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Uncertainty analysis method for RSSI-based localization in three-dimensional wireless sensor network

机译:三维无线传感器网络中基于RSSI的定位不确定性分析方法

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RSSI-based distance estimation method is widely used in wireless sensor network localization techniques, owing to its advantages including availability, low cost, flexibility and so on. However, RSSI measurement is easily affected by the adverse factors from the environment, which results in the localization result to be unhealthy. For the purpose of investigating the unhealthy degree of the localization result, we propose a new uncertainty analysis method for localization based on Received Signal Strength Indicator (RSSI) in three-dimensional (3-D) Wireless Sensor Network (WSN). Firstly, uncertain factors are obtained by analyzing the localization process; Secondly, sensitivities of different factors are gained by making use of the partial differential method; Finally, the uncertainty of localization result is expressed by the products of uncertainties and sensitivities of all factors, with the form of 2-norm. Experimental results in three different environments indicate that the proposed uncertainty analysis method has excellent performance on prediction of uncertainty in the localization result.
机译:基于RSSI的距离估计方法由于具有可用性,低成本,灵活性等优点而被广泛应用于无线传感器网络定位技术中。但是,RSSI测量很容易受到来自环境的不利因素的影响,从而导致定位结果不健康。为了研究定位结果的不健康程度,我们提出了一种基于三维(3-D)无线传感器网络(WSN)中接收信号强度指标(RSSI)的定位不确定性分析方法。首先,通过分析定位过程获得不确定因素。其次,利用偏微分法获得了不同因素的敏感性。最后,定位结果的不确定性由所有因素的不确定性和敏感性的乘积表示,以2-范数的形式表示。在三种不同环境下的实验结果表明,所提出的不确定性分析方法在定位结果的不确定性预测方面具有出色的性能。

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