MODELING AND CONTROL OF A PACKED DISTILLATION COLUMN USING ARTIFICIALNEURAL NETWORKS

Citation
Jc. Macmurray et Dm. Himmelblau, MODELING AND CONTROL OF A PACKED DISTILLATION COLUMN USING ARTIFICIALNEURAL NETWORKS, Computers & chemical engineering, 19(10), 1995, pp. 1077-1088
Citations number
35
Categorie Soggetti
Computer Application, Chemistry & Engineering","Engineering, Chemical","Computer Science Interdisciplinary Applications
ISSN journal
00981354
Volume
19
Issue
10
Year of publication
1995
Pages
1077 - 1088
Database
ISI
SICI code
0098-1354(1995)19:10<1077:MACOAP>2.0.ZU;2-L
Abstract
Artificial neural networks, because they are nets of basis functions, can provide good empirical models of complex nonlinear processes that are useful for many purposes including process control. The modelling of a packed distillation column described here provides an interesting example of complex modeling because the column exhibits a change in t he sign of the gain under various operating conditions. We show how ar tificial neural networks can model the column, and demonstrate that th e network model is as good or better than a simplified first principle s model when used for model predictive control.