Complexity and Size Analysis of Hybrid System Modeling with Mixed Logical Dynamical Approach

Hamid Mahboubi, J. Habibi, B. Moshiri, Ali Khaki-Sedigh
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引用次数: 3

Abstract

Recently, a great amount of interest has been shown in the field of modeling and control of hybrid systems. One of the efficient methods in this area utilizes the mixed logical-dynamical (MLD) systems in the modeling. In this method, the system constraints are transformed into mixed-integer inequalities by defining some logic statements. In this paper, a system containing three tanks is modeled as a nonlinear switched system using the MLD framework. Regarding this three-tank modeling, an n-tank system is modeled and number of binary and continuous auxiliary variables and also number of mixed-integer inequalities are obtained in terms of n. Then, the system size and complexity due to increase in number of tanks are considered. It is concluded that as the number of tanks increases, the system size and complexity increase exponentially which hampers control of the system. Therefore, methods should be found which result in fewer variables
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基于混合逻辑动力学方法的混合系统建模复杂性和规模分析
近年来,混合动力系统的建模与控制问题引起了人们极大的兴趣。该领域的一种有效方法是利用混合逻辑-动态(MLD)系统建模。该方法通过定义一些逻辑语句,将系统约束转化为混合整数不等式。本文利用MLD框架将一个包含三个储罐的系统建模为非线性切换系统。在此三罐建模中,首先对一个n罐系统进行建模,得到以n为单位的二元连续辅助变量的个数和混合整数不等式的个数,然后考虑由于罐数增加而引起的系统规模和复杂性。结果表明,随着储罐数量的增加,系统的规模和复杂性呈指数级增长,这不利于系统的控制。因此,应该找到产生较少变量的方法
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