工程木地板的变形率与响应表面方法和基于自适应网络的模糊推理系统
1Department of Biological Sciences, XinZhou Normal University, Xinzhou, Shanxi, PR China.
PloS one
|October 12, 2023
概括
控制工程木地板变形对于质量至关重要. 这项研究使用响应表面方法和基于自适应网络的模糊推理系统优化了处理参数,以尽量减少变形.
科学领域:
- 材料科学 材料科学 材料科学
- 木材工程 木材工程是指木材的工程.
- 制造过程 制造过程 制造过程
背景情况:
- 工程木地板的产品质量受到变形速率的重大影响.
- 优化加工参数对于一致和高质量的工程木地板生产至关重要.
研究的目的:
- 研究加工参数与工程木地板的变形速率之间的关系.
- 开发变形速率的预测模型,并确定最佳加工条件.
- 提高产品质量,降低工程木地板的生产成本.
主要方法:
- 采用了冷压技术.
- 使用响应表面方法 (RSM) 来分析参数关系.
- 基于自适应网络的模糊推理系统 (ANFIS) 开发用于准确的预测和优化.
主要成果:
- 变形速率与压缩时间呈正相关性.
- 变形速度最初增加,然后随着粘合剂的扩散速度和压力下降而下降.
- 建立了一个可行的数学模型,以描述基于处理参数的变形速率.
- 在预测变形速率方面,ANFIS模型的准确性高于RSM模型.
结论:
- 确定了最小变形的最佳加工条件:147 g/m2的粘合剂扩散率,12秒的压力时间和1.2 MPa的压力.
- 开发的ANFIS模型为预测变形和优化制造参数提供了一个强大的工具.
- 实施这些发现可以提高工程木地板的质量,降低制造成本.
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