An expository paper on optimal design
Loading...
Authors
Johnson, Rachel T.
Montgomery, Douglas C.
Jones, Bradley A.
Subjects
A-optimality
constrained region of experimentation
D-optimality
design of experiments
factorial experiments
G-optimality
I-optimality
response surfaces
constrained region of experimentation
D-optimality
design of experiments
factorial experiments
G-optimality
I-optimality
response surfaces
Advisors
Date of Issue
2011
Date
2011
Publisher
Taylor & Francis Group, LLC
Language
Abstract
There are many situations in which the requirements of a standard
experimental design do not fit the research requirements of the problem.
Three such situations occur when the problem requires unusual
resource restrictions, when there are constraints on the design region, and
when a nonstandard model is expected to be required to adequately explain
the response. This article provides an introduction to optimal design for
these types of situations. Optimal designs are computer-generated experiments
that are aimed at satisfying specific research problem requirements.
We show that the optimal design approach is applicable to any design problem
and necessary when there are situations involving resource constraints
or nonstandard design regions or models. The mathematical formulations of
several design optimality criteria are presented along with examples of
optimal design applications.
Type
Article
Description
The article of record as published may be found at http://dx.DOI.org/10.1080/08982112.2011.576203
Series/Report No
Department
Operations Research
Organization
Identifiers
NPS Report Number
Sponsors
Funder
Format
Citation
Quality Engineering,volume 23, Issue 3, 2011
Distribution Statement
Rights
This publication is a work of the U.S. Government as defined in Title 17, United States Code, Section 101. Copyright protection is not available for this work in the United States.