提高定位方案仿真模型的精度

Walid M. Ibrahim, N. Abuali, A. Taha, H. Hassanein
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引用次数: 2

摘要

本地化在未来的互联网中扮演着重要的角色,特别是在物联网(IoT)的背景下。增加对设备和传感数据的依赖,要求更有效和准确的定位方案。在物联网环境中,覆盖的区域很大,因此不可能使用单跳定位技术来定位所有设备和传感器节点(SNs)。解决这个问题的一种方法是使用多跳定位技术来估计设备的位置。特别是在模拟环境较大的情况下,为了降低成本和方便地研究不同定位技术之间的差异,需要对无线传感器网络进行模拟定位技术。因此,需要一个逼真的模型来尽可能准确地模拟定位过程。许多多跳定位技术使用接收信号强度指示器(RSSI)来估计SNs之间的距离。我们对这项工作的兴趣是在部署之前加强对这些方案的验证。具体来说,我们建议使用更现实的模型来生成RSSI值。该模型是基于实际测量,并通过广泛的仿真验证。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Improving the accuracy of simulation models for localization schemes
Localization plays a substantial role in the future Internet, especially within the context of the Internet of Things (IoT). Increased dependence on devices and sensed data presses for more efficient and accurate localization schemes. In the IoT environment the area covered is large making it impossible to localize all devices and Sensor Nodes (SNs) using single-hop localization techniques. A solution to this problem is to use a multi-hop localization technique to estimate devices' positions. Simulating localization techniques for wireless sensor networks is required in order to reduce cost and study the difference between localization techniques easily especially if the simulated environment is large. Thus a realistic model is required to simulate the localization process as accurately as possible. Many multi-hop localization techniques use Received Signal Strength Indicator (RSSI) to estimate the distance between SNs. Our interest in this work is to enhance the validation of these schemes prior to deployment. Specifically, we propose the use of a more realistic model for generating RSSI values. The model is based on practical measurements and is validated through extensive simulation.
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