Uncertainty quantification of microstructures: a perspective on forward and inverse problems for mechanical properties of aerospace materials
In this review, state‐of‐the‐art studies on the uncertainty quantification (UQ) of
microstructures in aerospace materials is examined, addressing both forward and inverse …
microstructures in aerospace materials is examined, addressing both forward and inverse …
Multi-fidelity uncertainty quantification for homogenization problems in structure-property relationships from crystal plasticity finite elements
Crystal plasticity finite element method (CPFEM) has been an integrated computational
materials engineering (ICME) workhorse to study materials behaviors and structure-property …
materials engineering (ICME) workhorse to study materials behaviors and structure-property …
A parametric study into the influence of Taylor-type scale-bridging artifacts on accuracy of multi-level crystal plasticity finite element models for Mg alloys
Meshing grain structures explicitly to incorporate microstructure dependent material
behavior in modeling tools for metal forming processes and structural components is …
behavior in modeling tools for metal forming processes and structural components is …
Uncertainty quantification of phase transitions in magnetic materials lattices
This Perspective article aims to emphasize the crucial role of uncertainty quantification (UQ)
in understanding magnetic phase transitions, which are pivotal in various applications …
in understanding magnetic phase transitions, which are pivotal in various applications …
Design of polycrystalline metallic alloys under multi-scale uncertainty by connecting atomistic to meso‑scale properties
Uncertainty quantification plays a pivotal role in advancing the development of reliable and
high-performance material designs via multiscale materials modeling. This study focuses on …
high-performance material designs via multiscale materials modeling. This study focuses on …
Multi-model Monte Carlo estimation for crystal plasticity structure–property simulations of additively manufactured metals
Significant uncertainty in the mechanical behavior of additively manufactured metals can
arise from complex, stochastic microstructures. Using experiments alone to quantify this …
arise from complex, stochastic microstructures. Using experiments alone to quantify this …
Anomaly Detection in Materials Digital Twins with Multiscale ICME for Additive Manufacturing
Detecting anomaly in fatigue and fracture experimental materials science is an interesting
yet challenging topic. The reasons are threefold. First, the anomalous microstructure feature …
yet challenging topic. The reasons are threefold. First, the anomalous microstructure feature …
Understanding microstructure-property relationships of HPDC Al-Si alloy based on machine learning and crystal plasticity simulation
QQ Zhai, Z Liu, P Zhu - Advances in Manufacturing, 2024 - Springer
Al-Si alloys manufactured via high-pressure die casting (HPDC) are suitable for a wide
range of applications. However, the heterogeneous microstructure and unpredictable pore …
range of applications. However, the heterogeneous microstructure and unpredictable pore …
[HTML][HTML] Simulation-free determination of microstructure representative volume element size via Fisher scores
A representative volume element (RVE) is a reasonably small unit of microstructure that can
be simulated to obtain the same effective properties as the entire microstructure sample …
be simulated to obtain the same effective properties as the entire microstructure sample …
[HTML][HTML] Risk Modeling in the Oil and Gas Industry.
D Rodionov, M Gataullin, I Smirnova… - International Journal …, 2023 - ijtech.eng.ui.ac.id
The oil and gas industry is a sector that is prone to risks that can have severe consequences
for both the environment and the economy. In this study. the aim is to develop an effective …
for both the environment and the economy. In this study. the aim is to develop an effective …