Scheduling a Galvanizing Line by Ant Colony Optimization

被引:0
|
作者
Fernandez, Silvino [1 ]
Alvarez, Segundo [1 ]
Diaz, Diego [1 ]
Iglesias, Miguel [1 ]
Ena, Borja [1 ]
机构
[1] ArcelorMittal Global R&D Asturias, Aviles 33400, Asturias, Spain
来源
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暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we describe the successful use of ACO to schedule a real galvanizing line in a steel making company, and the challenge of putting the algorithm to use in an industrial environment. The sequencing involves several calculations in parallel to figure out the best sequence considering the evolution of each important parameter: width, thickness, thermal cycle, weldability, etc. For solving this combinatorial (NP-hard) problem, new necessity arose to develop an intelligent algorithm able to optimize the scheduling, avoiding traditional manual calculations. Hence, ACO is proposed to translate the scheduling rules and current criteria into a set of technical constraints and cost functions to assure a good solution in a short calculation time.
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收藏
页码:146 / 157
页数:12
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