Title :
An exploration and exploitation search control scheme for permutation flow shop problem
Author :
Ruey-Maw Chen ; Ching-Te Wang, Ching-Te Wang ; Chao-Chin Hsu
Author_Institution :
Nat. Chin-Yi Univ. of Technol., Taichung, Taiwan
Abstract :
The permutation flow shop problem (PFSP) has been studied by many researches and applied to plenty of applications. The PFSP has been confirmed to be an NP-complete permutation sequencing scheduling problem. Hence, many search schemes for finding near optima of PFSP were proposed. Insertion and exchange are two well used search schemes in finding solutions. Intrinsically, insertion scheme results in large range search (exploration), while exchange scheme corresponding to small range search (exploitation). To enhance the search efficiency by controlling exploration and exploitation abilities, an asymmetric sigmoid decline control in search pace is proposed. Restated, solution search based on designed control strategy starting from exploration towards exploitation is proposed. Meanwhile, a modified SA is included for avoiding trapping on local optimal solution, which the fitness deviation based acceptance criterion is suggested for avoiding acute acceptance probability turbulence. The experimental results demonstrate that the proposed scheme is effective and efficient when comparing with other state-of-the-art methods.
Keywords :
flow shop scheduling; probability; search problems; NP-complete permutation; PFSP; asymmetric sigmoid decline control; exploitation search control scheme; exploration search control scheme; permutation flow shop problem; probability turbulence; search efficiency; Permutation flow shop problem (PFSP); exchange search; insertion search; metaheuristics; simulated annealing (SA);
Conference_Titel :
Computing and Convergence Technology (ICCCT), 2012 7th International Conference on
Conference_Location :
Seoul
Print_ISBN :
978-1-4673-0894-6