2016级博士生湛荣鑫论文在IEEE Trans.ASE发表
祝贺湛荣鑫同学所撰写的论文“Automatic Design of Intercell Scheduling Heuristics”在IEEE Trans.ASE发表。希望其他同学向湛荣鑫同学学习,早日产出优质的学术成果!
论文简要内容如下:
题目:Automatic Design of Intercell Scheduling Heuristics
作者:Dongni Li , Rongxin Zhan, Shaofeng Du, Xuhui Wu, and Shuai Wang
摘要:Though intercell scheduling problems have been studied in the literature, extant algorithms can hardly come into play in practice. This is because of two reasons: 1) transportation among cells, which is important for practical intercell scheduling, has not been adequately considered and 2) the problem size is large in practice, which may lead to intolerable computation efficiency. The motivation of this paper is to automatically design intercell scheduling heuristics that are suitable for practical application. A genetic programming algorithm with a pretraining strategy (GP-PS) is proposed. Production within cells and transportation among cells are simultaneously considered, and a cooperative coevolutionary framework is designed. To evolve better heuristics, a PS is developed. A speedup strategy is designed to accelerate the evolutionary process. Comparative experiments are conducted with other GP-based algorithms, speedup strategies, and with some state-of-the-art intercell scheduling algorithms. GP-PS is also put into use in a large manufacturing enterprise of China. Computational experiments and application results both verify the effectiveness of GP-PS.
关键词:Genetic programming (GP), grammatical evolution (GE), heuristic rules, intercell scheduling.
(审核:李冬妮)