基于ARMA的蒸发过程参数软测量模型的动态校正
Xiaoshan Qian1, Lisha Xu2, Xinmei Yuan1
1College of Physical Science and Engineering Technology, Yichun University, Yichun 336000, Jiangxi, China.
Mathematical biosciences and engineering : MBE
|February 2, 2024
概括
本研究介绍了蒸发过程软测量模型的动态校正方法,通过使用自回归移动平均 (ARMA) 模型来纠正预测错误来提高准确性. 改进后的模型为工业过程提供了更可靠的动态预测.
科学领域:
- 化学工程是化学工程的重要组成部分.
- 过程控制 过程控制
- 数据科学数据科学数据科学
背景情况:
- 传统的蒸发过程参数静态模型由于连续性和累积性而遭受重大软测量误差.
- 准确的实时参数估计对于优化工业蒸发过程至关重要.
研究的目的:
- 为蒸发过程参数的软测量模型开发动态校正方法.
- 与传统的静态模型相比,提高预测准确度和动态估计能力.
主要方法:
- 利用威尔的定向演化 (Powell-DE) 算法来识别自行回归移动平均 (ARMA) 模型订单.
- 采用了减少机制强大的最小方程支向量机组合模型来预测错误.
- 开发了一个用于动态错误估计的错误时间序列预测模型.
- 综合静态和动态模型使用法.
主要成果:
- 提出的动态校正方法显著提高了对蒸发过程参数的预测准确度.
- 新模型显示了动态预测的增强能力.
- 使用厂生产数据的验证证实了该模型的有效性.
结论:
- 动态校正方法有效地解决了蒸发过程中的软测量误差.
- 综合模型为过程参数估计提供了更准确和更动态的方法.
- 这种方法比传统的静态软测量模型有了显著的进步.
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