標題: Discrete particle swarm optimization for materials acquisition in multi-unit libraries
作者: Wu, Yi-Ling
Shyu, Shyong Jian
Ho, Tsu-Feng
Lin, Bertrand M. T.
資訊管理與財務金融系 註:原資管所+財金所
Department of Information Management and Finance
關鍵字: particle swarm optimization;discrete particle swarm optimiation;multi-unit library;materials acquisition
公開日期: 2012
摘要: With limited budget and inflation rate, the materials acquisition in multi-unit libraries has been a challenging issue all over the world. The materials acquisition for multi-unit libraries can be regarded as a generalized version of the knapsack problem, which was known to be NP-hard, with much more constraints. Thus, it can be computationally expensive to solve the problem. In this paper, the materials acquisition problem in multi-unit libraries is formulated as an integer programming model, and two different constraint-handling mechanisms applied in discrete particle swarm optimization algorithm for obtaining the near optimal solution are presented. It is evident from our computational results that one constraint-handling mechanism can solve the problem effectively and efficiently, while the other one takes more time.
URI: http://hdl.handle.net/11536/20976
ISBN: 978-1-4673-1509-8
期刊: 2012 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC)
顯示於類別:會議論文