Title :
Harmony search algorithm for flexible manufacturing system (FMS) machine loading problem
Author :
Yusof, Umi Kalsom ; Budiarto, Rahmat ; Deris, Safaai
Author_Institution :
Sch. of Comput. Sci., Univ. Sains Malaysia, Minden, Malaysia
Abstract :
Product competitiveness, shorter product life cycle and increased product varieties are posing mere challenges to the manufacturing industries. The situation poses a need to improve the effectiveness and efficiency of capacity planning and resource optimization while still maintaining their flexibilities. Machine loading - one of the important components of capacity planning is known for its complexity that encompasses various types of flexibilities pertaining to part selection, machine and operation assignment along with constraints. The main objective of the flexible manufacturing system (FMS) is to balance the productivity of the production floor as well as maintaining its flexibility. From the literature, optimization-based methods tend to become impractical when the problem size increases while heuristic-based methods are more robust in their practicality although they may dependent on constraints of individual problems. We adopt a Harmony Search algorithm (HS) to solve this problem that aims on mapping the feasible solution vectors to the domain problem. The objectives are to minimize the system unbalance as well as increase throughput while satisfying the technological constraints such as machine time availability and tool slots. The performance of the proposed algorithm is tested on 10 sample problems available in FMS literature and compared with existing solution methods.
Keywords :
capacity planning (manufacturing); flexible manufacturing systems; optimisation; search problems; capacity planning; flexible manufacturing system; harmony search algorithm; machine loading problem; optimization-based methods; product competitiveness; product life cycle; Genetic algorithms; Heuristic algorithms; Loading; Minimization; Resource management; Search problems; Throughput; Flexible manufacturing system; Harmony Search algorithm; Machine loading; System unbalance; Throughput;
Conference_Titel :
Data Mining and Optimization (DMO), 2011 3rd Conference on
Conference_Location :
Putrajaya
Print_ISBN :
978-1-61284-211-0
Electronic_ISBN :
2155-6938
DOI :
10.1109/DMO.2011.5976500