An iterative method for the low-rank approximate solution of a class of generalized Lyapunov equations is studied. At each iteration, a standard Lyapunov equation is solved using Galerkin projection with an extended Krylov subspace method. This Lyapunov equation is solved inexactly, thus producing a nonstationary iteration. Several theoretical and computational issues are discussed so as to make the iteration efficient. Numerical experiments indicate that this method is competitive vis-à-vis the current state-of-the-art methods, both in terms of computational times and storage needs.

Efficient low-rank solution of generalized Lyapunov equations

V Simoncini;
2016

Abstract

An iterative method for the low-rank approximate solution of a class of generalized Lyapunov equations is studied. At each iteration, a standard Lyapunov equation is solved using Galerkin projection with an extended Krylov subspace method. This Lyapunov equation is solved inexactly, thus producing a nonstationary iteration. Several theoretical and computational issues are discussed so as to make the iteration efficient. Numerical experiments indicate that this method is competitive vis-à-vis the current state-of-the-art methods, both in terms of computational times and storage needs.
2016
Istituto di Matematica Applicata e Tecnologie Informatiche - IMATI -
Krylov-subspace methods
Linear systems
Iterative methods
Lyapunov equations
File in questo prodotto:
File Dimensione Formato  
prod_348212-doc_121541.pdf

accesso aperto

Descrizione: Efficient low-rank solution of generalized Lyapunov equations
Tipologia: Versione Editoriale (PDF)
Dimensione 364.62 kB
Formato Adobe PDF
364.62 kB Adobe PDF Visualizza/Apri
prod_348212-doc_155227.pdf

solo utenti autorizzati

Descrizione: Efficient low-rank solution of generalized Lyapunov equations
Tipologia: Versione Editoriale (PDF)
Dimensione 321.55 kB
Formato Adobe PDF
321.55 kB Adobe PDF   Visualizza/Apri   Richiedi una copia

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/20.500.14243/309786
Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus 35
  • ???jsp.display-item.citation.isi??? 31
social impact