HYBRID CONNECTIONIST MODELING OF THE KINETICS OF THERMAL-DECOMPOSITION PROCESSES

Citation
C. Aldrich et Jsj. Vandeventer, HYBRID CONNECTIONIST MODELING OF THE KINETICS OF THERMAL-DECOMPOSITION PROCESSES, Thermochimica acta, 257, 1995, pp. 127-137
Citations number
16
Categorie Soggetti
Chemistry Analytical
Journal title
ISSN journal
00406031
Volume
257
Year of publication
1995
Pages
127 - 137
Database
ISI
SICI code
0040-6031(1995)257:<127:HCMOTK>2.0.ZU;2-U
Abstract
The kinetics of thermogravimetric decomposition reactions are often di fficult to model explicitly, because model parameters can depend on pr ocess conditions in an ill-defined way. Implicit kinetic models, such as those based on neural nets, often require extensive data and are no t usually suitable for extrapolation of experimental data. In this pap er it is shown that by combining explicit phenomenological models with artificial neural nets, more accurate modelling and extrapolation of these types of processes can be achieved.