142 (2012) , 763-772 python statistics python3 sampling latin-hypercube latin-hypercube-sampling Updated Aug 7, 2020 HTML ...
Latin hypercube sampling is first compared with a common sampling procedure (simple random sampling) in LU decomposition simulation. Then it is applied to the investigation of uncertainty in the simulation results of a spatially explicit forest model, LANDIS. Results showed that Latin hypercube ...