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Online Multiple Maneuvering Vehicle Tracking System Based on Multi-Model Smooth Variable Structure Filter.

Authors :
Luo, Zhongzhen
Attari, Mina
Habibi, Saeid
Mohrenschildt, Martin Von
Source :
IEEE Transactions on Intelligent Transportation Systems; Feb2020, Vol. 21 Issue 2, p603-616, 14p
Publication Year :
2020

Abstract

Autonomous vehicles need a real-time traffic tracking system in order to interact with multiple moving vehicles in urban situations. Most existing works rely on camera sensors to interpret the surrounding environment. However, camera sensors degrade in conditions of lighting, shadows, and extreme weathers such that they can hardly detect objects. The light detection and ranging (LiDAR) sensors promise to be a good substitute, as they enable highly precise and robust localization across a wide range of conditions. This paper presents a new LiDAR-based online multiple maneuvering vehicle tracking problem and proposes a novel online multi-model smooth variable structure filter to address the problem. The real-time experiments show that our method is able to deliver superior performance compared to other conventional methods. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
15249050
Volume :
21
Issue :
2
Database :
Complementary Index
Journal :
IEEE Transactions on Intelligent Transportation Systems
Publication Type :
Academic Journal
Accession number :
141598002
Full Text :
https://doi.org/10.1109/TITS.2019.2899051