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Functionally graded materials beams subjected to bilateral constraints: Structural instability and material topology
Published in International Journal of Mechanical Sciences, 2021
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Postbuckling of multi-direction anisotropic constrained functionally graded material beams
Published in Behavior and Mechanics of Multifunctional Materials, 2021
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Bridging finite element and deep learning: High-resolution stress distribution prediction in structural components
Published in Frontiers of Structural and Civil Engineering, 2022
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Deep learning paradigm for prediction of stress distribution in damaged structural components with stress concentrations
Published in Advances in Engineering Software, 2022
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Neuro-DynaStress: Predicting Dynamic Stress Distributions in Structural Components
Published in arXiv preprint, 2022
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NeuralSI: Structural Parameter Identification in Nonlinear Dynamical Systems
Published in European Conference on Computer Vision (ECCV), 2022
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Methods for the rapid detection of boundary condition variations in structural systems
Published in Smart Materials, Adaptive Structures and Intelligent Systems (SMASIS), 2022
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Physics informed neural network for dynamic stress prediction
Published in Applied Intelligence, 2023
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Estimating field parameters from multiphysics governing equations with scarce data
Published in ICLR Workshop on AI4DifferentialEquations In Science, 2024
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Mechanics-Informed Autoencoder Enables Automated Detection and Localization of Unforeseen Structural Damage
Published in Nature Communications, 2024
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ParaFIND: Parameter Field Inference on Non-uniform Domains using Neural Network.
Published in NeurIPS Workshop on Data-driven and Differentiable Simulations, Surrogates, and Solvers. 2024
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