Title :
An artificial bee colony based hyper-heuristic approach for inter-cell scheduling considering transportation capacity
Author :
Zhi, Li ; Yunna, Tian ; Dan, Zheng ; Zhaohe, Liu ; Dongni, Li
Author_Institution :
School of Computer Science, Beijing Institute of Technology, Beijing 100081
Abstract :
The existence of inter-cell transfers has made the idea of creating completely independent cells impossible in cellular manufacturing systems (CMS). In this paper, an inter-cell scheduling problem with a transportation capacity constraint is analyzed in the context of the equipment manufacturing, which is essentially the coordination between intra-cell part production and inter-cell transportation. An artificial bee colony (ABC)-based hyper-heuristic with decision block (AHD) approach is proposed, in which a dynamic decision block strategy is used to adaptively group several decision-making points into one, namely decision block, and ABC is used for the selection of suitable rules for each decision block, respectively. A comparison between AHD and a heuristic-search genetic algorithm is conducted. The computational result has shown a better performance of the proposed method in minimizing total weighted tardiness.
Keywords :
Decision making; Heuristic algorithms; Job shop scheduling; Processor scheduling; Vehicle dynamics; Vehicles; Scheduling; decision block; hyper-heuristic; transportation;
Conference_Titel :
Control Conference (CCC), 2015 34th Chinese
Conference_Location :
Hangzhou, China
DOI :
10.1109/ChiCC.2015.7260044