Estimation of the domain of attraction for continuous-time saturated positive polynomial fuzzy systems based on novel analysis and convexification strategies

IF 3.2 1区 数学 Q2 COMPUTER SCIENCE, THEORY & METHODS Fuzzy Sets and Systems Pub Date : 2024-10-18 DOI:10.1016/j.fss.2024.109155
Meng Han , Yongjie Huang , Ge Guo , H.K. Lam , Zhengsong Wang
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Abstract

In this paper, the domain of attraction (DOA) of the continuous-time positive polynomial fuzzy systems subject to input saturation is estimated by using the level set of the linear copositive Lyapunov function. To relax the estimation of DOA, the restriction on the level set is removed by embedding the expression of the level set into the stability conditions and positivity conditions. Referring to the nonconvex terms caused by above novel analysis strategy, some polynomial inequality lemmas are proposed to handle them; the nonconvex terms caused by imperfect premise matching (IPM) nonlinear membership functions are dealt with by sector nonlinear methods and advanced Chebyshev membership-function-dependent (MFD) methods. In this advanced MFD method, the state space segmentation and polynomial order selection of the Chebyshev approximation method are improved based on breakpoints of the first derivative and curvature, respectively, which is helpful to reduce the conservatism and computational burden of the result. Thus, this advanced Chebyshev MFD method not only optimizes the convexification strategy, but also can further be extended to estimate the DOA when it is used to introduce the membership functions information for convex stability and positivity conditions. Finally, a numerical example and the lipoprotein metabolism and potassium ion transfer nonlinear model are presented to validate the effectiveness and feasibility of the aforementioned analysis and convexification strategies in the expansion of DOA estimation.
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基于新型分析和凸化策略的连续时间饱和正多项式模糊系统吸引力域估计
本文利用线性共正 Lyapunov 函数的水平集来估计受输入饱和影响的连续时间正多项式模糊系统的吸引域(DOA)。为了放宽对 DOA 的估计,通过将水平集的表达式嵌入稳定性条件和正向性条件,消除了对水平集的限制。针对上述新颖分析策略引起的非凸项,提出了一些多项式不等式定理来处理它们;对于不完全前提匹配(IPM)非线性成员函数引起的非凸项,则采用扇形非线性方法和高级切比雪夫成员函数依赖(MFD)方法来处理。在这种先进的 MFD 方法中,切比雪夫近似方法的状态空间分割和多项式阶数选择分别根据一阶导数和曲率的断点进行了改进,这有助于减少结果的保守性和计算负担。因此,这种先进的切比雪夫 MFD 方法不仅优化了凸化策略,而且当它用于引入凸稳定性和正性条件的成员函数信息时,还能进一步扩展到估计 DOA。最后,通过一个数值实例和脂蛋白代谢与钾离子传递非线性模型,验证了上述分析和凸化策略在扩展 DOA 估计中的有效性和可行性。
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来源期刊
Fuzzy Sets and Systems
Fuzzy Sets and Systems 数学-计算机:理论方法
CiteScore
6.50
自引率
17.90%
发文量
321
审稿时长
6.1 months
期刊介绍: Since its launching in 1978, the journal Fuzzy Sets and Systems has been devoted to the international advancement of the theory and application of fuzzy sets and systems. The theory of fuzzy sets now encompasses a well organized corpus of basic notions including (and not restricted to) aggregation operations, a generalized theory of relations, specific measures of information content, a calculus of fuzzy numbers. Fuzzy sets are also the cornerstone of a non-additive uncertainty theory, namely possibility theory, and of a versatile tool for both linguistic and numerical modeling: fuzzy rule-based systems. Numerous works now combine fuzzy concepts with other scientific disciplines as well as modern technologies. In mathematics fuzzy sets have triggered new research topics in connection with category theory, topology, algebra, analysis. Fuzzy sets are also part of a recent trend in the study of generalized measures and integrals, and are combined with statistical methods. Furthermore, fuzzy sets have strong logical underpinnings in the tradition of many-valued logics.
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