Title :
Parallel solution of large-scale algebraic Bernoulli equations with the matrix sign function method
Author :
Barrachina, Sergio ; Benner, Peter ; Quintana-Ortí, Enrique S.
Author_Institution :
Depto. de Ingenieria y Ciencia de Computadores, Univ. Jaume I, Castellon, Spain
Abstract :
We investigate the numerical solution of algebraic Bernoulli equations via the Newton iteration for the matrix sign function. Bernoulli equations are nonlinear matrix equations arising in control and systems theory in the context of stabilization of linear systems, coprime factorization of rational matrix-valued functions, as well as model reduction. The algorithm proposed here is easily parallelizable and thus provides an efficient tool to solve large-scale problems. We report the parallel performance and scalability of our parallel implementations on an IBM Regatta system. Efficiencies around 80% and higher are obtained for using a reduced number of nodes.
Keywords :
Newton method; linear systems; mathematics computing; matrix algebra; nonlinear equations; parallel algorithms; IBM Regatta system; Newton iteration; coprime factorization; large-scale algebraic Bernoulli equations; large-scale systems; linear system stability; matrix algebra; matrix sign function method; model reduction; nonlinear matrix equations; parallel algorithms; parallel solution; rational matrix-valued functions; reduced order systems; Concurrent computing; Differential algebraic equations; Differential equations; Feedback; Large-scale systems; Linear systems; Nonlinear equations; Reduced order systems; Riccati equations; Symmetric matrices;
Conference_Titel :
Parallel Processing, 2005. ICPP 2005 Workshops. International Conference Workshops on
Print_ISBN :
0-7695-2381-1
DOI :
10.1109/ICPPW.2005.68