A comparison of simulated annealing algorithms in the scheduling of multiproduct serial batch plants

Citation
Vr. Ahon et al., A comparison of simulated annealing algorithms in the scheduling of multiproduct serial batch plants, BRAZ J CH E, 17(2), 2000, pp. 199-209
Citations number
10
Categorie Soggetti
Chemical Engineering
Journal title
BRAZILIAN JOURNAL OF CHEMICAL ENGINEERING
ISSN journal
01046632 → ACNP
Volume
17
Issue
2
Year of publication
2000
Pages
199 - 209
Database
ISI
SICI code
0104-6632(200006)17:2<199:ACOSAA>2.0.ZU;2-B
Abstract
In this work, several simulated annealing algorithms presented in the liter ature as solutions to different problems were compared in the scheduling of multiproduct serial batch plants. A systematic performance study of the or iginal algorithm, based on the Boltzmann statistics, and a recently propose d algorithm, based on the Tsallis statistics, were analyzed for three diffe rent annealing schemes. It was observed that performance (defined in terms of the number of configurations) is more sensitive to the annealing scheme than to the statistics used. We also observed that the overall performance of the simulated annealing procedure is very dependent on the parameters of the algorithm and on the kind and size of the problems. For large problems , algorithms based on the Tsallis statistics converged to the global minimu m more frequently than those based on the Boltzmann statistics, although th ey needed a larger number of configurations to obtain the results.