Global Optimization for Parameter Estimation of Dynamic Systems
R. Paulen1, M. Fikar1, M. Čižniar1, M.A. Latifi2
1 Slovak University of Technology in Bratislava
2 LSGC - ENSIC Nancy
Abstract
This work deals with the problem of finding a global solution for parameter estimation problem of a dynamic system described by a set of ordinary differential equations (ODE). Deterministic spatial branch and bound optimization algorithm is used to find the solution of problem. Upper bound is generated by sequential approach to dynamic optimization problem. Lower bound is provided by a solution of convex relaxation of the original problem. Selected examples from chemical engineering are solved and the resulting solution is discussed.
Full paper
Session
Process Optimisation (Lecture)
Reference
Paulen, R., Fikar, M., Čižniar, M., Latifi, M.A.: Global Optimization for Parameter Estimation of Dynamic Systems. Editors: Fikar, M., Kvasnica, M., In Proceedings of the 17th International Conference on Process Control ’09, Štrbské Pleso, Slovakia, 86–92, 2009
BibTeX
| @inProceedings{pc09-046, | ||
| author | = { | Paulen, R. and Fikar, M. and Čižniar, M. and Latifi, M.A.}, |
| title | = { | Global Optimization for Parameter Estimation of Dynamic Systems}, |
| booktitle | = { | Proceedings of the 17th International Conference on Process Control '09}, |
| year | = { | 2009}, |
| pages | = { | 86-92}, |
| editor | = { | Fikar, M. and Kvasnica, M.}, |
| address | = { | Štrbské Pleso, Slovakia}, |
| publisher | = { | Slovak University of Technology in Bratislava}, |
| url | = { | http://www.kirp.chtf.stuba.sk/pc09/data/papers/046.pdf}} |