DocumentCode :
3622018
Title :
Ant stigmergy on the grid: optimizing the cooling process in continuous steel casting
Author :
P. Korosec;J. Silc;B. Filipic;E. Laitinen
Author_Institution :
Dept. of Comput. Syst., Jozef Stefan Inst., Ljubljana, Slovenia
fYear :
2006
fDate :
6/28/1905 12:00:00 AM
Abstract :
The paper presents a new distributed metaheuristic algorithm in an optimal control problem related to the cooling process in the continuous casting of steel. The optimization task is to tune 18 coolant flows in the caster secondary cooling system to achieve the target surface temperatures along the slab. Sequential search algorithms are proved inefficient for this problem because they take too much time to compute an appropriate solution. For this reason a new distributed search algorithm based on stigmergy perceived in ant colony was developed. The algorithm was run on the grid that allows us to solve this optimization problem in much shorter time. As a matter of fact, the computation time can be decreased from half a day to a few hours without any decrease in the solution quality
Keywords :
"Cooling","Steel","Casting","Ant colony optimization","Coolants","Cost function","Constraint optimization","Intelligent systems","Optimal control","Temperature"
Publisher :
ieee
Conference_Titel :
Parallel and Distributed Processing Symposium, 2006. IPDPS 2006. 20th International
Print_ISBN :
1-4244-0054-6
Type :
conf
DOI :
10.1109/IPDPS.2006.1639516
Filename :
1639516
Link To Document :
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