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Time Synchronization Algorithms in Low-Cost Wireless Sensor Network Systems

机译:低成本无线传感器网络系统中的时间同步算法

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摘要

Time synchronization is an essential building block of sensor network systems. In this paper, we present a comprehensive study of least squares algorithms for time synchronization in sensor networks, with a focus on continuous monitoring and data collection applications. We propose a set of algorithms to address a number of issues in practical implementation on typical low-cost sensor network platforms, including a scaled signal model to achieve numerical stability in an ill-conditioned problem, sequential estimators for the scaled signal model to reduce computational complexity, a fast initialization scheme to improve energy efficiency, and outlier detection algorithms to improve robustness in long-term autonomous operations. The proposed algorithms are implemented and a measurement-based simulation method is employed to study the performance.
机译:时间同步是传感器网络系统的重要组成部分。在本文中,我们对传感器网络中时间同步的最小二乘算法进行了全面的研究,重点是连续监视和数据收集应用。我们提出了一组算法来解决典型低成本传感器网络平台上实际实施中的许多问题,包括在病态问题中实现数值稳定性的缩放信号模型,缩放信号模型的顺序估计器以减少计算量。复杂性,可提高能源效率的快速初始化方案以及可在长期自主运行中提高鲁棒性的异常检测算法。实现了所提出的算法,并采用了基于测量的仿真方法来研究性能。

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