基于Fisher信息矩阵的距离定位精度分析

IF 0.3 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC IEICE Communications Express Pub Date : 2024-08-09 DOI:10.23919/comex.2024COL0017
Masahiro Fujii
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引用次数: 0

摘要

在这封信中,我引入了基于Fisher信息矩阵的均方根误差(RMSE)来评估基于距离的位置估计的准确性。该定性指标引入了测距测量误差分布的概念,可以比传统的位置精度稀释(PDOP)更精确地评估位置估计精度。将PDOP和建议的RMSE可视化为评估空间上的分布,阐明了它们各自的特征。通过计算机模拟,通过与最小二乘估计的比较,证明了所提指标的有效性。
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An Analysis of Positioning Accuracy Based on Fisher Information Matrix for Distance-Based Positioning
In this letter, I introduce Root Mean Squared Error (RMSE) based on the Fisher information matrix to evaluate the accuracy of distance-based location estimation. This qualitative index, which introduces the concept of the distribution of ranging measurement errors, allows a more precise evaluation of position estimation accuracy than the conventional Position Dilution Of Precision (PDOP). Visualizing PDOP and the proposed RMSE as a distribution over the evaluation space clarifies their respective characteristics. By computer simulations, I show usefulness of the propsoed index by comparing with Least-Squares estimation.
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IEICE Communications Express
IEICE Communications Express ENGINEERING, ELECTRICAL & ELECTRONIC-
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33.30%
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