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 |