Search Results for author: Vanlin Sathya

Found 4 papers, 0 papers with code

Optimizing Unlicensed Coexistence Network Performance Through Data Learning

no code implementations15 Nov 2021 Srikant Manas Kala, Vanlin Sathya, Kunal Dahiya, Teruo Higashino, Hirozumi Yamaguchi

This work studies NFRs in unlicensed LTE-WiFi (LTE-U and LTE-LAA) networks through supervised learning of network data collected from real-world experiments.

Model Selection

Evolution of Small Cell from 4G to 6G: Past, Present, and Future

no code implementations29 Dec 2020 Vanlin Sathya

To boost the capacity of the cellular system, the operators have started to reuse the same licensed spectrum by deploying 4G LTE small cells (Femto Cells) in the past.

Machine Learning enabled Spectrum Sharing in Dense LTE-U/Wi-Fi Coexistence Scenarios

no code implementations18 Mar 2020 Adam Dziedzic, Vanlin Sathya, Muhammad Iqbal Rochman, Monisha Ghosh, Sanjay Krishnan

The promise of ML techniques in solving non-linear problems influenced this work which aims to apply known ML techniques and develop new ones for wireless spectrum sharing between Wi-Fi and LTE in the unlicensed spectrum.

BIG-bench Machine Learning

Machine Learning based detection of multiple Wi-Fi BSSs for LTE-U CSAT

no code implementations21 Nov 2019 Vanlin Sathya, Adam Dziedzic, Monisha Ghosh, Sanjay Krishnan

This approach delivers an accuracy close to 100% compared to auto-correlation (AC) and energy detection (ED) approaches.

BIG-bench Machine Learning

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