DocumentCode
2249581
Title
Balancing of partially-observed stochastic differential equations
Author
Hartmann, Carsten ; Schütte, Christof
fYear
2008
fDate
9-11 Dec. 2008
Firstpage
4867
Lastpage
4872
Abstract
We study balanced truncation for stochastic differential equations. In doing so, we adopt ideas from large deviations theory and discuss notions of controllability and observability for dissipative Hamiltonian systems with degenerate noise term, also known as Langevin equations. For partially-observed Langevin equations, we illustrate model reduction by balanced truncation with an example from molecular dynamics and discuss aspects of structure-preservation.
Keywords
controllability; differential equations; observability; stochastic processes; Langevin equations; balanced truncation; controllability; dissipative Hamiltonian systems; observability; partially-observed stochastic differential equations; Control systems; Controllability; Covariance matrix; Differential equations; Friction; Principal component analysis; Stochastic processes; Stochastic resonance; Stochastic systems; White noise;
fLanguage
English
Publisher
ieee
Conference_Titel
Decision and Control, 2008. CDC 2008. 47th IEEE Conference on
Conference_Location
Cancun
ISSN
0191-2216
Print_ISBN
978-1-4244-3123-6
Electronic_ISBN
0191-2216
Type
conf
DOI
10.1109/CDC.2008.4739161
Filename
4739161
Link To Document