Publications

You can also find my articles on my Google Scholar profile

Mechanics-Informed Autoencoder Enables Automated Detection and Localization of Unforeseen Structural Damage

Nature Communications 2024 [GitHub] [Editors’ Highlights]

Description of the image — MIDAS framework for automated detection and localization of unforeseen structural damage. MIDAS is a synergistic integration of entirely passive measurements from inexpensive sensors, data compression, and a mechanics-informed autoencoder.

Estimating field parameters from multiphysics governing equations with scarce data

ICLR Workshop on AI4DifferentialEquations In Science 2024

ParaFIND: Parameter Field Inference on Non-uniform Domains using Neural Network

NeurIPS Workshop on Data-driven and Differentiable Simulations, Surrogates, and Solvers. 2024

Data-driven mechanical behavior modeling of granular biomass materials

Computers and Geotechnics 2024

NeuralSI: Structural Parameter Identification in Nonlinear Dynamical Systems

ECCV European Conference on Computer Vision Workshops 2022 [GitHub]

Description of the image — NeuralSI framework. We propose NeuralSI for nonlinear dynamic system identification that allows us to discover the unknown parameters of partial differential equations from measured sensing data.

Methods for the rapid detection of boundary condition variations in structural systems

Smart Materials, Adaptive Structures and Intelligent Systems (SMASIS) 2022

Physics informed neural network for dynamic stress prediction

Applied Intelligence 2023

Neuro-DynaStress: Predicting Dynamic Stress Distributions in Structural Components

arXiv preprint 2022

Deep learning paradigm for prediction of stress distribution in damaged structural components with stress concentrations

Advances in Engineering Software 2022

Bridging finite element and deep learning: High-resolution stress distribution prediction in structural components

Frontiers of Structural and Civil Engineering 2022

Functionally graded materials beams subjected to bilateral constraints: Structural instability and material topology

International Journal of Mechanical Sciences 2021

Postbuckling of multi-direction anisotropic constrained functionally graded material beams

Behavior and Mechanics of Multifunctional Materials 2021