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Optimization of process parameters for Trifolium pratense L. seed granulation coating using GA-BP neural network.
Xuejie Ma1, Min Liu2, Zhanfeng Hou1,3
1College of Mechanical and Electrical Engineering, Inner Mongolia Agricultural University, Hohhot, 010018, China.
Optimizing red clover seed granulation coating significantly improved quality. Researchers identified key factors and optimal parameters, achieving a 97.7% granulation qualification rate for enhanced seed coating.
Area of Science:
- Agricultural Engineering
- Materials Science
Background:
- Low granulation qualification rates in red clover seed coating pose a challenge.
- Understanding the forces affecting seed and powder particles is crucial for improving coating quality.
Purpose of the Study:
- To analyze factors influencing red clover seed granulation coating quality.
- To optimize the granulation coating process for irregular seeds.
Main Methods:
- Theoretical analysis of forces during coating.
- Single-factor and orthogonal experiments to evaluate process parameters.
- Application of a GA-BP model for parameter optimization.
Main Results:
- Identified coating pan fill ratio, powder supply, powder interval, and liquid supply as key factors.
- Determined optimal parameters: 33.78% fill ratio, 5.17g powder, 7.7s interval, 0.42mL/s liquid.
- Achieved a 97.7% granulation qualification rate under optimal conditions.
Conclusions:
- The study provides an optimized process for red clover seed granulation coating.
- The findings offer valuable insights for coating irregular seeds effectively.
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