ATKB-PID:在复杂的热条件下适应微张的自适应控制方法
Xinkai Xu1,2,3, Xiangrong Song1,2,3, Zheng Qi4,5
1State Key Laboratory of Metallurgical Intelligent Manufacturing System, Beijing, 100071, China.
Scientific reports
|January 15, 2025
概括
本研究引入了适应性微张力控制方法,用于热,提高宽度准确性和生产稳定性. 新方法可以在动态的工业环境中提高控制系统的性能.
科学领域:
- 材料科学 材料科学 材料科学
- 机械工程 机械工程
- 控制系统 控制系统
背景情况:
- 目前的热粗微压控制系统缺乏适应性参数调整.
- 这种限制会对宽度准确性和生产稳定性产生负面影响.
研究的目的:
- 开发适应性微张力控制方法,用于热粗工艺.
- 通过解决现有控制系统的局限性,提高宽度准确性和生产稳定性.
主要方法:
- 介绍了ATKB-PID适应式微张力控制方法.
- 整合线性注意层和K-近邻 (KNN) 算法用于参数预测.
- 开发一个针对生产指数的客观功能.
主要成果:
- 与现有控制器相比,ATKB-PID方法的稳定状态误差较小.
- 提出的方法实现了更快的调整时间.
- 实验验证证了ATKB-PID方法的有效性.
结论:
- ATKB-PID控制方法适合于热粗微压控制的动态需求.
- 这种适应性方法显示出在热工业应用的巨大潜力.
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