Bayesian updating application into simulation in the North Edmonton Sanitary Trunk tunnel project

被引:62
作者
Chung, Tae Hwan [1 ]
Mohamed, Yasser [1 ]
AbouRizk, Simaan [1 ]
机构
[1] Univ Alberta, Dept Civil & Environm Engn, Edmonton, AB T6G 2G7, Canada
来源
JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT-ASCE | 2006年 / 132卷 / 08期
关键词
Bayesian analysis; Excavation; Simulation; Tunneling;
D O I
10.1061/(ASCE)0733-9364(2006)132:8(882)
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
Simulation models are built on assumptions, approximations, and estimates. Repetitive long-term projects such as tunnel construction provide opportunities to finetune approximations based on input from actual project progress. Bayesian updating techniques are an effective approach for improving the quality of simulation input and output based on what has already been observed. This paper presents a case study in which Bayesian techniques were applied to a simulation model of an actual tunnel project, the North Edmonton Sanitary Trunk. The study shows that using Bayesian techniques greatly improves the quality of projections. The novelty of this work includes the enhancement of the application of Bayesian updating techniques, the demonstration of simulation applications with a fully monitored tunneling project, and the demonstration of the extent of improvement to planning predictions from the use of actual data and the Bayesian updating techniques.
引用
收藏
页码:882 / 894
页数:13
相关论文
共 4 条
[1]  
Ang AS., 1975, PROBABILITY CONCEPTS
[2]  
*CIT ED ASS MAN PU, 2002, N EDM SAN TRUNK NEST
[3]   Updating the decision aids for tunneling [J].
Haas, C ;
Einstein, HH .
JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT-ASCE, 2002, 128 (01) :40-48
[4]   Unified modeling methodology for construction simulation [J].
Hajjar, D ;
AbouRizk, SM .
JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT, 2002, 128 (02) :174-185