Cooperative localization based on an evolved variational message passing algorithm

Kaouther Hedhly, M. Laaraiedh, F. Abdelkefi, M. Siala
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引用次数: 5

Abstract

In this paper, we propose a novel algorithm for cooperative localization in Wireless Networks where relative node distances are available. The proposed algorithm is an evolved version of Variational Message Passing (VMP) algorithm. It has the advantage to avoid the simultaneous update of the position estimate done in parallel by all the nodes. This parallel update is the original cause of the VMP positioning errors. Compared to the others VMP algorithms, the enhanced VMP algorithm presents better localization accuracy for lower complexity and cost. This is supported by simulations and measurements which illustrate a very important improvement in positioning accuracy.
基于改进变分消息传递算法的协同定位
本文提出了一种基于相对节点距离的无线网络协同定位算法。该算法是变分消息传递(VMP)算法的改进版本。它的优点是避免了所有节点并行地同时更新位置估计。这种并行更新是造成VMP定位错误的根本原因。与其他VMP算法相比,改进的VMP算法在降低复杂度和成本的同时具有更好的定位精度。仿真和测量结果表明,定位精度得到了非常重要的提高。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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