CONFERENCE PROCEEDINGS
Advanced Search
Home > Proceedings > Volume 11746 > Article
Presentation + Paper
12 April 2021 Learning-aided SDC control in mobile ad hoc networks
Qiaofeng Qin, Konstantinos Poularakis, Andreas Martens, Kevin S. Chan, Leandros Tassiulas
Author Affiliations +
Proceedings Volume 11746, Artificial Intelligence and Machine Learning for Multi-Domain Operations Applications III; 117461T (2021) https://doi.org/10.1117/12.2588606
Event: SPIE Defense + Commercial Sensing, 2021, Online Only
Abstract
Software Defined Coalition (SDC) is a promising architecture for flexibly controlling network resources in tactical environments. In highly dynamic mobile ad hoc network scenarios, however, the SDC controllers may be fragmented from the mobile nodes they manage rendering impossible their in-time resource reconfiguration and causing severe network performance degradation. To address this challenge, we explore the idea of complementing the SDC controllers with distributed control mechanisms running locally at the mobile nodes in a hybrid architecture design. We then apply learning methods to predict the network dynamics and fragmentation events, so that we can tune the routing policies in time to prevent network failures from happening. We show the benefits of our hybrid approach in a demo emulating a real tactical ad hoc network scenario using the Anglova tactical ad hoc network dataset.
Conference Presentation
© (2021) COPYRIGHT Society of Photo-Optical Instrumentation Engineers (SPIE). Downloading of the abstract is permitted for personal use only.
Citation Download Citation
Qiaofeng Qin, Konstantinos Poularakis, Andreas Martens, Kevin S. Chan, and Leandros Tassiulas "Learning-aided SDC control in mobile ad hoc networks", Proc. SPIE 11746, Artificial Intelligence and Machine Learning for Multi-Domain Operations Applications III, 117461T (12 April 2021); https://doi.org/10.1117/12.2588606
ACCESS THE FULL ARTICLE
ORGANIZATIONAL
Sign in with credentials provided by your organization.
INSTITUTIONAL
Select your institution to access the SPIE Digital Library.
SELECT YOUR INSTITUTION
PERSONAL
Sign in with your SPIE account to access your personal subscriptions or to use specific features such as save to my library, sign up for alerts, save searches, etc.
PERSONAL SIGN IN
No SPIE Account? Create one
PURCHASE THIS CONTENT
SUBSCRIBE TO DIGITAL LIBRARY
50 downloads per 1-year subscription
Members: $195
Non-members: $335 ADD TO CART
25 downloads per 1 - year subscription
Members: $145
Non-members: $250 ADD TO CART
PURCHASE SINGLE ARTICLE
Includes PDF, HTML & Video, when available
Members: $17.00
Non-members: $21.00 ADD TO CART
PROCEEDINGS
 6 PAGES + PRESENTATION
DOWNLOAD PAPER SAVE TO MY LIBRARY
WATCH
PRESENTATION
GET CITATION
Advertisement
Advertisement
RIGHTS & PERMISSIONS
Get copyright permission  Get copyright permission on Copyright Marketplace
KEYWORDS
Computer architecture
Network architectures
RELATED CONTENT
Subscribe to Digital Library
Receive Erratum Email Alert
Back to Top