JOURNAL ARTICLE

Three-dimensional target motion analysis using angle-only measurements

Abstract

Infrared search and track (IRST) system is an important passive tracking system widely applied in military and civil domain. Locating the moving target by the angle-only measurements is difficult because of nonlinearity and variable observability. This paper studies the angle-only tracking (AOT) in three-dimensional (3D) state space. We discuss the effective AOT approaches using the Gaussian mixture probability hypothesis density (GM-PHD) filter and the Gaussian mixture cardinalized probability hypothesis density (GM-CPHD) filter. Moreover, by constructing different multi-target simulation scenario, the tracking performances of PHD and CPHD are compared. And CPHD has better estimation evaluated in terms of the optimal sub-pattern assignment OSPA metric, but with low computing efficiency and slow response to the target number change.

Keywords:
Observability Tracking (education) Gaussian Metric (unit) Computer science Filter (signal processing) Nonlinear system Algorithm Artificial intelligence Computer vision Mathematics Applied mathematics Physics Engineering

Metrics

4
Cited By
0.47
FWCI (Field Weighted Citation Impact)
30
Refs
0.79
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
Infrared Target Detection Methodologies
Physical Sciences →  Engineering →  Aerospace Engineering
Advanced Measurement and Detection Methods
Physical Sciences →  Engineering →  Electrical and Electronic Engineering

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