EPSRC Reference: |
EP/E002269/1 |
Title: |
Stochastic PDEs Arising in Conditional Path Sampling |
Principal Investigator: |
Hairer, Professor M |
Other Investigators: |
|
Researcher Co-Investigators: |
|
Project Partners: |
|
Department: |
Mathematics |
Organisation: |
University of Warwick |
Scheme: |
Standard Research |
Starts: |
31 March 2007 |
Ends: |
30 March 2010 |
Value (£): |
198,836
|
EPSRC Research Topic Classifications: |
Mathematical Analysis |
Numerical Analysis |
|
EPSRC Industrial Sector Classifications: |
No relevance to Underpinning Sectors |
|
|
Related Grants: |
|
Panel History: |
|
Summary on Grant Application Form |
We analyze a stochastic PDE (SPDE) based approach to sampling paths of SDEs, conditional on observations. The SPDEs are derived by generalizing the Langevin equation to infinite dimensions. Problems which can be tackled by this methodology include the sampling of paths subject to two end-point conditions (bridges) and nonlinear filter/smoothers. Applications include rare event sampling in molecular systems, econometrics, data assimilation and signal processing. The aims of the proposal are: (i) to put the subject on a firm theoretical foundation, by studying the existence, uniqueness, regularity and ergodicity of the resulting SPDEs; (ii) to develop a theoretical understanding of effective computational algorithms, based on the path space density giving rise to the SPDEs, by combining discretization and MCMC methods.
|
Key Findings |
This information can now be found on Gateway to Research (GtR) http://gtr.rcuk.ac.uk
|
Potential use in non-academic contexts |
This information can now be found on Gateway to Research (GtR) http://gtr.rcuk.ac.uk
|
Impacts |
Description |
This information can now be found on Gateway to Research (GtR) http://gtr.rcuk.ac.uk |
Summary |
|
Date Materialised |
|
|
Sectors submitted by the Researcher |
This information can now be found on Gateway to Research (GtR) http://gtr.rcuk.ac.uk
|
Project URL: |
|
Further Information: |
|
Organisation Website: |
http://www.warwick.ac.uk |