Stability Analysis of Model-Free Adaptive Fuzzy Logic Control System Applied for Liquid Level Control in Soda Production.

IF 0.7 Q4 COMPUTER SCIENCE, INFORMATION SYSTEMS
S. Yordanova, M. Slavov
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引用次数: 0

Abstract

Efficient control of liquid level - in a carbonization column (CCl) of soda ash production plants - is a difficult task because the plants are nonlinear, subjected to disturbances and lack a reliable mathematical model. To attain such efficient control, model-free fuzzy logic controllers (FLC) based on empirical knowledge are successfully developed and implemented, and adaptation mechanisms are added to aid the FLC tuning and compensate for plant changes. However, the stability analysis - of the adaptive FLC (AFLC) systems - is a critical issue that needs addressing. For this reason, the current investigation is devoted to the development of a method for analyzing AFLC system stability using robust stability and robust performance criteria. The suggested method is employed for the stability analysis of a designed PID AFLC utilized for liquid level control in an industrial CCl. The obtained results reveal that the AFLC preserves stability and high system performance in the whole range of adaptation and considered changes of the plant and the operation conditions. Moreover, the results unveil that the developed method can also be applied for the design of a robust FLC system that competes with adaptive counterparts.
无模型自适应模糊控制系统在纯碱生产液位控制中的稳定性分析。
由于纯碱生产装置的炭化塔(CCl)是非线性的,容易受到干扰,并且缺乏可靠的数学模型,因此对其液位进行有效控制是一项艰巨的任务。为了实现这种有效的控制,成功地开发和实现了基于经验知识的无模型模糊逻辑控制器(FLC),并添加了自适应机制来帮助FLC调节和补偿植物变化。然而,自适应FLC (AFLC)系统的稳定性分析是一个需要解决的关键问题。基于这个原因,目前的研究致力于开发一种利用鲁棒稳定性和鲁棒性能标准分析AFLC系统稳定性的方法。采用该方法对已设计的用于工业CCl液位控制的PID AFLC进行了稳定性分析。结果表明,该方法在整个适应范围内保持了系统的稳定性和高性能,并考虑了装置和运行条件的变化。此外,研究结果表明,所开发的方法也可以应用于鲁棒FLC系统的设计,与自适应系统竞争。
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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CiteScore
0.20
自引率
14.30%
发文量
0
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