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Control Mechanisms for Mobile Devices

delete2023-05-01
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OA
AI
P
Peter J. Smith
I
Ikram Singh
P
Pawel A. Dmochowski *
C
Carl P. Dettmann
J
Justin P. Coon
DOI:10.1109/TVT.2022.3229515delete
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Abstract

Abstract

En 中文
In this paper we consider control mechanisms for mobile devices in a stochastic environment. In particular, we consider a device in $n$-dimensional space subject to Brownian perturbations where a control mechanism moves the device towards its target location at a speed which is a function of its displacement. For this scenario, we construct stochastic differential equations for the mobility process and solve for the steady state probability density function of displacement. From this we are able to give general solutions to key metrics such as displacement outage (the long term probability of exceeding a given distance from the target), connectivity probability (derived from the SNR distribution in a Rayleigh channel with pathloss), the mean time at which the device first exceeds a given distance from the target, and the mean kinetic energy required by the control mechanism. We evaluate these metrics for important special cases of the control mechanism and also study the optimization problem of minimizing kinetic energy over the parameters of the control function.
Keywords:
Stochastic processes
Steady-state
Mathematical models
Perturbation methods
Adaptation models
Signal to noise ratio
Rayleigh channels
Brownian motion
connectivity
fokker-planck equation
kinetic energy
mobile device
stochastic differential equation

Journal

IEEE Transactions on Vehicular Technology cover
IEEE Transactions on Vehicular Technology
IF:
7.1
Papers:
1.8W
Citations:
6.6W

Organization

V
Victoria University Wellington
Scholars:
5.6K
Papers: 5.9K
Citations: 54
U
university of oxford
Scholars:
9.8W
Papers: 8.6W
Citations: 137
U
University of Bristol
Scholars:
3.1W
Papers: 3.0W
Citations: 5.3W
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