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The Design of Order-of-Addition Experiments
- Publication Year :
- 2017
-
Abstract
- We introduce systematic methods to create optimal designs for order-of-addition (OofA) experiments, those that study the order in which $m$ components are applied---for example, the order in which chemicals are added to a reaction or layers are added to a film. Full designs require $m!$ runs, so we investigate design fractions. Balance criteria for creating such designs employ an extension of orthogonal arrays (OA's) to OofA-OA's. A connection is made between $D$-efficient and OofA-OA designs. Necessary conditions are found for the number of runs needed to create OofA-OA's of strengths 2 and 3. We create a number of new, optimal, designs: 12-run OofA-OA's in 4 and 5 components, 24-run OofA-OA's in 5 and 6 components, and near OofA-OA's in 7 components. We extend these designs to include (a) process factors, and (b) the common case in which component orderings are restricted. We also suggest how such designs may be analyzed.<br />Updates: * Moved the location of some tables * Expanded table-isomorphic ideas * Showed by an example that a D-efficiency of 1 and OA are not equivalent * Illustrated some properties of OofA OA designs
- Subjects :
- FOS: Computer and information sciences
Optimal design
Mathematical optimization
Computer science
Strategy and Management
Process (computing)
Extension (predicate logic)
Management Science and Operations Research
D optimal
M Components
Industrial and Manufacturing Engineering
Methodology (stat.ME)
Order (business)
Component (UML)
Orthogonal array
Safety, Risk, Reliability and Quality
Statistics - Methodology
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Accession number :
- edsair.doi.dedup.....ee5ede0866ce215595e21f737845190c