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Active Learning and Optimization for Next Generation Communication Networks

June 24, 2019 @ 11:30 am - 1:00 pm

Co-sponsored by: The Aerospace Corp

Abstract: Network management and configuration is an essential attribute of any wireless network with reliable self-tuning capabilities.  In contrast to the past generations of networking solutions, on the other hand, in the ever-increasingly mobile and large-scale networks of tomorrow the network reconfiguration overhead may not be insignificant; this includes the initial beam alignment, link maintenance, spectrum sensing, packet resizing, etc. Our work aims to provide fundamental limits on the overhead associated with learning, network tuning, and optimization of network parameters. Our approach relies on the theory of active learning and optimization to quantify the networking overhead and utilizes recent data analytic and machine learning algorithms to develop practical learning/optimization algorithms. 

In the first part of the talk, we consider the problem of search and optimization of the directional link establishment and maintenance (beam alignment) in mmWave communications. In the second part of the talk, we consider an important variant of the search problem: data-driven and empirical optimization for wireless network parameter tuning.

Speaker(s): Dr. Tara Javidi,

Agenda:

11:30am Security, Admission, Social Networking

11:50am Introductions

12:00pm Presentation

12:50pm Q&A

13:00 End

Location:
Room: 1029
Bldg: A1
The Aerospace Corporation
2350 El Segundo Boulevard (enter from El Segundo Blvd gate and mention IEEE event to guard)
El Segundo, California
90245

Details

Date:
June 24, 2019
Time:
11:30 am - 1:00 pm
Website:
http://meetings.vtools.ieee.org/m/199943

Organizer

[email protected]