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Factor Graphs for Navigation Applications: A Tutorial

delete2024-07-03
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OA
AI
C
Clark N. Taylor *
J
Jason N. Gross
DOI:10.33012/navi.653delete
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摘要

摘要

En 中文
This tutorial presents the factor graph, a recently introduced estimation framework that is a generalization of the Kalman filter. An approach for con- structing a factor graph, with its associated optimization problem and efficient sparse linear algebra formulation, is described. A comparison with Kalman fil- ters is presented, together with examples of the generality of factor graphs. A brief survey of previous applications of factor graphs to navigation problems is also presented. Source code for the extended Kalman filter comparison and for generating the graphs in this paper is available at https://github.com/cntaylor/ factorGraph2DsatelliteExample .
Keyword:
Bayesian estimation
factor graph
Kalman filter
sensor fusion

期刊

Navigation-Journal of the Institute of Navigation 封面图
Navigation-Journal of the Institute of Navigation
IF:
2
论文数:
554
被引数:
1.6K

机构

A
air force institute of technology (afit)
学者数:
727
论文数: 531
被引数: 0
W
West Virginia University
学者数:
1.4W
论文数: 1.1W
被引数: 1.2W
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