Using a Three-Dimensional Reduction Method in the High-Efficiency Grain Selector and Corresponding Grain Selection Mechanism
Abstract
:1. Introduction
- For the high-dimensional data difficulty of analysis, and dimensionality reduction can simplify the process.
- Due to the sample complexity of the high-dimensionality, this method can reduce the cost and analysis time of the experiment.
- Dimensionality reduction can increase the readability of data and facilitate the discovery of meaningful data.
2. Experiments
2.1. 2D Grain Selector Design Produces
- (1)
- Project a three-dimensional vision of a spiral selector into two-dimensional, resulting in a 2D view—C and Z;
- (2)
- Experiment the C-form and Z-form grain selector to obtain the optimized parameters;
- (3)
- Couple the optimized results of the two-dimensional model to project the corresponding three-dimensional spiral selector;
- (4)
- Use the redesigned results in the spiral selector and employed in the single crystal blades casting to verify the experiment results.
2.2. Geometry Design of 2D Grain Selector: C-Form Grain Selector and Z-Form Grain Selector
2.2.1. C-Form Grain Selector Design
2.2.2. Z-Form Grain Selector Design
2.3. Casting Experiment
2.4. Microstructural Characterization
3. Results and Discussion
3.1. Effect of C-Form Selector Parameters on Grain Selection
3.2. Effect of the Z-form Selector Parameters on Grain Selection
3.3. Effect of Wire Diameter Parameters on 2D Selector Applied in Spiral Selector
3.4. Effect of Take-Off Angle Parameters on 2D Selector Applied in Spiral Selector
3.5. Effect of Pitch Length Parameters on 2D Selector Applied in Spiral Selector
3.6. Combination of a 2D Parameter Using in 3D Grain Selection and Result Verification
- Wax wire diameter (ds) = 3 mm;
- Pitch length (Ds) = 8 mm;
- Take-off angle (θ) = 40°.
4. Conclusions
Author Contributions
Funding
Conflicts of Interest
References
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C-form grain selector with variant diameter | Single crystal | Stray grain | ||||||
Stray Grain | No | Yes | ||||||
Probe | Cd1 | Cd2 | Cd3 | Cd4 | Cd5 | Cd6 | Cd7 | Cd8 |
Diameter (cm) | 0.26 | 0.30 | 0.34 | 0.38 | 0.42 | 0.54 | 0.62 | 0.66 |
C-form grain selector with variant pitch-length | Stray grain | Single crystal | ||||||
Stray Grain | Yes | No | ||||||
Probe | C1 | C2 | C3 | C4 | C5 | C6 | C7 | C8 |
Pitch length | 0.4 | 0.6 | 0.8 | 1.2 | 1.6 | 2.0 | 2.2 | 2.6 |
Z-form grain selector with variant diameter | Single Crystal | Stray Grain | ||||||
Stray Grain | No | Yes | ||||||
Probe | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 |
Diameter (cm) | 0.18 | 0.22 | 0.26 | 0.30 | 0.38 | 0.42 | 0.46 | 0.54 |
Z-form grain selector with a variant take-off angle | Single Crystal | Stray Grain | |||||||
Stray Grain | No | Yes | |||||||
Sample | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 |
Take-off angle | 15° | 20° | 25° | 30° | 35° | 40° | 45° | 50° | 55° |
Elements | Al | Ti | Cr | Mo | Co | W | Ta | Hf | C | Ni |
---|---|---|---|---|---|---|---|---|---|---|
wt.% | 5.49 | 0.74 | 8.03 | 0.5 | 9.41 | 9.87 | 2.9 | 1.36 | 0.094 | Bal. |
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Zhu, X.; Wang, F.; Zhang, S.; Wittenzellner, T.; Frieß, J.; Ma, D.; Bührig-Polaczek, A. Using a Three-Dimensional Reduction Method in the High-Efficiency Grain Selector and Corresponding Grain Selection Mechanism. Materials 2019, 12, 1781. https://doi.org/10.3390/ma12111781
Zhu X, Wang F, Zhang S, Wittenzellner T, Frieß J, Ma D, Bührig-Polaczek A. Using a Three-Dimensional Reduction Method in the High-Efficiency Grain Selector and Corresponding Grain Selection Mechanism. Materials. 2019; 12(11):1781. https://doi.org/10.3390/ma12111781
Chicago/Turabian StyleZhu, Xintao, Fu Wang, Shuaipeng Zhang, Tobias Wittenzellner, Jessica Frieß, Dexin Ma, and Andreas Bührig-Polaczek. 2019. "Using a Three-Dimensional Reduction Method in the High-Efficiency Grain Selector and Corresponding Grain Selection Mechanism" Materials 12, no. 11: 1781. https://doi.org/10.3390/ma12111781
APA StyleZhu, X., Wang, F., Zhang, S., Wittenzellner, T., Frieß, J., Ma, D., & Bührig-Polaczek, A. (2019). Using a Three-Dimensional Reduction Method in the High-Efficiency Grain Selector and Corresponding Grain Selection Mechanism. Materials, 12(11), 1781. https://doi.org/10.3390/ma12111781