Multi-fidelity analysis and uncertainty quantification of beam vibration using co-kriging interpolation method
作者:
Highlights:
• highlights
• Multi-fidelity analysis for vibration is performed to develop a co-kriging model for uncertainty quantification.
• Euler-Bernoulli and Timoshenko beam theory is used as the low fidelity and high fidelity model, respectively.
• Kullback-Liebler divergence is used to quantify deviation between high fidelity and multi-fidelity models.
• Huge reduction in computer time for Monte Carlo Simulation is shown with the multi-fidelity co-kriging model.
摘要
highlights•Multi-fidelity analysis for vibration is performed to develop a co-kriging model for uncertainty quantification.•Euler-Bernoulli and Timoshenko beam theory is used as the low fidelity and high fidelity model, respectively.•Kullback-Liebler divergence is used to quantify deviation between high fidelity and multi-fidelity models.•Huge reduction in computer time for Monte Carlo Simulation is shown with the multi-fidelity co-kriging model.
论文关键词:Multi-fidelity,Kriging,Co-Kriging,Latin hypercube sampling,Beams,Uncertainty quantification
论文评审过程:Received 11 January 2020, Revised 18 November 2020, Accepted 6 January 2021, Available online 17 January 2021, Version of Record 17 January 2021.
论文官网地址:https://doi.org/10.1016/j.amc.2021.125987