Model Reduction of Interconnected Linear Systems Using Structured Gramians
نویسندگان
چکیده
The problem of structure-preserving model reduction of interconnected linear systems is considered in this paper. The problem is interesting because networked models often have high order, and standard model-reduction methods usually do not preserve interconnection structure. As a tool, balanced truncation and block-diagonal generalized controllability and observability Gramians are used. Block-diagonal generalized Gramians do not exist for all interconnected systems, but a class of systems that always has such Gramians is identified. Furthermore, it is shown how general interconnected systems can be associated with interconnected systems in this class. The block-diagonal Gramians are then used to compute the reduced models and also yield asymptotic a priori approximation error bounds and stability guarantees for the reduced models.
منابع مشابه
Model reduction of modular systems using balancing methods
2. Model reduction via balancing techniques 2 2.1. Gramians for linear, time-invariant systems . . . . . . . . . . . . . . . . . . . . 3 2.2. Empirical gramians for nonlinear systems . . . . . . . . . . . . . . . . . . . . . 5 2.3. Calculating the balancing transformation . . . . . . . . . . . . . . . . . . . . . . 7 2.4. Model reduction . . . . . . . . . . . . . . . . . . . . . . . . . . . . ....
متن کاملLyapunov Equations, Energy Functionals, and Model Order Reduction of Bilinear and Stochastic Systems
We discuss the relation of a certain type of generalized Lyapunov equations to Gramians of stochastic and bilinear systems together with the corresponding energy functionals. While Gramians and energy functionals of stochastic linear systems show a strong correspondence to the analogous objects for deterministic linear systems, the relation of Gramians and energy functionals for bilinear system...
متن کاملBalanced Truncation Model Order Reduction for Quadratic-bilinear Control Systems
We discuss balanced truncation model order reduction for large-scale quadraticbilinear (QB) systems. Balanced truncation for linear systems mainly involves the computation of the Gramians of the system, namely reachability and observability Gramians. These Gramians are extended to a general nonlinear setting in Scherpen (1993), where it is shown that Gramians for nonlinear systems are the solut...
متن کاملEmpirical Balanced Truncation of Nonlinear Systems
Novel constructions of empirical controllability and observability gramians for nonlinear systems for subsequent use in a balanced truncation style of model reduction are proposed. The new gramians are based on a generalisation of the fundamental solution for a Linear Time-Varying system. Relationships between the given gramians for nonlinear systems and the standard gramians for both Linear Ti...
متن کاملGramians of Structured Systems and an Error Bound for Structure-preserving Model Reduction *
In this paper a general framework is posed for defining the reachability and controllability gramians of structured linear dynamical systems. The novelty is that a formula for the gramian is given in the frequency domain. This formulation is surprisingly versatile and may be applied in a variety of structured problems. Moreover, this formulation enables a rather straightforward development of a...
متن کامل