Siddharth Nair
PhD Candidate at Purdue University
I am a PhD student in Mechanical Engineering at Purdue University, advised by Dr. Fabio Semperlotti and affiliated to Ray W. Herrick Laboratories.
My work focuses on the development of computational mechanics models using scientific machine learning for mechanical and aeronautical engineering applications. Specifically, my research experience is in the fields of material design and modeling, wave propagation, acoustics, nonlocal mechanics, structural dynamics, physics-guided scientific machine learning, and deep neural networks.
Updates
Mar 26, 2024 | Presented our paper Acoustic scattering simulations via physics-informed neural network at the SPIE Smart Structures + NDE-2024 conference in Long Beach-CA. |
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Jan 26, 2024 | Recipient of SPIE Smart Structures + NDE-2024 travel grant. |
Jan 04, 2024 | US Patent application filed and published - Vibration attenuation via tailored metastructures |
Dec 01, 2023 | Successfully completed PhD preliminary defense examination. |
Jun 22, 2023 | Our paper GRIDS-Net: Inverse shape design and identification of scatterers via geometric regularization and physics-embedded deep learning accepted for publication in Computer Methods in Applied Mechanics and Engineering journal. |