Integrating Multilevel Graph Partitioning with Hierarchical Set Oriented Methods for the Analysis of Dynamical Systems(June 2005)
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AbstractDynamical systems from real applications are usually very complex and difficult to handle. Re- cently, the combination of hierarchical set oriented methods and of multilevel graph partitioning methods has been used for the analysis of the almost invariant sets of the system which are a key characteristic of dynamical systems. Both approaches include their own multilevel mechanisms. In this paper we interlock these multilevel approaches by integrating graph partitioning techniques di- rectly in the hierarchical set oriented paradigm. Our experimental results show that this interlocked approach leads us to a robust and successful method for analyzing the almost invariant sets. It is important to mention that the work in this direction not only incorporates the handling of contin- uous and discrete structures but also requires the interlock between numerical, algebraic and graph theoretic concepts.
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