JOURNAL ARTICLE

Tracking of Spline Modeled Extended Targets Using a Gaussian Mixture PHD Filter

Abstract

This paper presents the integration of a spline based extension model into a probability hypothesis density (PHD) filter for extended targets. Using this filter the position and extension of each object as well as the number of present objects can jointly be estimated. Therefore, the spline extension model and the PHD filter are addressed and merged in a Gaussian mixture (GM) implementation. Simulation results using artificial laser measurements are used to evaluate the performance of the presented filter. Finally, the results are illustrated and discussed.

Keywords:
Spline (mechanical) Filter (signal processing) Extension (predicate logic) Computer science Gaussian Position (finance) Gaussian filter Computer vision Algorithm Tracking (education) Artificial intelligence Filter design Image (mathematics) Engineering

Metrics

4
Cited By
0.61
FWCI (Field Weighted Citation Impact)
32
Refs
0.76
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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