Genetic algorithm for some partitioning and sequencing problems

被引:1
|
作者
Borisovsky, Pavel [1 ]
机构
[1] Sobolev Inst Math, Novosibirsk, Russia
关键词
vehicle routing; production scheduling; genetic algorithm; dynamic programming; GPU computing;
D O I
10.1109/dynamics47113.2019.8944730
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this study, a generic optimization problem Part-Seq is formulated. It consists in partitioning the set of objects into smaller subsets and finding optimal sequences of elements in each subset. One well-known application of this problem is the vehicle routing problem. Another application considered in this paper is a multi-product sheduling problem that arises in chemical industry. A genetic algorithm for solving the problem is developed. The desing of the algorithm is quite generic and requires small adaptation to a particular application. To improve the solutions in the genetic algorithm, two additional steps are introduced: the parallel dynamic programming algorithm implemented on a graphical processing unit and a pool of best found permutations. The computational results are presented.
引用
收藏
页数:5
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