用FGO调节的2-DOF PI控制器来调节由感应电机驱动的离心风扇中的压力,使用经过实验验证的模型
Cebrail Turkeri1, Serdar Ekinci2, Davut Izci3
1Department of Computer Engineering, Batman University, Batman, Türkiye.
ISA transactions
|December 13, 2025
概括
一种新的真菌生长优化器 (FGO) 方法提高了离心风扇压力控制. 这种先进的两度自由度比例积分 (2-DOF PI) 控制器为工业应用提供了更好的动态响应和稳定性.
科学领域:
- 控制工程 控制工程 控制工程
- 优化算法 优化算法
- 流体动力学 流体动力学
背景情况:
- 离心风扇在工业过程中至关重要,需要精确的压力调节.
- 传统的控制方法经常与非线性动态和外部干扰作斗争.
- 优化算法越来越多地用于提高控制器性能.
研究的目的:
- 开发和验证用于感应电机驱动的离心风扇的新型压力控制策略.
- 使用真菌生长优化器 (FGO) 优化一个两度自由度的比例积分 (2-DOF PI) 控制器.
- 将基于FGO的控制器的性能与其他优化技术和经典方法进行比较.
主要方法:
- 为离心风扇系统开发一个经过验证的非线性模型.
- 使用真菌生长优化器 (FGO) 算法优化2-DOF PI控制器参数.
- 对基因算法 (GA),L-SHADE,基于牛顿-拉普森的优化器 (NRBO),科恩-库恩和罗维拉技术进行比较分析.
主要成果:
- 与所有其他方法相比,FGO优化的控制器表现出优异的动态响应.
- 基于FGO的控制策略观察到增强的稳定性和噪声免疫力.
- 使用威尔科克森签名等级测试进行的统计验证证实了显著的性能改善.
结论:
- 生长优化器 (FGO) 在离心风扇压力调节中对高级控制器进行调整是非常有效的.
- 拟议的2-DOF PI控制器为工业风扇控制提供了强大而高效的解决方案.
- 这项研究为现代工业风扇控制系统建立了新的基准.
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