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On Non-Hermitian Positive (Semi)Definite Linear Algebraic Systems Arising from Dissipative Hamiltonian DAEs

Candan Güdücü, Jörg Liesen, Volker Mehrmann, Daniel B. Szyld

2022SIAM Journal on Scientific Computing16 citationsDOI

Abstract

We discuss different cases of dissipative Hamiltonian differential-algebraic equations and the linear algebraic systems that arise in their linearization or discretization. For each case we give examples from practical applications. An important feature of the linear algebraic systems is that the (non-Hermitian) system matrix has a positive definite or semidefinite Hermitian part. In the positive definite case we can solve the linear algebraic systems iteratively by Krylov subspace methods based on efficient three-term recurrences. We illustrate the performance of these iterative methods on several examples. The semidefinite case can be challenging and requires additional techniques to deal with the “singular part,” while the “positive definite part” can still be treated with the three-term recurrence methods.

Topics & Concepts

Positive-definite matrixMathematicsHermitian matrixAlgebraic numberLinearizationApplied mathematicsLinear systemDissipative systemAlgebra over a fieldHamiltonian (control theory)Singular point of an algebraic varietyPure mathematicsOrdinary differential equationDifferential equationMathematical analysisDifferential algebraic equationNonlinear systemEigenvalues and eigenvectorsMathematical optimizationPhysicsQuantum mechanicsMatrix Theory and AlgorithmsNumerical methods for differential equationsModel Reduction and Neural Networks