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Convergence of Desynchronization Primitives
in WirelessSensor Networks: A Stochastic Modeling Approach
Abstract:
Desynchronization approaches in wireless sensor networks converge to
time-division multiple access (TDMA)of the shared medium without
requiring clock synchronization amongst the wireless sensors, or indeed
the presence of a central (coordinator) node. All such methods are based on
the principle of reactive listening of periodic “fire” or “pulse” broadcasts:
each node updates the time of its fire message broadcasts based on
received fire messages from some of the remaining nodes sharing the given
spectrum. In this paper, we present a novel framework to estimate the
required iterations for convergence to fair TDMA scheduling. Our
estimates are fundamentally different from previous conjectures or bounds
found in the literature as, for the first time, convergence to TDMA is
defined in a stochastic sense. Our analytic results apply to the Desync
algorithm and to pulse-coupled oscillator algorithms with inhibitory
coupling. The experimental evaluation via iMote2 TinyOS nodes (based on
the IEEE 802.15.4standard) as well as via computer simulations
demonstrates that, for the vast majority of settings, our stochastic model is
within one standard deviation from the experimentally-observed
convergence iterations. The proposed estimates are thus shown to
characterize the desynchronization convergence iterations significantly
better than existing conjectures or bounds. Therefore, they contribute
towards the analytic understanding of how a desynchronization-based
system is expected to evolve from random initial conditions to the
desynchronized steady state.

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Convergence of desynchronization primitives in wireless sensor networks a stochastic modeling approach

  • 1. Convergence of Desynchronization Primitives in WirelessSensor Networks: A Stochastic Modeling Approach Abstract: Desynchronization approaches in wireless sensor networks converge to time-division multiple access (TDMA)of the shared medium without requiring clock synchronization amongst the wireless sensors, or indeed the presence of a central (coordinator) node. All such methods are based on the principle of reactive listening of periodic “fire” or “pulse” broadcasts: each node updates the time of its fire message broadcasts based on received fire messages from some of the remaining nodes sharing the given spectrum. In this paper, we present a novel framework to estimate the required iterations for convergence to fair TDMA scheduling. Our estimates are fundamentally different from previous conjectures or bounds found in the literature as, for the first time, convergence to TDMA is defined in a stochastic sense. Our analytic results apply to the Desync algorithm and to pulse-coupled oscillator algorithms with inhibitory coupling. The experimental evaluation via iMote2 TinyOS nodes (based on the IEEE 802.15.4standard) as well as via computer simulations
  • 2. demonstrates that, for the vast majority of settings, our stochastic model is within one standard deviation from the experimentally-observed convergence iterations. The proposed estimates are thus shown to characterize the desynchronization convergence iterations significantly better than existing conjectures or bounds. Therefore, they contribute towards the analytic understanding of how a desynchronization-based system is expected to evolve from random initial conditions to the desynchronized steady state.