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A Real-Time Robust Fuzzy-based Level Control Using Programmable Logic Controller

机译:基于可编程逻辑控制器的实时鲁棒模糊控制

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摘要

Industrial software are specially designed to meet specific process. And sometimes this software can be very expensive. One way to reduce this cost is to develop own algorithm. This paper presents a real-time liquid level control implementation for an industrial process. The implementation of the level control is achieved using a fuzzy-based control algorithm. A Programmable Logic Controller (PLC) was used in which the fuzzy control algorithm has been embedded and can withstand against abrupt changes in the outlet flow. In addition, the fuzzy control algorithm is introduced to the system without a fuzzy module or software package. As a consequence, a robust and low cost liquid level control system has been realized. A Mamdani Fuzzy Inference System (MFIS) has been proposed. Membership functions of the input and output variables of the system were obtained and verified using Matlab/Simulink environment. The obtained functions have been used for the construction of fuzzy control algorithm in PLC. A robust fuzzy-based level controller has been achieved and quite satisfactory results were obtained in real-time implementation for different outlet flow rates.
机译:工业软件是专门为满足特定过程而设计的。有时,该软件可能非常昂贵。降低成本的一种方法是开发自己的算法。本文提出了一种工业过程的实时液位控制实施方案。使用基于模糊的控制算法来实现电平控制。使用了可编程逻辑控制器(PLC),其中嵌入了模糊控制算法,可以抵抗出口流量的突然变化。另外,将模糊控制算法引入到没有模糊模块或软件包的系统中。结果,已经实现了鲁棒且低成本的液位控制系统。提出了Mamdani模糊推理系统(MFIS)。使用Matlab / Simulink环境获得并验证了系统输入和输出变量的隶属函数。所获得的功能已被用于PLC中模糊控制算法的构建。已经实现了基于模糊的鲁棒水平控制器,并且在不同出口流量的实时实施中获得了令人满意的结果。

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