JOURNAL ARTICLE

Gravity gradient-terrain aided navigation based on particle filter

Ling XiongJie MaJinwen Tian

Year: 2009 Journal:   Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE Vol: 7498 Pages: 74984A-74984A   Publisher: SPIE

Abstract

Based on Particle Filter, Gravity Gradient-Terrain aided position technology is proposed in this paper. With the sensitivity of gravity gradient to terrain, the gravity gradient reference map can be computed from the local terrain elevation data. The position can be actualized through matching the real-time measured gravity gradient data to the prepared gravity gradient reference map. The most widely used approximate filtering method is the extended Kaman filter (EKF). EKF is computationally simple but, the convergence of the state estimation for the position is not guaranteed. Particle filter (PF) makes use of the non-linear state and measurement functions, no linearization technology is needed. PF can assure the convergence of the state estimation which follows from the classical results on convergence of Bayesian estimators. Simulations have been done and Particle filter has been shown to be a superior alternative to the EKF in the gravity gradient-terrain matching navigation systems.

Keywords:
Extended Kalman filter Terrain Particle filter Position (finance) Linearization Computer science Convergence (economics) Control theory (sociology) Estimator Kalman filter Filter (signal processing) Geodesy Mathematics Computer vision Artificial intelligence Physics Geology Geography Nonlinear system

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Citation History

Topics

Target Tracking and Data Fusion in Sensor Networks
Physical Sciences →  Computer Science →  Artificial Intelligence
Robotics and Sensor-Based Localization
Physical Sciences →  Engineering →  Aerospace Engineering
Underwater Vehicles and Communication Systems
Physical Sciences →  Engineering →  Ocean Engineering

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