Latin hypercube designLinking parameterMulti-fidelity modelingNested designsSequential simulationSpace-fillingTraining and test setValidationIn the field of design of computer experiments (DoCE), Latin hypercube designs are frequently used for the approximation and optimization of black-boxes. In certain ...
Therefore, when we project the design on to these factors, replication is not required. This can be achieved by using a Latin Hypercube Design (LHD) (McKay, Beckman, and Conover 1979). An LHD has the property that by projecting an n-point design on to any factor, we will get n di...
This design is a special type of Latin hypercube design that can be partitioned into smaller slices of Latin hypercube designs, where both the whole design and each slice are optimal under the maximin criterion. To construct these designs, a two-step construction method for generating sliced ...
The design of computer experiments (DoCE) is a key technique in the field of metamodel-based design optimization. Space-filling and projective properties are desired features in DoCE. In this article, a novel algorithm of maximin Latin hypercube design (LHD) using successive local enumeration (SLE...
针对该缺陷,本发明公开的一种高效maximin拉丁超方采样方法(anovelalgorithmofmaximinlatinhypercubedesignusingsuccessiveintegerprogramming,sip)要解决的技术问题为:以逐次局部枚举(successivelocalenumeration,sle)的拉丁超立方试验设计方法为基础,使用整数规划方法优化目标函数,实现设计样本点采样,具有如下优点:一是通过整数规划...
Design of computer experimentsLatin hypercube designlinking parameternested designssequential simulationspace-fillingtraining and test setIn the field of design of computer experiments (DoCE), Latin hypercube designs are frequently used for the approximation and optimization of black-boxes. In cerRennen, ...
Maximin distance Latin hypercube designs (LHDs) are extensively applied in computer experiments, but it is challenging to construct such designs. In this paper, based on a 2(2) full factorial design and a series of saturated two-level regular designs, a number of maximin distance LHDs are ...
To enable the production of high-quality sequential samples, this article presents a novel deterministic sequential maximin Latin hypercube design (LHD) method using successive local enumeration, notated as sequential-successive local enumeration (S-SLE). First, a mesh-mapping algorithm is proposed to ...
Peng, "A novel algorithm of maximin Latin hypercube design using successive local enumeration," Engineering Optimization, vol. 44, no. 5, pp. 551- 564, 2012.Zhu, H., Liu, L., Long, T., Peng, L. (2012) `A novel algorithm of maximin Latin hypercube design using successive local ...
search problems/ maximin latin hypercube designiterated local search heuristic algorithmk-dimensional gridcomputational experiment/ B0260 Optimisation techniques B0290F Interpolation and function approximation (numerical analysis) B0240Z Other topics in statistics C1180 Optimisation techniques C1140Z Other ...