P
Paul Varkey
Researcher at Facebook
Publications - 6
Citations - 493
Paul Varkey is an academic researcher from Facebook. The author has contributed to research in topics: Random search & Cellular network. The author has an hindex of 3, co-authored 5 publications receiving 276 citations.
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Journal ArticleDOI
Deep Learning Coordinated Beamforming for Highly-Mobile Millimeter Wave Systems
TL;DR: A novel integrated machine learning and coordinated beamforming solution is developed to overcome challenges and enable highly-mobile mmWave applications with reliable coverage, low latency, and negligible training overhead.
Posted Content
Deep Learning Coordinated Beamforming for Highly-Mobile Millimeter Wave Systems
TL;DR: In this paper, a novel integrated machine learning and coordinated beamforming solution is developed to overcome the challenges and enable highly-mobile mmWave applications, where a number of distributed yet coordinating BSs simultaneously serve a mobile user.
Posted Content
Optimizing Coverage and Capacity in Cellular Networks using Machine Learning.
Ryan M. Dreifuerst,Samuel Daulton,Yuchen Qian,Paul Varkey,Maximilian Balandat,Sanjay Kasturia,Anoop Tomar,Ali Yazdan,Vish Ponnampalam,Robert W. Heath +9 more
TL;DR: This paper develops and compares two approaches for maximizing coverage and minimizing interference by jointly optimizing the transmit power and downtilt (elevation tilt) settings across sectors and suggests that data-driven techniques can effectively self-optimize coverage and capacity in cellular networks.
Proceedings ArticleDOI
Optimizing Coverage and Capacity in Cellular Networks using Machine Learning
Ryan M. Dreifuerst,Samuel Daulton,Yuchen Qian,Paul Varkey,Maximilian Balandat,Sanjay Kasturia,Anoop Tomar,Ali Yazdan,Vish Ponnampalam,Robert W. Heath +9 more
TL;DR: In this article, the authors develop and compare two approaches for maximizing coverage and minimizing interference by jointly optimizing the transmit power and downtilt (elevation tilt) settings across sectors.