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,erent ...
A randomly generated Latin hypercube design (LHD) can be quite structured: the variables may be highly correlated or the design may not have good space-fllling prop- erties. There are procedures to flnd good LHDs by minimizing the pairwise correlations or maximizing the inter-site distances....
This paper introduces an approach to construct a new type of design, called a maximin sliced Latin hypercube design. 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 o...
Furthermore, for the distance measure l2, we obtain maximin Latin hypercube designs for n ≤ 70 and approximate maximin Latin hypercube designs for other ... ERV Dam,B Husslage,DD Hertog,... - 《Operations Research》 被引量: 210发表: 2007年 Robust experiment design via maximin optimization...
By accepting optional cookies, you consent to the processing of your personal data - including transfers to third parties. Some third parties are outside of the European Economic Area, with varying standards of data protection. See ourprivacy policyfor more information on the use of your personal...
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 ...
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 ...
"A Novel Algorithm of Maximin Latin Hypercube Design Using Successive Local Enumeration." Engineering Optimization 44 (5): 551-564.H. Zhu, L. Liu, T. Long, and L. Peng, "A novel algorithm of maximin Latin hypercube design using successive local enumeration," Engineering Optimization, vol. ...
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 ...