JOURNAL ARTICLE

Event-Triggered Consensus LMB Filter for Distributed Multitarget Tracking

Gaiyou LiGiorgio BattistelliLuigi ChisciLin GaoPing Wei

Year: 2022 Journal:   IEEE Transactions on Aerospace and Electronic Systems Vol: 59 (1)Pages: 712-719   Publisher: Institute of Electrical and Electronics Engineers

Abstract

This correspondence investigates the problem of reducing energy and bandwidth consumption of a sensor network for distributed multi-target tracking by the labeled multi-Bernoulli filter. To this end, an event-triggered method is adopted together with a consensus strategy for each sensor node to transmit only Bernoulli components that achieve enough information gain. Two message transmission strategies, i.e. joint and independent transmission, are devised. The possibility to separately trigger Bernoulli components allows the proposed method to better tradeoff tracking performance versus communication load with respect to existing distributed multi-target tracking approaches.

Keywords:
Computer science Bandwidth (computing) Tracking (education) Wireless sensor network Transmission (telecommunications) Event (particle physics) Energy consumption Bernoulli's principle Filter (signal processing) Real-time computing Distributed computing Control theory (sociology) Computer network Artificial intelligence Engineering Telecommunications Control (management)

Metrics

12
Cited By
2.35
FWCI (Field Weighted Citation Impact)
18
Refs
0.86
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
Advanced Adaptive Filtering Techniques
Physical Sciences →  Engineering →  Computational Mechanics
Indoor and Outdoor Localization Technologies
Physical Sciences →  Engineering →  Electrical and Electronic Engineering

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