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Fuzzy Controller for a Pneumatic Positioning Nonlinear System

机译:气动定位非线性系统的模糊控制器

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The design of controllers for nonlinear uncertain dynamical systems is one of the most important challenging tasks in control engineering. In this paper, we propose a fuzzy system for controlling a nonlinear uncertain plant. We show that alternative techniques of fuzzy control can improve or complement conventional techniques in these kind of plants. The case of use is a real pneumatic positioning system with no mechanically coupling with the final effector, and with nonlinearities and uncertainties. We used a webcam as a feedback sensor with an image processing algorithm. Conventional control techniques for linear systems such as proportional-derivative (PD), proportional-integral (PI), and proportional-integral-derivative (PID), can be applied to control the pneumatic levitation system. However, its response is uncertain for the case of vertical position setpoint variations (due to different indices of turbulence along the tube) and in object characteristics (weight, shape, roughness and size). To overcome that problem, we designed a set of fuzzy control rules considering response of the system under conventional controllers and considering the non-linear dynamics of the plant. The optimal parameters of the conventional controllers were estimated through ITAE performance index. We show the performance of a PD, PI, PID and a fuzzy controller under the same operating conditions with a fixed set point. The results obtained for the proposed fuzzy control system, demonstrates good performance in rising time, settling time, reduced overshoot and greater flexibility than conventional (PD, PI and PID) controllers.
机译:非线性不确定动力系统的控制器设计是控制工程中最重要的挑战性任务之一。在本文中,我们提出了一种用于控制非线性不确定设备的模糊系统。我们表明模糊控制的替代技术可以改善或补充这类植物中的常规技术。使用的情况是一个真实的气动定位系统,它与最终执行器没有机械耦合,并且具有非线性和不确定性。我们使用网络摄像头作为具有图像处理算法的反馈传感器。线性系统的常规控制技术,例如比例微分(PD),比例积分(PI)和比例积分微分(PID),可用于控制气动悬浮系统。但是,对于垂直位置设定值变化(由于沿管的湍流指数不同)和物体特性(重量,形状,粗糙度和尺寸)的情况,其响应是不确定的。为了解决该问题,我们设计了一组模糊控制规则,这些规则考虑了常规控制器下系统的响应并考虑了工厂的非线性动力学。传统控制器的最佳参数是通过ITAE性能指标估算的。我们展示了PD,PI,PID和模糊控制器在相同操作条件下具有固定设定点的性能。与传统的(PD,PI和PID)控制器相比,所提出的模糊控制系统的结果显示出在上升时间,稳定时间,减少的过冲和更大的灵活性方面的良好性能。

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