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Prashant Kumar

PhD SCHOLAR (PRIME MINISTER'S RESEARCH FELLOW), IIT Kanpur, INDIA, 208016

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Hello! I'm Prashant Kumar, a PhD scholar at the Indian Institute of Technology Kanpur in Department of Aerospace Engineering. I am passionate about scientific machine learning (SCIML) and fluid flows in general. Currently, I’m working on PINNs for high speed flows and exploring data-driven machine learning techniques for internal and external aerodynamics for turbulent flows.

🧑🏽‍💻 About Me


I'm Prashant Kumar, PhD scholar(PMRF) at IIT Kanpur in the Department of Aerospace Engineering. I'm working with Dr. Rajesh Ranjan (ACAL) in the area of Scientific Machine Learning, including Physics-informed Neural Networks for incompressible and compressible turbomachinery flows.

Traditional methods struggle with complex, low Reynolds Number flows in turbine blades, which impedes design optimization. PINN addresses this challenge by integrating machine learning with physics comprehension. Unlike deep learning models, PINN requires less data and incorporates flow physics. Extending PINN to compressible flows, predicting blade performance, and optimizing designs to reduce separation and wake losses are key aspects of my research, including predicting turbine blade performance in transitional flow conditions.

📚 RESEARCH


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PhD Supervisor: Dr. Rajesh Ranjanrajeshr@iitk.ac.in

📬 Contact


Reach me at kumarp22@iitk.ac.in or on LinkedIn athttps://www.linkedin.com/in/prashant-kumar-432b03185 Let's connect and learn together!

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