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Modal control of a plate using a fuzzy logic controller

机译:使用模糊逻辑控制器的板模态控制

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This paper presents fuzzy logic based independent modal space control (IMSC) and fuzzy logic based modified independent modal space control (MIMSC) of vibration. The rule base of the controller consists of nine rules, which have been derived based upon simple human reasoning. Input to the controller consists of the first two modal displacements and velocities of the structure and the output of the controller is the modal force to be applied by the actuator. Fuzzy logic is used in such a way that the actuator is never called to apply effort which is beyond safe limits and also the operator is saved from calculating control gains. The proposed fuzzy controller is experimentally tested for active vibration control of a cantilevered plate. A piezoelectric patch is used as a sensor to sense vibrations of the plate and another piezoelectric patch is used as an actuator to control vibrations of the plate. For analytical formulation, a finite element method based upon Hamilton's principle is used to model the plate. For experimentation, the first two modes of the plate are observed using a Kalman observer. Real-time experiments are performed to control the first mode, the second mode and both modes simultaneously. Experiments are also performed to control the first mode by IMSC, the second mode by IMSC and both modes simultaneously by MIMSC. It is found that for the same decibel reduction in the first mode, the voltage applied by the fuzzy logic based controller is less than that applied by IMSC. While controlling the second mode by IMSC, a considerable amount of spillover is observed in the first mode and region just after the second mode, whereas while controlling the second mode by fuzzy logic, spillover effects are much smaller. While controlling two modes simultaneously, with a single sensor/actuator pair, appreciable resonance control is observed both with fuzzy logic based MIMSC as well as with direct MIMSC, but there is a considerable amount of spillover in the off-resonance region. This may be due to the sub-optimal location and/or an insufficient number of actuators. So, another smart plate with two piezoelectric actuators and one piezoelectric sensor is considered. Piezoelectric patches are fixed in an area where modal strains are high. With this configuration of the smart plate, experiments are conducted to control the first three modes of the plate and it is found that spillover effects are greatly reduced.
机译:本文介绍了基于模糊逻辑的独立模态空间控制(IMSC)和基于模糊逻辑的改进的独立模态空间控制(MIMSC)。控制器的规则库由九个规则组成,这些规则是基于简单的人类推理而得出的。控制器的输入由结构的前两个模态位移和速度组成,控制器的输出是由执行器施加的模态力。使用模糊逻辑时,绝不会调用执行器来施加超出安全极限的作用力,而且操作员也无需计算控制增益。提出的模糊控制器经过实验测试,可以对悬臂板进行主动振动控制。压电贴片用作传感器以感测板的振动,而另一个压电贴片用作致动器以控制板的振动。对于分析公式,使用基于汉密尔顿原理的有限元方法对板进行建模。为了进行实验,使用卡尔曼观察器观察板的前两种模式。进行实时实验以同时控制第一模式,第二模式和两种模式。还进行了实验,以通过IMSC控制第一模式,通过IMSC控制第二模式以及通过MIMSC同时控制两种模式。发现对于第一模式中相同的分贝降低,基于模糊逻辑的控制器所施加的电压小于ISMC所施加的电压。在通过IMSC控制第二模式时,在第二模式之后的第一模式和区域中会观察到大量溢出,而在通过模糊逻辑控制第二模式时,溢出效果要小得多。在使用单个传感器/执行器对同时控制两种模式的情况下,无论是基于模糊逻辑的MIMSC还是直接MIMSC,都可以观察到明显的谐振控制,但是在非谐振区域存在大量溢出。这可能是由于位置欠佳和/或执行器数量不足。因此,考虑使用另一个带有两个压电致动器和一个压电传感器的智能板。压电膜片固定在模态应变高的区域。使用智能板的这种配置,进行了实验以控制板的前三种模式,并且发现大大降低了溢出效果。

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