JOURNAL ARTICLE

Kalman/Particle Filter for Integrated Navigation System

Zhun JiaoRong Zhang

Year: 2013 Journal:   Advanced materials research Vol: 756-759 Pages: 2142-2146   Publisher: Trans Tech Publications

Abstract

Particle filter is introduced. Since the particle filter would bring hard computation, a new Kalman/Particle mixed filter used on SINS/GPS integrated navigation system was proposed. The new method divides the system into two sub-models, one is linear, the other one is nonlinear, and then implement Kalman filter and particle filter separately. The simulation results show that their performance is almost equal, but the computation complexity of the Kalman/particle filter is much lower than traditional particle filter.

Keywords:
Ensemble Kalman filter Particle filter Extended Kalman filter Kalman filter Invariant extended Kalman filter Alpha beta filter Auxiliary particle filter Control theory (sociology) Fast Kalman filter Nonlinear filter Computation Kernel adaptive filter Computer science Particle (ecology) Filter (signal processing) Filter design Algorithm Moving horizon estimation Artificial intelligence Computer vision

Metrics

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Cited By
0.00
FWCI (Field Weighted Citation Impact)
3
Refs
0.11
Citation Normalized Percentile
Is in top 1%
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Citation History

Topics

Target Tracking and Data Fusion in Sensor Networks
Physical Sciences →  Computer Science →  Artificial Intelligence
Inertial Sensor and Navigation
Physical Sciences →  Engineering →  Aerospace Engineering
GNSS positioning and interference
Physical Sciences →  Engineering →  Aerospace Engineering

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