Application of neural networks to optimisation of process systems by dynamic programming

Citation
J. Dudczak et P. Stach, Application of neural networks to optimisation of process systems by dynamic programming, INZ CHEM PR, 22(3B), 2001, pp. 373-378
Citations number
4
Categorie Soggetti
Chemical Engineering
Journal title
INZYNIERIA CHEMICZNA I PROCESOWA
ISSN journal
02086425 → ACNP
Volume
22
Issue
3B
Year of publication
2001
Pages
373 - 378
Database
ISI
SICI code
0208-6425(2001)22:3B<373:AONNTO>2.0.ZU;2-G
Abstract
The possibility of employment of artificial neural networks for enhancement of dynamic programming in its application to the optimisation of process s ystems is studied in the paper. The neural networks are used in each subsys tem to approximate the dependence of optimal value of subsystem's objective function on the variables describing the state of the process streams feed ing the subsystem. The availability of the analytical form of the objective function greatly enhances the effectiveness of optimisation calculations i n the both phases of dynamic programming application.