Currently I am focussed on applying data analytics and machine learning methods in the context of industrial internet-of-things at Agilent Technologies, Melbourne, Australia. Previously, I worked in Samsung R&D Bangalore, India as a Senior Chief Engineer, focussing on lithium-ion batteries.
My academic background involves a Masters and Ph. D. in Physics from Indian Institute of Technology Madras , and a couple of post-doctoral stints at Tokyo Metropolitan University and Universite Libre de Bruxelles. As a scientist, till date, I have actively published numerous research articles and contributed material to three books.
In the process, I have learnt these programming languages:
- Python, R, Erlang/Elixir, Rust, Scala, JavaScript, Matlab, C/C++, Fortran
The fields that I have touched upon are:
- Building infrastructure for Industrial Internet-of-Things (IoT)
- Use of machine learning methods for life estimation, fault diagnosis and prognostics of lithium ion batteries
- Application of data learning approaches for material design and prognostics
- Development of machine learning workflow for materials screening
- Electrochemical systems such as lithium ion batteries and renewables
- Wireless charging technology
- Development of charging algorithms for lithium ion batteries
- Materials for next generation devices and energy storage
- Electrochemical modelling of lithium-ion battery systems
- Membranes and electrolytes for seawater desalination
- Material science as well as soft condensed matter/ complex fluids
- MD simulations of polyelectrolytes and force field parametrization
- Effects of substrates on liquid crystal phase transitions
- Simulations of living polymer (actin) filaments
- Effects of solvent on dynamics of membranes
- Lipid flip-flop in membranes
- Active fluids: self-propelled particles
Some of the specialised techniques that I have learnt and used are:
- Dissipative Particle Dynamics
- Molecular Dynamics (atomistic/mesoscale)
- Monte-Carlo & Kinetic Monte-Carlo
- Ab-initio/DFT computations
- Multiparticle-collision dynamics
- Lattice-Boltzmann simulations
- Brownian Dynamics and
- Continuum modelling