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Low-rank iterative methods of periodic projected Lyapunov equations and their application in model reduction of periodic descriptor systemsBenner, Peter, Hossain, Mohammad-Sahadet, Stykel, Tatjana January 2011 (has links)
We discuss the numerical solution of large-scale sparse projected discrete-time periodic Lyapunov equations in lifted form which arise in model reduction of periodic descriptor systems. We extend the alternating direction implicit method and the Smith method to such equations. Low-rank versions of these methods are also presented, which can be used to compute low-rank approximations to the solutions of projected periodic Lyapunov equations in lifted form with low-rank right-hand side. Moreover, we consider an application of the Lyapunov solvers to balanced truncation model reduction of periodic discrete-time descriptor systems. Numerical results are given to illustrate the efficiency and accuracy of the proposed methods.:1 Introduction
2 Periodic descriptor systems
3 ADI method for causal lifted Lyapunov equations
4 Smith method for noncausal lifted Lyapunov equations
5 Application to model order reduction
6 Numerical results
7 Conclusions
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Parallel Order Reduction via Balanced Truncation for Optimal Cooling of Steel ProfilesBadía, José M., Benner, Peter, Mayo, Rafael, Quintana-Ortí, Enrique S., Quintana-Ortí, Gregorio, Saak, Jens 06 September 2006 (has links)
We employ two efficient parallel approaches to reduce a model arising from a semi-discretization of a controlled heat transfer process for optimal cooling of a steel profile. Both algorithms are based on balanced truncation but differ in the numerical method that is used to solve two dual generalized Lyapunov equations, which is the major computational task. Experimental results on a cluster of Intel Xeon processors compare the efficacy of the parallel model reduction algorithms.
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