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Yield improvement for lost mould rapid infiltration forming process by a multistage fractional factorial split plot
Chumpol Yuangyai1, Harriet Black Nembhard, Gregory Hayes
1Harold and Inge Marcus Department of Industrial and Manufacturing Engineering, The Pennsylvania State University, 301 Leonhard Building, University Park, PA 16802, USA.
This study introduces a multistage fraction factorial split plot design to optimize the yield of zirconia ceramic parts. The new method relaxes randomization, identifying immersion chemicals and mould coatings as key factors for improving process yield.
Area of Science:
- Materials Science
- Chemical Engineering
- Industrial Engineering
Background:
- Statistical design of experiments (DOE) is crucial for process optimization.
- The principle of randomization in DOE can be time-consuming and costly for complex, multi-stage processes.
- Existing methods may not be suitable for intricate manufacturing like zirconia ceramic fabrication.
Purpose of the Study:
- To propose and evaluate a multistage fraction factorial split plot design for improving green yield in zirconia ceramic production.
- To address the practical limitations of strict randomization in complex manufacturing processes.
- To identify key factors influencing yield in the lost mould rapid infiltration process.
Main Methods:
- Implementation of a multistage fraction factorial split plot design.
- Application to a lost mould rapid infiltration process for zirconia ceramic fabrication.
- Relaxation of the randomization principle to allow grouped experimental runs.
Main Results:
- The study identified specific immersion chemicals and mould coatings that significantly improve process yield.
- The multistage fraction factorial split plot design demonstrated feasibility for complex processes.
- Results suggest that utilizing a mould infiltration machine enhances process reproducibility.
Conclusions:
- The proposed design offers a practical alternative to strict randomization in complex industrial settings.
- Immersion chemical and mould coating are critical variables for enhancing green yield.
- Automated mould infiltration is recommended for improved process consistency and yield in zirconia ceramic manufacturing.
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Methods of Medium Optimization
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