Bayesian Parameter Estimation

被引：5
|
作者：
Simoen, E. [1 ]
Lombaert, G. [1 ]
机构：
[1] Katholieke Univ Leuven, Dept Civil Engn, Kasteelpk Arenberg 40,POB 2448, B-3001 Heverlee, Belgium
来源：
IDENTIFICATION METHODS FOR STRUCTURAL HEALTH MONITORING | 2016年 / 567卷
关键词：
MODEL CLASS SELECTION; IDENTIFICATION; RELIABILITY; UNCERTAINTY; ALGORITHM; SYSTEMS;
D O I：
10.1007/978-3-319-32077-9_4
中图分类号：
TU [建筑科学];
学科分类号：
0813 ;
摘要：
This chapter discusses Bayesian inference as a method for uncertainty quantification (UQ) in parameter estimation problems. The need for an UQ approach is motivated by investigating the deterministic parameter estimation problem; afterward, the specifics of the Bayesian parameter estimation approach are elaborated. The discussion is presented in a general manner, but illustrative examples focus on structural vibration-based parameter estimation.
引用
收藏
页码：89 / 115
页数：27
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