Bayesian Parameter Estimation

被引：4
|
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
相关论文
共 50 条
  • [1] Bayesian Parameter Estimation in LDA
    Liu, Z. Y.
    Wang, W. P.
    Wang, Y.
    Lu, W. Y.
    Ji, Z. Z.
    [J]. PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON COMPUTER INFORMATION SYSTEMS AND INDUSTRIAL APPLICATIONS (CISIA 2015), 2015, 18 : 837 - 840
  • [2] BAYESIAN ESTIMATION OF BINOMIAL PARAMETER
    DRAPER, N
    GUTTMAN, I
    [J]. TECHNOMETRICS, 1971, 13 (03) : 667 - &
  • [3] BAYESIAN PARAMETER-ESTIMATION
    KRAMER, SC
    SORENSON, HW
    [J]. IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1988, 33 (02) : 217 - 222
  • [4] BAYESIAN ESTIMATION FOR THE MULTIFRACTALITY PARAMETER
    Wendt, Herwig
    Dobigeon, Nicolas
    Tourneret, Jean-Yves
    Abry, Patrice
    [J]. 2013 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2013, : 6556 - 6560
  • [5] Fast Bayesian approach for parameter estimation
    Jin, Bangti
    [J]. INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING, 2008, 76 (02) : 230 - 252
  • [6] Bayesian parameter estimation in addiction model
    AL-Khairullaha, Najla A.
    AlBaldawi, Tasnim Hasan Kadhim
    [J]. INTERNATIONAL JOURNAL OF NONLINEAR ANALYSIS AND APPLICATIONS, 2022, 13 (01): : 3059 - 3071
  • [7] BAYESIAN POINT ESTIMATION ON BERNOULLI PARAMETER
    BUNN, DW
    [J]. OMEGA-INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE, 1976, 4 (01): : 97 - 99
  • [8] BAYESIAN SEQUENTIAL ESTIMATION OF A BINOMIAL PARAMETER
    JONES, PW
    [J]. BIOMETRIKA, 1974, 61 (03) : 642 - 644
  • [9] Bayesian parameter estimation in batch polymerisation
    Lu, Z
    Martin, E
    Morris, J
    [J]. EUROPEAN SYMPOSIUM ON COMPUTER AIDED PROCESS ENGINEERING - 12, 2002, 10 : 517 - 522
  • [10] Bayesian estimation of the von Mises concentration parameter
    Dowe, DL
    Oliver, JJ
    Baxter, RA
    Wallace, CS
    [J]. MAXIMUM ENTROPY AND BAYESIAN METHODS, 1996, 79 : 51 - 59
12345