Journal of Systems Engineering and Electronics ›› 2014, Vol. 25 ›› Issue (4): 609-.doi: 10.1109/JSEE.2014.00071
• SYSTEMS ENGINEERING • Previous Articles Next Articles
Shixin Liu*, Di Chen, and Yifan Wang
Online:
Published:
Abstract:
A memetic algorithm (MA) for a multi-mode resourceconstrained project scheduling problem (MRCPSP) is proposed. We use a new fitness function and two very effective local search procedures in the proposed MA. The fitness function makes use of a mechanism called “strategic oscillation” to make the search process have a higher probability to visit solutions around a “feasible boundary”. One of the local search procedures aims at improving the lower bound of project makespan to be less than a known upper bound, and another aims at improving a solution of an MRCPSP instance accepting infeasible solutions based on the new fitness function in the search process. A detailed computational experiment is set up using instances from the problem instance library PSPLIB. Computational results show that the proposed MA is very competitive with the state-of-the-art algorithms. The MA obtains improved solutions for one instance of set J30.
Shixin Liu, Di Chen, and Yifan Wang. Memetic algorithm for multi-mode resource-constrained project scheduling problems[J]. Journal of Systems Engineering and Electronics, 2014, 25(4): 609-.
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URL: https://www.jseepub.com/EN/10.1109/JSEE.2014.00071
https://www.jseepub.com/EN/Y2014/V25/I4/609