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Mixture Design Using Coordinate Exchange Bradley Jones
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Outline Technical Hurdles for Coordinate Exchange applied to Mixture Experimentation. Demonstration.
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Technical Hurdles Find a feasible starting design. Non-independence of mixture factors.
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Finding a starting design For each point: If the point satisfies the constraints keep it. Otherwise keep projecting the point onto the nearest constraint until all constraints are satisfied.
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Non-independence of Mixture Factors Usually coordinate exchange works by considering only one coordinate at a time. This is impossible for mixtures. Solution: Move only in the Cox direction. Find best improvement in determinant.
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Technical Hurdles for Coordinate Exchange applied to Mixture Experimentation. Demonstration. Outline
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Demonstration Set Up Consider three mixture components. Require that no component comprise more than 50% of the mixture. Create a six run design to fit an interactions model.
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Coordinate Exchange Demo
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JMP DOE Demo #5 Continued
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Conclusion The Coordinate Exchange Algorithm with modification can find D-optimal Mixture Designs. The resulting algorithm is comparatively fast especially as the number of mixture components increases.
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