Maximin designs for computer experiments

Research output: ThesisDoctoral ThesisScientific

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Abstract

Decision processes are nowadays often facilitated by simulation tools. In the field of engineering, for example, such tools are used to simulate the behavior of products and processes. Simulation runs, however, are often very time-consuming, and, hence, the number of simulation runs allowed is limited in practice. The problem then is to determine which simulation runs to perform such that the maximal amount of information about the product or process is obtained. This problem is addressed in the first part of the thesis. It is proposed to use so-called maximin Latin hypercube designs and many new results for this class of designs are obtained. In the second part, the case of multiple interrelated simulation tools is considered and a framework to deal with such tools is introduced. Important steps in this framework are the construction and the use of coordination methods and of nested designs in order to control the dependencies present between the various simulation tools
Original languageEnglish
QualificationDoctor of Philosophy
Awarding Institution
  • Tilburg University
Supervisors/Advisors
  • van Dam, Edwin, Co-promotor
  • den Hertog, Dick, Promotor
  • Aarts, E.H.L., Promotor, External person
Award date17 Nov 2006
Place of PublicationTilburg
Publisher
Print ISBNs9056681733
Publication statusPublished - 2006

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Husslage, B. G. M. (2006). Maximin designs for computer experiments. Tilburg: CentER, Center for Economic Research.
Husslage, B.G.M.. / Maximin designs for computer experiments. Tilburg : CentER, Center for Economic Research, 2006. 136 p.
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abstract = "Decision processes are nowadays often facilitated by simulation tools. In the field of engineering, for example, such tools are used to simulate the behavior of products and processes. Simulation runs, however, are often very time-consuming, and, hence, the number of simulation runs allowed is limited in practice. The problem then is to determine which simulation runs to perform such that the maximal amount of information about the product or process is obtained. This problem is addressed in the first part of the thesis. It is proposed to use so-called maximin Latin hypercube designs and many new results for this class of designs are obtained. In the second part, the case of multiple interrelated simulation tools is considered and a framework to deal with such tools is introduced. Important steps in this framework are the construction and the use of coordination methods and of nested designs in order to control the dependencies present between the various simulation tools",
author = "B.G.M. Husslage",
year = "2006",
language = "English",
isbn = "9056681733",
series = "CentER Dissertation Series",
publisher = "CentER, Center for Economic Research",
school = "Tilburg University",

}

Husslage, BGM 2006, 'Maximin designs for computer experiments', Doctor of Philosophy, Tilburg University, Tilburg.

Maximin designs for computer experiments. / Husslage, B.G.M.

Tilburg : CentER, Center for Economic Research, 2006. 136 p.

Research output: ThesisDoctoral ThesisScientific

TY - THES

T1 - Maximin designs for computer experiments

AU - Husslage, B.G.M.

PY - 2006

Y1 - 2006

N2 - Decision processes are nowadays often facilitated by simulation tools. In the field of engineering, for example, such tools are used to simulate the behavior of products and processes. Simulation runs, however, are often very time-consuming, and, hence, the number of simulation runs allowed is limited in practice. The problem then is to determine which simulation runs to perform such that the maximal amount of information about the product or process is obtained. This problem is addressed in the first part of the thesis. It is proposed to use so-called maximin Latin hypercube designs and many new results for this class of designs are obtained. In the second part, the case of multiple interrelated simulation tools is considered and a framework to deal with such tools is introduced. Important steps in this framework are the construction and the use of coordination methods and of nested designs in order to control the dependencies present between the various simulation tools

AB - Decision processes are nowadays often facilitated by simulation tools. In the field of engineering, for example, such tools are used to simulate the behavior of products and processes. Simulation runs, however, are often very time-consuming, and, hence, the number of simulation runs allowed is limited in practice. The problem then is to determine which simulation runs to perform such that the maximal amount of information about the product or process is obtained. This problem is addressed in the first part of the thesis. It is proposed to use so-called maximin Latin hypercube designs and many new results for this class of designs are obtained. In the second part, the case of multiple interrelated simulation tools is considered and a framework to deal with such tools is introduced. Important steps in this framework are the construction and the use of coordination methods and of nested designs in order to control the dependencies present between the various simulation tools

M3 - Doctoral Thesis

SN - 9056681733

T3 - CentER Dissertation Series

PB - CentER, Center for Economic Research

CY - Tilburg

ER -

Husslage BGM. Maximin designs for computer experiments. Tilburg: CentER, Center for Economic Research, 2006. 136 p. (CentER Dissertation Series).