DocumentCode :
15197
Title :
Cigarette Production Scheduling by Combining Workflow Model and Immune Algorithm
Author :
Xingquan Zuo ; Wei Tan ; Huiping Lin
Author_Institution :
Comput. Sch., Beijing Univ. of Posts & Telecommun., Beijing, China
Volume :
11
Issue :
1
fYear :
2014
fDate :
Jan. 2014
Firstpage :
251
Lastpage :
264
Abstract :
Cigarette production scheduling is vital in improving production efficiency and reducing supply delay. In this paper, a workflow model combined with an immune algorithm is proposed to solve this problem for improving production efficiency. First, the problem is formulated as a mixed-integer quadratically constrained programming model. Afterwards, the problem is transformed into a workflow resource allocation one. Based on this model, an immune algorithm is presented to find a set of activity priorities that are combined with dispatching rules to allocate resources. Activity priorities are represented by antibodies and evaluated by simulation runs on the workflow model. The proposed approach is applied to several production scheduling instances, and results are compared with other approaches. Experiments show that the result from the proposed approach is substantially better than those obtained from other approaches. It is demonstrated that our approach can effectively reduce production tardiness and improve efficiency.
Keywords :
dispatching; integer programming; production control; quadratic programming; resource allocation; scheduling; tobacco products; activity priorities; antibodies; cigarette production scheduling; dispatching rules; immune algorithm; mixed-integer quadratically constrained programming model; production efficiency; production tardiness reduction; supply delay reduction; workflow model; workflow resource allocation; Computational modeling; Dispatching; Job shop scheduling; Manufacturing; Schedules; Artificial immune system; cigarette production scheduling; immune algorithm; workflow model;
fLanguage :
English
Journal_Title :
Automation Science and Engineering, IEEE Transactions on
Publisher :
ieee
ISSN :
1545-5955
Type :
jour
DOI :
10.1109/TASE.2012.2227728
Filename :
6414611
Link To Document :
بازگشت