Siddharth Nair

PhD Candidate at Purdue University

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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.
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.