Recurrent neural network-based multiaxial plasticity model with regularization for physics-informed constraints

L Borkowski, C Sorini, A Chattopadhyay - Computers & Structures, 2022 - Elsevier
A recurrent neural network (RNN) based model is developed as a surrogate to predict
nonlinear plastic response under multiaxial loading. The RNN-based model is trained and …

Uncertainty quantification and propagation in the microstructure-sensitive prediction of the stress-strain response of woven ceramic matrix composites

AP Generale, SR Kalidindi - Computers & Structures, 2023 - Elsevier
Hierarchical multiscale modeling of heterogeneous materials has traditionally relied upon a
deterministic estimation of constitutive properties when making microstructure-sensitive …

A PD-FEM coupling approach for the analysis of oxidation and out-of-plane compression failure of 2D braided C/C composites

Z Wen, R Zhang, C Hou, Q Shen, M Zhao… - Engineering Fracture …, 2025 - Elsevier
The difference in the reactivity of carbon/carbon (C/C) composite constituents leads to
complex oxidation morphology, which poses a challenge to the prediction of material …

A chemo‐mechanical coupled constitutive model applied to the oxidation simulation of SiC/SiC composite

J Bian, X Chen, Z Sun, X Niu, X Yao… - … Journal of Applied …, 2022 - Wiley Online Library
Herein, a chemo‐mechanical coupled constitutive and failure model is proposed to predict
the tensile behavior of SiC/SiC composites under oxidizing environments. The diffusion of …

Hysteresis constitutive model of C/SiC composites considering probabilistic matrix fragmentations

L Li - Journal of the American Ceramic Society, 2024 - Wiley Online Library
In this paper, a new micromechanical hysteresis loop constitutive model of C/SiC
composites with different interphases was developed considering the probabilistic‐statistical …

Stress Analysis and Life Prediction of a Ceramic Matrix Composite Vane Using a Micromechanics-Based Approach

U Santhosh, J Ahmad - Recent Progress in Materials, 2023 - lidsen.com
The results of stress analysis of a ceramic matrix composite (CMC) vane using a physics-
based model developed for two-dimensional woven CMCs are presented. The model …

A unified approach to computational modeling of ceramic matrix composites under high-temperature creep, fatigue, and initial quasi-static loading

T Artz, J Fish - International Journal for Multiscale …, 2021 - dl.begellhouse.com
ABSTRACT A novel unified reduced order homogenization model for initial quasi-static,
creep, and fatigue loading of SiC/SiC ceramic matrix composites (CMCs) at high …

Study on Dynamic Characteristics of the Typical Components of Ceramic Matrix Composites

L Zhang, D Guo, F Hou, X Zou - Journal of Physics: Conference …, 2023 - iopscience.iop.org
In this paper, the typical components of ceramic matrix composites are taken as the research
object, the modal test and vibration test are carried out, and the frequency and strain …

High-fidelity Multiscale Modeling and In-situ Experiments of Advanced Aerospace Composites in Extreme Environments

KHA Khafagy - 2022 - search.proquest.com
Advanced fibrous composite materials exhibit outstanding thermomechanical performance
under extreme environments, which make them ideal for structural components that are …

The strength of the ceramic matrix composites under the influence of pore is reviewed

MY Lu, BH Han, WH He, ZG Cheng… - Journal of Physics …, 2021 - iopscience.iop.org
Ceramic matrix composites with strong structural characteristics, is a kind of multiphase
materials. Its mechanical properties and the regularity of damage not only depends on the …