A hybrid system for facility layout by integrating simulation and ant colony optimization

被引:0
作者
Lee, Hsin-Yun [1 ]
Tseng, Hao-Hsi [1 ]
机构
[1] Natl Ilan Univ, Coll Engn, I Lan City 26047, Taiwan
来源
APPLIED MATHEMATICS & INFORMATION SCIENCES | 2012年 / 6卷 / 02期
关键词
Layout; Ant Colony Optimization; Simulation; SOCIAL FORCE MODEL; DECISION-SUPPORT;
D O I
暂无
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this paper, we integrated simulation and ant colony optimization for solving the facility layout problems in public service building. The optimization goal was to minimize the pedestrians' walking time between facilities in the building. By means of VISSIM, a microscopic simulation engine, the proposed system could simulate and calculate the change in the total walking time of the pedestrians as a result of locating the facility layout. The near-optimal layout can be derived by iterations and the pheromone update in the ant colony optimization. Locating the facilities in a public service building requires a lot of time, cost and human labor. Therefore, it is impossible to "try multiple layout portfolios" onsite. This paper applied and calibrated the simulation engine VISSIM to fit the real-life processes of pedestrian behaviors and facility operations in the space. This approach allows us to easily predict the operation situation of each layout portfolio at a very low cost. We further selected an airport terminal to evaluate the feasibility of the system. The results indicated that the proposed system could save pedestrians' walking time and improve the operation and service efficiency.
引用
收藏
页码:387S / 396S
页数:10
相关论文
共 14 条
[1]  
De PK, 2011, APPL MATH INFORM SCI, V5, P253
[2]  
Dorigo M., 1997, IEEE Transactions on Evolutionary Computation, V1, P53, DOI 10.1109/4235.585892
[3]   Ant system: Optimization by a colony of cooperating agents [J].
Dorigo, M ;
Maniezzo, V ;
Colorni, A .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 1996, 26 (01) :29-41
[4]   Activity and value orientated decision support for the development planning of a theme park [J].
Dzeng, Ren-Jye ;
Lee, Hsin-Yun .
EXPERT SYSTEMS WITH APPLICATIONS, 2007, 33 (04) :923-935
[5]  
DZENG RJ, 2007, INT J PROJ MANAG, V25, P506, DOI DOI 10.1016/J.IJPROMAN.2006.11.008
[6]   SOCIAL FORCE MODEL FOR PEDESTRIAN DYNAMICS [J].
HELBING, D ;
MOLNAR, P .
PHYSICAL REVIEW E, 1995, 51 (05) :4282-4286
[7]   Decision support for the maintenance management of green areas [J].
Lee, Hsin-Yun ;
Tseng, Hao-Hsi ;
Zheng, Meng-Cong ;
Li, Pei-Ying .
EXPERT SYSTEMS WITH APPLICATIONS, 2010, 37 (06) :4479-4487
[8]   Optimizing schedule for improving the traffic impact of work zone on roads [J].
Lee, Hsin-Yun .
AUTOMATION IN CONSTRUCTION, 2009, 18 (08) :1034-1044
[9]   A hybrid system for planning the development level of resort [J].
Lee, Hsin-Yun ;
Dzeng, Ren-Jye .
EXPERT SYSTEMS WITH APPLICATIONS, 2009, 36 (03) :6266-6275
[10]   Design and Simulation of a New Traction-Brake Hydraulic Torque Converter [J].
Li, Hua ;
Miao, Zhong ;
Han, Jiahua ;
Yao, Jin .
ADVANCED SCIENCE LETTERS, 2011, 4 (4-5) :1871-1874