Optimizing Coverage and Capacity in Cellular Networks using Machine Learning
Ryan M. Dreifuerst, Sam Daulton, Yuchen Qian, Paul Parayil Varkey, Max Balandat, Sanjay Kasturia, Anoop Tomar, Ali Yazdan Panah, Vish Ponnampalam, Robert W. Heath Jr
People
Paul Parayil Varkey
Software Engineer
I am a Software Engineer with Facebook Connectivity. I spend my time figuring out how to apply state-of-the-art research techniques and tools in optimization and ML to Internet infrastructure problems (design, planning and dynamic control).
Interests
Reinforcement learning, automated optimal control, connectivity infrastructure
Latest Publications
ICASSP - 2021
Deep Learning Coordinated Beamforming for Highly-Mobile Millimeter Wave Systems
Ahmed Alkhateeb, Sam Alex, Paul Parayil Varkey, Ying Li, Qi Qu, Djordje Tujkovic
Aeroelastic Preliminary-Design Optimization of Communication Tower Structures
Vishvas Suryakumar, Paul Parayil Varkey, Ben Thomsen, Jack Marriott, David Liu, Abhishek Tiwari