Title :
Balancing of partially-observed stochastic differential equations
Author :
Hartmann, Carsten ; Schütte, Christof
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;
Conference_Titel :
Decision and Control, 2008. CDC 2008. 47th IEEE Conference on
Conference_Location :
Cancun
Print_ISBN :
978-1-4244-3123-6
Electronic_ISBN :
0191-2216
DOI :
10.1109/CDC.2008.4739161