Vikas Kumar
- Role
- Research Assistant Intern at National Energy Technology Laboratory
- Location
- State College, PA, US
- LinkedIn followers
- 500 followers
About Vikas Kumar
I am a graduate student at Pennsylvania State University. I have a robust background in Computer Vision and related fields/applications. My recent professional experience includes tasks like object segmentation, object detection, semi-supervised learning, model uncertainty estimation, physics-based neural networks. My recent projects are on cognitive computing, 3D computer vision, document information retrieval, object tracking, facial synthesis. Additionally, I am a keen researcher with papers accepted/submitted in top machine learning conferences/workshops.
Experience
Research Assistant Intern
National Energy Technology Laboratory
May 2020 — Present · State College, PA, US
Combined numerical simulations and machine learning to explore CO2 storage site behaviour in various operational scenarios. Developed a physics-informed deep learning method for estimating pressure, gas saturation and water extraction rate. Physics-based partial differential equations are used to modify the loss term leading to 5-10 times better performance than data-driven models.
Education
Penn State University
Master of Science - MS, Computer Science, 3.96/4
2019 — 2021
Amity University, Gautam Budh Nagar
Bachelor of Technology - BTech, Computer Science, 9.2/10
2014 — 2018
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