MORpH: Model reduction of linear port-Hamiltonian systems in MATLAB

IF 0.7 4区 计算机科学 Q4 AUTOMATION & CONTROL SYSTEMS At-Automatisierungstechnik Pub Date : 2023-06-01 DOI:10.1515/auto-2022-0119
Tim Moser, Julius Durmann, Maximilian Bonauer, B. Lohmann
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引用次数: 1

Abstract

Abstract We present a novel software toolbox MORpH for the efficient storage, analysis, interconnection and structure-preserving model order reduction (MOR) of linear port-Hamiltonian differential-algebraic equation systems (pH-DAEs). The model class of pH-DAEs enables energy-based modeling and a flexible coupling of models across different physical domains. This makes them particularly suited for the simulation and control of complex technical systems. To promote the use of recent theoretical findings in engineering practice, efficient software solutions are required. In this work, we illustrate how possibly large-scale pH-DAEs can be efficiently stored and interconnected in MATLAB in an object-oriented way. We discuss three structure-preserving MOR strategies that are supported by MORpH and demonstrate the application and performance of selected MOR algorithms by means of two benchmark examples.
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MORpH:线性端口-哈密顿系统的模型约简
摘要提出了一种新的软件工具箱MORpH,用于线性端口-哈密顿微分-代数方程组(pH-DAEs)的高效存储、分析、互连和保持结构的模型降阶(MOR)。pH-DAEs的模型类支持基于能量的建模和跨不同物理域的模型的灵活耦合。这使得它们特别适合于复杂技术系统的模拟和控制。为了促进在工程实践中使用最新的理论发现,需要有效的软件解决方案。在这项工作中,我们说明了如何以面向对象的方式在MATLAB中有效地存储和连接大规模pH-DAEs。讨论了MORpH支持的三种保持结构的MOR策略,并通过两个基准示例演示了所选MOR算法的应用和性能。
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来源期刊
At-Automatisierungstechnik
At-Automatisierungstechnik 工程技术-自动化与控制系统
CiteScore
2.00
自引率
10.00%
发文量
99
审稿时长
6-12 weeks
期刊介绍: Automatisierungstechnik (AUTO) publishes articles covering the entire range of automation technology: development and application of methods, the operating principles, characteristics, and applications of tools and the interrelationships between automation technology and societal developments. The journal includes a tutorial series on "Theory for Users," and a forum for the exchange of viewpoints concerning past, present, and future developments. Automatisierungstechnik is the official organ of GMA (The VDI/VDE Society for Measurement and Automatic Control) and NAMUR (The Process-Industry Interest Group for Automation Technology). Topics control engineering digital measurement systems cybernetics robotics process automation / process engineering control design modelling information processing man-machine interfaces networked control systems complexity management machine learning ambient assisted living automated driving bio-analysis technology building automation factory automation / smart factories flexible manufacturing systems functional safety mechatronic systems.
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