DocumentCode :
515256
Title :
MDE based Memetic Algorithm using OpenMP and its application in engineering project scheduling problems with dynamic due dates
Author :
Yang, Yan ; Ya-chen, Liu ; Liu-feng, Du ; Chun-guang, Chang ; Da-zhi, Wang ; Ding-wei, Wang
Author_Institution :
Sch. of Manage., Shenyang Jianzhu Univ., Shenyang, China
Volume :
1
fYear :
2010
fDate :
9-10 Jan. 2010
Firstpage :
399
Lastpage :
403
Abstract :
A multi-population DE based Memetic Algorithm using OpenMP is proposed, and applied to a kind of engineering project problems which can be modeled by single machine total weighted tardiness problems with dynamic due dates. The multi-population scheme and a best-survival individual synchronous updating strategy are introduced to simultaneously refresh the sub-populations in the same thread. The searching ability of the algorithm is improved by the differential evolutionary Memetic algorithm which is formulated by incorporating a local search method for the best individual in each sub-population into DE. The effectiveness of the algorithm is proved by a series of engineering project scheduling based simulation experiments.
Keywords :
dynamic scheduling; evolutionary computation; search problems; single machine scheduling; MDE; OpenMP; dynamic due dates; engineering project scheduling problems; individual synchronous updating strategy; local search method; memetic algorithm; multipopulation differential evolutionary algorithm; searching ability; single machine scheduling; tardiness problems; Application software; Concurrent computing; Dynamic scheduling; Evolutionary computation; Mechatronics; Model driven engineering; Multidimensional systems; Optimization methods; Scheduling algorithm; Single machine scheduling; Differential Evolutionary; Engineering Project; Memetic Algorithm; Multi-population; Scheduling;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Logistics Systems and Intelligent Management, 2010 International Conference on
Conference_Location :
Harbin
Print_ISBN :
978-1-4244-7331-1
Type :
conf
DOI :
10.1109/ICLSIM.2010.5461394
Filename :
5461394
Link To Document :
بازگشت