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基于非线性时钟偏移跟踪的水下声学网络节能时间同步

Energy-Efficient Time Synchronization Based on Nonlinear Clock Skew Tracking for Underwater Acoustic Networks.

作者信息

Liu Di, Zhu Min, Li Dong, Fang Xiaofang, Wu Yanbo

机构信息

Ocean Acoustic Technology Center, Institute of Acoustics, Chinese Academy of Sciences, Beijing 100190, China.

University of Chinese Academy of Sciences, Beijing 100049, China.

出版信息

Sensors (Basel). 2021 Jul 23;21(15):5018. doi: 10.3390/s21155018.

Abstract

Time synchronization plays an important role in the scheduling and position technologies of sensor nodes in underwater acoustic networks (UANs). The time synchronization (TS) algorithms face challenges such as high requirements of energy efficiency, the estimation accuracy of the time-varying clock skew and the suppression of the impulsive noise. To achieve accurate time synchronization for UANs, an energy-efficient TS method based on nonlinear clock skew tracking (NCST) is proposed. First, based on the sea trial temperature data and the crystal oscillators' temperature-frequency characteristics, a nonlinear model is established to characterize the dynamic of clock skews. Second, a single-way communication scheme based on a receiver-only (RO) paradigm is used in the NCST-TS to save limited energy. Meanwhile, impulsive noises are considered during the communication process and the Gaussian mixture model (GMM) is employed to fit receiving timestamp errors caused by non-Gaussian noise. To combat the nonlinear and non-Gaussian problem, the particle filter (PF)-based algorithm is used to track the time-varying clock state and an accurate posterior probability density function under the GMM error model is also given in PF. The simulation results show that under the GMM error model, the accumulative Root Mean Square Errors (RMSE) of NCST-TS can be reduced from 10 s to 10 s compared with existing protocols. It also outperforms the other TS algorithms in the aspect of energy efficiency.

摘要

时间同步在水下声学网络(UAN)中传感器节点的调度和定位技术中起着重要作用。时间同步(TS)算法面临着诸如对能量效率的高要求、时变时钟偏差的估计精度以及脉冲噪声抑制等挑战。为了实现UAN的精确时间同步,提出了一种基于非线性时钟偏差跟踪(NCST)的节能TS方法。首先,基于海上试验温度数据和晶体振荡器的温度 - 频率特性,建立一个非线性模型来表征时钟偏差的动态特性。其次,NCST - TS中采用基于仅接收方(RO)范式的单向通信方案来节省有限的能量。同时,在通信过程中考虑脉冲噪声,并采用高斯混合模型(GMM)来拟合由非高斯噪声引起接收时间戳误差。为了解决非线性和非高斯问题,使用基于粒子滤波器(PF)的算法来跟踪时变时钟状态,并且在PF中还给出了GMM误差模型下准确的后验概率密度函数。仿真结果表明,在GMM误差模型下,与现有协议相比,NCST - TS的累积均方根误差(RMSE)可以从10秒降低到10秒。在能量效率方面,它也优于其他TS算法。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/47d6/8347145/7d72a191c9d2/sensors-21-05018-g002.jpg

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