Optimization-based disjoint and overlapping epsilon decompositions of large-scale dynamical systems via graph theory

被引:1
作者
Maleki, Sahar [1 ]
Zarabadipour, Hassan [1 ]
Rahmani, Mehdi [1 ]
机构
[1] Imam Khomeini Int Univ, Fac Engn, Dept Elect Engn, Qazvin, Iran
关键词
Large-scale systems; Disjoint and overlapping epsilon; decompositions; Graph theory; Optimization; DECENTRALIZED CONTROL; LINEAR-SYSTEMS; STABILITY; ALGORITHM; NETWORKS;
D O I
10.1016/j.jpdc.2024.104953
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
To address the complexity challenge of a large-scale system, the decomposition into smaller subsystems is very crucial and demanding for distributed estimation and control purposes. This paper proposes novel optimizationbased approaches to decompose a large-scale system into subsystems that are either weakly coupled or weakly coupled with overlapping components. To achieve this goal, first, the epsilon decomposition of large-scale systems is examined. Then, optimization frameworks are presented for disjoint and overlapping decompositions utilizing bipartite graphs. Next, the proposed decomposition algorithms are represented for particular cases of large-scale systems using directed graphs. In contrast to the existing user-based techniques, the proposed optimization-based methods can reach the solution rapidly and systematically. At last, the capability and efficiency of the proposed algorithms are investigated by conducting simulations on three case studies, which include a practical distillation column, a modified benchmark model, and the IEEE 118-bus power system.
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页数:17
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