Horizontal and Vertical Rule Bases Method in Fuzzy Controllers

Author:

Aminifar Sadegh1,bin Marzuki Arjuna1

Affiliation:

1. School of Electrical and Electronics Engineering, Universiti Sains Malaysia (USM), Engineering Campus, 14300 Nibong Tebal, Pulau Pinang, Malaysia

Abstract

Concept of horizontal and vertical rule bases is introduced. Using this method enables the designers to look for main behaviors of system and describes them with greater approximations. The rules which describe the system in first stage are called horizontal rule base. In the second stage, the designer modulates the obtained surface by describing needed changes on first surface for handling real behaviors of system. The rules used in the second stage are called vertical rule base. Horizontal and vertical rule bases method has a great roll in easing of extracting the optimum control surface by using too lesser rules than traditional fuzzy systems. This research involves with control of a system with high nonlinearity and in difficulty to model it with classical methods. As a case study for testing proposed method in real condition, the designed controller is applied to steaming room with uncertain data and variable parameters. A comparison between PID and traditional fuzzy counterpart and our proposed system shows that our proposed system outperforms PID and traditional fuzzy systems in point of view of number of valve switching and better surface following. The evaluations have done both with model simulation and DSP implementation.

Funder

Universiti Sains Malaysia

Publisher

Hindawi Limited

Subject

General Engineering,General Mathematics

Cited by 6 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Diabetes Detection System by Mixing Supervised and Unsupervised Algorithms;Journal of Studies in Science and Engineering;2022-09-13

2. Uncertainty Avoider Interval Type II Defuzzification Method;Mathematical Problems in Engineering;2020-07-08

3. Static Friction Detection Based on Artificial Neural Networks Method;Innovaciencia Facultad de Ciencias Exactas Físicas y Naturales;2019-10-25

4. Look-up table based fuzzy controller in order to control steaming room process;Innovaciencia Facultad de Ciencias Exactas Físicas y Naturales;2018-12-28

5. Identification of a process with control valve stiction using a fuzzy system: A data-driven approach;Journal of Process Control;2014-04

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