Accuracy-awareness: A pessimistic approach to optimal control of triggered mobile communication networks
File(s)NMPC_2020_TriggeringComms.pdf (754.13 KB)
Accepted version
Author(s)
Faqir, Omar J
Kerrigan, Eric C
Gunduz, Deniz
Type
Conference Paper
Abstract
We use nonlinear model predictive control to procure a joint control of mobility and transmission to minimize total network communication energy use. The nonlinear optimization problem is solved numerically in a self-triggered framework, where the next control update time depends on the predicted state trajectory and the accuracy of the numerical solution. Solution accuracy must be accounted for in any circumstance where systems are run in open-loop for long stretches of time based on potentially inaccurate predictions. These triggering conditions allow us to place wireless nodes in low energy ‘idle’ states for extended periods, saving over 70% of energy compared to a periodic policy where nodes consistently use energy to receive control updates.
Date Issued
2021-09-09
Date Acceptance
2021-09-01
Citation
IFAC PAPERSONLINE, 2021, 54 (6), pp.296-301
ISSN
2405-8963
Publisher
ELSEVIER
Start Page
296
End Page
301
Journal / Book Title
IFAC PAPERSONLINE
Volume
54
Issue
6
Copyright Statement
© 2021 Elsevier Ltd. All rights reserved. This manuscript is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International Licence http://creativecommons.org/licenses/by-nc-nd/4.0/
Identifier
http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:000694653900045&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=1ba7043ffcc86c417c072aa74d649202
Source
7th IFAC Conference on Nonlinear Model Predictive Control (NMPC)
Subjects
Science & Technology
Technology
Automation & Control Systems
Autonomous mobile robots
Communication networks
Model-based control
Nonlinear control
Optimal control
Triggered control
Publication Status
Published
Start Date
2021-07-11
Finish Date
2021-07-14
Coverage Spatial
Bratislava, SLOVAKIA
Date Publish Online
2021-09-09