A new constraint programming model and solving for the cyclic hoist scheduling problem

被引:5
|
作者
Wallace, Mark [1 ]
Yorke-Smith, Neil [2 ]
机构
[1] Monash Univ, Melbourne, Vic, Australia
[2] Delft Univ Technol, Delft, Netherlands
关键词
Constraint programming; Hoist scheduling; Modelling; MiniZinc; HYBRID ALGORITHM; ROBOTIC CELL;
D O I
10.1007/s10601-020-09316-z
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The cyclic hoist scheduling problem (CHSP) is a well-studied optimisation problem due to its importance in industry. Despite the wide range of solving techniques applied to the CHSP and its variants, the models have remained complicated and inflexible, or have failed to scale up with larger problem instances. This article re-examines modelling of the CHSP and proposes a new simple, flexible constraint programming formulation. We compare current state-of-the-art solving technologies on this formulation, and show that modelling in a high-level constraint language, MiniZinc, leads to both a simple, generic model and to computational results that outperform the state of the art. We further demonstrate that combining integer programming and lazy clause generation, using the multiple cores of modern processors, has potential to improve over either solving approach alone.
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页码:319 / 337
页数:19
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