CV

General Information

Full Name Siddharth Nair
Research Interests Computational mechanics, Wave propagation, Acoustics, Finite element method, Scientific machine learning, Deep learning

Education

  • 2020-2024
    PhD in Mechanical Engineering
    Purdue University - USA
    • Thesis- Scientific machine learning for forward simulation and inverse design in acoustics and structural mechanics.
  • 2017-2019
    MS in Aeronautical Engineering
    Purdue University - USA
    • Thesis- Nonlocal acoustic black hole metastructures- Achieving ultralow frequency and broadband vibration attenuation.
  • 2013-2017
    B.Tech in Mechanical Engineering
    Vellore Institute of Technology (VIT), Chennai - India
    • Capstone Project- Noise reduction techniques for micropropellors of unmanned aerial vehicle (UAV) at CSIR-NAL.

Experience

  • 2025-Present
    Lead Engineer and PI
    M3SIM LLC - USA
    • Leading research on development of advanced multiphysics simulation techniques by integrating finite element methods with physics-driven AI.
    • Principal Investigator (PI) for a National Science Foundation (NSF) funded project, responsible for funding acquisition, project planning, and reporting to deliver on strategic research objectives.
  • 2018-2024
    Graduate Research Assistant
    Ray W. Herrick Laboratories, Purdue University - USA
    • PhD (2020-2024)
      • Developed physics-driven machine learning-based computational models to solve forward and inverse engineering problems in material design and structural health monitoring.
    • MS (2018-2019)
      • Developed a novel low-frequency vibration attenuation approach using acoustic black holes (ABHs) in thin structures.
  • 2021, 2023-2024
    Graduate Teaching Assistant
    School of Mechanical Engineering, Purdue University - USA
    • Undergraduate courses- ME270 Basic Mechanics-I, ME274 Basic Mechanics-II
    • Graduate courses- ME562 Advanced Dynamics, ME650 Computational Fracture Mechanics
  • Summer 2018
    Aerospace Associate Intern
    Airspace Experience Technologies (ASX), Detroit - USA
    • Worked as structural and CFD engineering intern for the development of a prototype model of vertical take-off and landing (VTOL) aircraft.
  • Spring 2017
    Project Trainee Intern
    CSIR National Aerospace Laboratories, Bangalore - India
    • Worked on the design and analysis of propeller blades to develop noise reduction techniques in unmanned aerial vehicles (UAVs).