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Improving TCP performance over WiFi for internet of vehicles: a federated learning approach

journal contribution
posted on 01.06.2020, 00:00 authored by Shiva PokhrelShiva Pokhrel, Jinho ChoiJinho Choi
We propose a novel communication efficient and privacy preserving federated learning framework for enhancing the performance of Internet of Vehicles (IoV), wherein on-vehicle learning models are trained by exchanging inputs, outputs and their learning parameters locally. Moreover, we use analytic modeling as a tool for reasoning and developing the required IoV scenario and stabilize their data flow dynamics by considering TCP CUBIC streams over WiFi networks to prove our idea.

History

Journal

IEEE transactions on vehicular technology

Volume

69

Issue

6

Pagination

6798 - 6802

Publisher

IEEE

Location

Piscataway, N.J.

ISSN

0018-9545

eISSN

1939-9359

Language

eng

Publication classification

C1 Refereed article in a scholarly journal