Accuracy-awareness: A pessimistic approach to optimal control of triggered mobile communication networks
Contributo in Atti di convegno
Data di Pubblicazione:
2021
Citazione:
Accuracy-awareness: A pessimistic approach to optimal control of triggered mobile communication networks / Faqir, O. J.; Kerrigan, E. C.; Gunduz, D.. - 54:6(2021), pp. 296-301. ( 7th IFAC Conference on Nonlinear Model Predictive Control, NMPC 2021 svk 2021) [10.1016/j.ifacol.2021.08.560].
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.
Tipologia CRIS:
Relazione in Atti di Convegno
Keywords:
Autonomous mobile robots; Communication networks; Model-based control; Nonlinear control; Optimal control; Triggered control
Elenco autori:
Faqir, O. J.; Kerrigan, E. C.; Gunduz, D.
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Titolo del libro:
IFAC-PapersOnLine
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