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 :
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