Dynamic–quadratic balancing: A computational approach to balancing and model reduction for affine nonlinear systems

IF 2.7 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Asian Journal of Control Pub Date : 2024-04-22 DOI:10.1002/asjc.3369
Mohammad Dikko S. Aliyu
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Abstract

In this paper, we discuss a new approach to balancing (known as dynamic–quadratic balancing) and model reduction for affine nonlinear system. We give a fresh look to balancing in terms of the dynamics of the system, rather than simply a structural property. With this perspective, we also develop a new approach to obtaining the balancing transformation in one step, instead of a three-step process as proposed in earlier methods. Further, we explore the relationship between quadratic balancing and input–output stability. In addition, we also develop a computational approach for obtaining the balancing transformation by solving a coupled system of PDEs or inequalities (Lyapunov/Hamilton–Jacobi type). After that, model reduction can be carried out in the conventional way using Hankel singular-value functions or using a new criterion. Finally, we present some examples to clarify the results.

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动态二次平衡:仿射非线性系统平衡和模型缩减的计算方法
在本文中,我们讨论了仿射非线性系统平衡(称为动态二次平衡)和模型还原的新方法。我们从系统动力学的角度,而非简单的结构属性,重新审视了平衡问题。从这个角度出发,我们还开发了一种新方法,可以一步获得平衡变换,而不是像以前的方法那样需要三步。此外,我们还探讨了二次平衡与输入输出稳定性之间的关系。此外,我们还开发了一种计算方法,通过求解耦合的 PDE 或不等式系统(Lyapunov/Hamilton-Jacobi 类型)来获得平衡变换。之后,可以使用汉克尔奇异值函数或新标准以传统方式进行模型还原。最后,我们列举了一些例子来阐明结果。
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
Asian Journal of Control
Asian Journal of Control 工程技术-自动化与控制系统
CiteScore
4.80
自引率
25.00%
发文量
253
审稿时长
7.2 months
期刊介绍: The Asian Journal of Control, an Asian Control Association (ACA) and Chinese Automatic Control Society (CACS) affiliated journal, is the first international journal originating from the Asia Pacific region. The Asian Journal of Control publishes papers on original theoretical and practical research and developments in the areas of control, involving all facets of control theory and its application. Published six times a year, the Journal aims to be a key platform for control communities throughout the world. The Journal provides a forum where control researchers and practitioners can exchange knowledge and experiences on the latest advances in the control areas, and plays an educational role for students and experienced researchers in other disciplines interested in this continually growing field. The scope of the journal is extensive. Topics include: The theory and design of control systems and components, encompassing: Robust and distributed control using geometric, optimal, stochastic and nonlinear methods Game theory and state estimation Adaptive control, including neural networks, learning, parameter estimation and system fault detection Artificial intelligence, fuzzy and expert systems Hierarchical and man-machine systems All parts of systems engineering which consider the reliability of components and systems Emerging application areas, such as: Robotics Mechatronics Computers for computer-aided design, manufacturing, and control of various industrial processes Space vehicles and aircraft, ships, and traffic Biomedical systems National economies Power systems Agriculture Natural resources.
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