A Particle Swarm Optimization-based Method for Multi-objective Operating Room Planning Problem

被引:0
作者
Wang Yu [1 ]
Qu Gang [2 ]
Tang Jiafu [1 ]
机构
[1] Northeastern Univ, Dept Syst Engn, State Key Lab Synthet Automat Proc Ind, Shenyang 110004, Peoples R China
[2] Dalian Univ, Xinhua Hosp, Dalian 116000, Peoples R China
来源
2013 32ND CHINESE CONTROL CONFERENCE (CCC) | 2013年
关键词
Surgical Scheduling; Operating Room Management; Multi-objective Optimization; Particle Swarm Optimization;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This research addresses operating room planning problem with surgical procedure time follow normal distribution. From risk aversion and humane point, a surgical planning mathematical model with the objective of minimizing the risk of operation plans cannot be completed and the condition of patients with infections is developed. A particle swarm algorithm for solving multi-objective optimization is designed. To take advantage of particle swarm algorithm solving continuous problem, the coding scheme transfers discrete optimization to continuous optimization. To produce well-distributed Pareto fronts, our approach uses a variation of the adaptive grid and epsilon-dominated. Real data is used for the experiment and Pareto optimal solution is obtained. Experiment results show the rationality of the proposed model and the effectiveness of the algorithm. Under different values of parameters, the character of algorithm is analyzed.
引用
收藏
页码:2462 / 2467
页数:6
相关论文
共 6 条
[1]  
[Anonymous], IEEE T EVOLUTIONARY
[2]   Optimizing a multiple objective surgical case sequencing problem [J].
Cardoen, Brecht ;
Demeulemeester, Erik ;
Belien, Jeroen .
INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS, 2009, 119 (02) :354-366
[3]   An evolutionary approach to rehabilitation patient scheduling: A case study [J].
Chien, Chen-Fu ;
Tseng, Fang-Pin ;
Chen, Chien-Hung .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2008, 189 (03) :1234-1253
[4]   A hybrid tabu search algorithm for automatically assigning patients to beds [J].
Demeester, Peter ;
Souffriau, Wouter ;
De Causmaecker, Patrick ;
Vanden Berghe, Greet .
ARTIFICIAL INTELLIGENCE IN MEDICINE, 2010, 48 (01) :61-70
[5]   The operating theatre planning by the follow-up of the risk of no realization [J].
Marcon, E ;
Kharraja, S ;
Simonnet, G .
INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS, 2003, 85 (01) :83-90
[6]  
Sierra MR, 2005, LECT NOTES COMPUT SC, V3410, P505