Bayesian optimization-assisted approximate Bayesian computation and its application to identifying cyclic constitutive law of structural steels

B Do, M Ohsaki - Computers & Structures, 2023 - Elsevier
A costly finite element model discourages Bayesian inference of the underlying parameters
from noise-corrupted experimental datasets. This arises because the likelihood of such a …

[HTML][HTML] Rotation capacity of I-beams under cyclic loading with different kinematic/isotropic hardening characteristics

A Suzuki, Y Kimura - Journal of Constructional Steel Research, 2024 - Elsevier
Deformation of buildings during strong earthquakes can be mitigated by energy dissipation
of structural members. Generally speaking, buildings are designed to have Strong Column …

Identification of reaction rate parameters from uncertain spatially distributed concentration data using gradient-based PDE constrained optimization

S Ito, J Jeßberger, S Simonis, F Bukreev… - … & Mathematics with …, 2024 - Elsevier
A promising approach to quantify reaction rate parameters is to formulate and solve inverse
problems by minimizing the deviation between simulation and measurement. One major …