Scheduling and optimisation of batch plants: model development and comparison of approaches

被引:2
|
作者
Tan, Yaqing [1 ,2 ]
Huang, Wei [1 ]
Sun, Yanming [2 ]
Yue, Yong [1 ]
机构
[1] Univ Bedfordshire, Dept Comp Sci & Technol, Luton LU1 3JU, Beds, England
[2] South China Univ Technol, Sch Business Adm, Guangzhou 510640, Guangdong, Peoples R China
关键词
batch plants; scheduling; optimisation; complex constraints; comparison; genetic algorithms; constraint programming; search strategy;
D O I
10.1504/IJCAT.2014.062359
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The application of parallel machines and storage facilities provides flexibility but raises challenges for batch plants. This research proposes a scheduling model in batch plants, considering complex real-world constraints that were seldom addressed together. Two optimisation approaches, genetic algorithm (GA) and constraint programming (CP), are applied to solve the complex batch plant scheduling problem. A case study and scalability tests are conducted to investigate different performance of GA and CP in the problem to prepare for further research application. It is found that the CP approach has a better performance in solving batch plant scheduling problems with complex constraints although it needs longer time. The 'restart' search strategy is better than two other search strategies for the CP approach.
引用
收藏
页码:227 / 238
页数:12
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