Researcher - Modelling and Simulations

2 days ago

Bengaluru Karnataka, India Afterpay Full time

**Company Description**:
The Research and Technology Center at Bangalore focuses on research in time series analysis, natural language processing, computer vision, numerical methods for embedded real time systems, and hybrid modelling (Scientific Machine Learning - SciML). We pursue research and development by working with top-tier universities worldwide and our corporate partners.

For this role, the focus is set on machine learning applied to solving engineering systems which falls in the domains of fluids/solids/thermal in mechanical engineering.
- You’ll be part of our team and model mechanical systems accurately and reduce computational cost.
- You will simulate 1D/2D/3D multi-physics models using numerical simulations, scripting and programming.
- You combine physics-based models with data-based approaches.
- You will work in international teams and perform necessary development/implementation to accomplish the tasks.
- Publish research findings in reputable journals and conferences.

**Required skills**:

- Proficient in Mathematics with solid engineering / physics background.
- Sound fundamentals of Numerical methods.
- Sound understanding of Linear algebra.
- Strong in Scientific Machine Learning (SciML) methods like PINNs, operator learning, system identification.
- Excellent programming skills in python.
- Good knowledge of partial differential equations.
- Numerical methods for modelling and simulation. Excellent presentation and communication skills.

**Preferable skills**:

- Experience with simulation tools: Matlab, Simulink, and Ansys will be added advantage.
- Familiarity with high performance computing will be added advantage.

**Qualifications**:

- MS/M.Tech, PhD from top Indian institutes (IITs, IIITs, IISc etc.) or from top international institutes with good track record of research publications related to numerical methods for modelling and simulation solid/fluid/thermal systems, AI/ML methods

**Additional Information**:

- 3+ years

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