Concepedia

Bayesian System Identification

Bayesian System Identification is a probabilistic framework within system identification that uses Bayesian inference to estimate the posterior distribution of model parameters, incorporating prior knowledge and observed data to quantify uncertainty in dynamical system models.

255

Publications

13.5K

Citations

614

Authors

293

Institutions

Publications per year

2017–2026

109

Parents

Publications

255

Bayesian Updating of Structural Models and Reliability using Markov Chain Monte Carlo Simulation

James L. Beck, Siu‐Kui Au · Journal of Engineering Mechanics · 2002 · 848 citations

, , +17

Bayesian system identification based on probability logic

James L. Beck · Structural Control and Health Monitoring · 2010 · 600 citations

, , +16

Bayesian Model Updating Using Hybrid Monte Carlo Simulation with Application to Structural Dynamic Models with Many Uncertain Parameters

Sai Hung Cheung, James L. Beck · Journal of Engineering Mechanics · 2009 · 319 citations

, , +16

A Bayesian approach to identification of hybrid systems

A.L. Juloski, S. Weiland, W.P.M.H. Heemels · IEEE Transactions on Automatic Control · 2005 · 299 citations

, , +15

The Bayesian estimation of common parameters from several responses

George E. P. Box, Norman R. Draper · Biometrika · 1965 · 295 citations

, , +15

1–5 of 255

Authors

614

  1. JL
    James L. Beck

    California Institute of Technology, United States

    16 publications · 3.1K citations

    15

    h-index

  2. SA
    Siu‐Kui Au

    City University of Hong Kong, Hong Kong SAR China

    11 publications · 1.6K citations

    11

    h-index

  3. BH
    Biao Huang

    University of Alberta, Canada

    7 publications · 295 citations

    7

    h-index

  4. LS
    Lambros S. Katafygiotis

    Hong Kong University of Science and Technology, Hong Kong SAR China

    6 publications · 208 citations

    6

    h-index

  5. AC
    Alessandro Chiuso

    University of Padua, Italy

    6 publications · 238 citations

    6

    h-index

1–5 of 614

Institutions

293

  1. City University of Hong Kong

    Hong Kong, Hong Kong

    14 h-index

    24 publications

    1.8K citations

  2. California Institute of Technology

    Pasadena, United States

    12 h-index

    20 publications

    4K citations

  3. Harbin Institute of Technology

    Harbin, China

    9 h-index

    17 publications

    1.2K citations

  4. University of Alberta

    Edmonton, Canada

    8 h-index

    21 publications

    722 citations

  5. University of Padua

    Padua, Italy

    8 h-index

    13 publications

    485 citations

  6. University of Sheffield

    Sheffield, United Kingdom

    8 h-index

    18 publications

    883 citations

  7. Tongji University

    Shanghai, China

    8 h-index

    15 publications

    493 citations

  8. Eindhoven University of Technology

    Eindhoven, The Netherlands

    6 h-index

    16 publications

    1.1K citations

1–8 of 293

Venues

  1. Mechanical Systems and Signal Processing

    MSSP · 26 publications · 1.5K citations

    21

    h-index

  2. Automatica

    10 publications · 793 citations

    10

    h-index

  3. 8

    h-index

  4. Journal of Engineering Mechanics

    7 publications · 1.5K citations

    7

    h-index

  5. Computer-Aided Civil and Infrastructure Engineering

    CACAIE · 6 publications · 492 citations

    6

    h-index

1–5