An Improved Discrete Particle Swarm Optimization for Airline Crew Rostering Problem

被引:0
|
作者
Zheng, Ruozhen [1 ]
机构
[1] Shenzhen Univ, Sch Management, Shenzhen, Peoples R China
来源
2020 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC) | 2020年
基金
中国国家自然科学基金;
关键词
Air Crew Rostering Problem; Discrete Particle Swarm Optimization; Selective Neighborhood Search; Refreshing Mechanism;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, an improved Discrete Particle Swarm Optimization (IDPSO) is presented to the Air Crew Rostering Problem for balancing crew cost, workload deviation and cooperation deviation. In IDPSO, a binary particle coding is adopted to generate initial particles. XOR-based updating rules used in updating velocity and position is to accelerate convergence rate. A selective neighbour search is employed at particles with poor performance to keep solutions qualified. Moreover, a refreshing mechanism is applied to overcoming the problem of particles trapped into local optimum and improving the diversity of the swarm. To evaluate IDPSO, computational tests have been performed , and the experiment results have proved its effectiveness.
引用
收藏
页数:7
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