JOURNAL ARTICLE

Square-root Accurate Continuous-Discrete Extended Kalman Filter for target tracking

Abstract

The new Accurate Continuous-Discrete Extended Kalman Filter based on an efficient ODE solver with global error control is discussed at large, here. Also, its square-root variant is designed to improve accuracy and robustness for a finite-precision computer arithmetics. Then, it is examined in severe conditions of tackling a seven-dimensional radar tracking problem, where an aircraft executes a coordinated turn. The latter is considered to be a challenging one for testing nonlinear filtering algorithms. Our numerical results confirm that the presented technique is flexible and robust. It treats successfully (and without any additional tuning) the target tracking problem for various initial data and for a range of sampling times.

Keywords:
Robustness (evolution) Control theory (sociology) Kalman filter Square root Computer science Solver Ensemble Kalman filter Extended Kalman filter Tracking (education) Algorithm Radar tracker Nonlinear system Mathematics Radar Mathematical optimization Artificial intelligence Control (management)

Metrics

25
Cited By
4.24
FWCI (Field Weighted Citation Impact)
11
Refs
0.95
Citation Normalized Percentile
Is in top 1%
Is in top 10%

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
Aerospace and Aviation Technology
Physical Sciences →  Engineering →  Aerospace Engineering

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