Adaptive fuzzy sliding mode controller for a single-stage inverted pendulum

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY
S. Suprapto, M. Zakarijah, Muslikhin Muslikhin
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引用次数: 1

Abstract

Sliding mode controller (SMC) has become a popular traditional control method in industries due to the most effective control strategies employing nonlinear control and the ability to reject disturbances, particularly for line trajectory control. However, this control method has chattering problems due to high-frequency switching. To cope with the shortcoming, an artificial intelligence (AI) method is utilized in the traditional SMC to eliminate or reduce this chattering problem. This paper investigates an adaptive fuzzy logic system combined with SMC algorithm to alleviate the problem. Fuzzy logic is chosen due to its advantages in tackling nonlinear properties using if-then thinking, whereas SMC method can be applied due to its ability to reject disturbance control. The inverted pendulum is selected as a controlled object and simulated using MATLAB/Simulink to investigate this control method. By combining the fuzzy logic system and the SMC approach, the chattering problems can be adaptively reduced on the line trajectory tracking signal. The adaptive fuzzy SMC achieved better performance with fast response compared with previous literature algorithms for similar plants.
单级倒立摆的自适应模糊滑模控制
滑模控制器(SMC)已成为一种流行的传统控制方法在工业中,由于最有效的控制策略采用非线性控制和抗干扰能力,特别是对于直线轨迹控制。然而,这种控制方法由于高频开关而存在抖振问题。针对这一缺点,传统的SMC采用人工智能方法来消除或减少抖振问题。本文研究了一种结合SMC算法的自适应模糊逻辑系统来解决这一问题。选择模糊逻辑是因为它在使用if-then思维处理非线性特性方面具有优势,而SMC方法则是因为它具有抑制干扰控制的能力。选择倒立摆作为被控对象,利用MATLAB/Simulink对该控制方法进行仿真研究。将模糊逻辑系统与SMC方法相结合,可以自适应地减小线路轨迹跟踪信号的抖振问题。与已有文献中类似对象的自适应模糊SMC算法相比,该算法具有更好的性能和更快的响应速度。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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