JOURNAL ARTICLE

<title>Fuzzy logic approach to data association</title>

Hossam OsmanMohamad FarooqT. Quach

Year: 1996 Journal:   Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE Vol: 2755 Pages: 313-322   Publisher: SPIE

Abstract

This paper proposes a new fuzzy logic approach for solving the data association problem typically encountered in the application of target tracking. A single massive target maneuvering in a heavily-cluttered underwater environment is considered. The proposed fuzzy data association (FDA) approach is combined with an interacting multiple model (IMM) filter. The resultant IMM-FDA tracking algorithm is applied to estimate the state of the maneuvering target, and its performance is compared to that of a combination of an IMM filter and the probabilistic data association (PDA) scheme. The obtained results indicate that the IMM-FDA significantly outperforms the IMM-PDA at the expense of requiring more computational cost and introducing a short processing lag.

Keywords:
Fuzzy logic Probabilistic logic Association (psychology) Data association Filter (signal processing) Computer science Tracking (education) Data mining Artificial intelligence State (computer science) Scheme (mathematics) Real-time computing Computer vision Algorithm Mathematics

Metrics

21
Cited By
4.12
FWCI (Field Weighted Citation Impact)
0
Refs
0.94
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Infrared Target Detection Methodologies
Physical Sciences →  Engineering →  Aerospace Engineering
Target Tracking and Data Fusion in Sensor Networks
Physical Sciences →  Computer Science →  Artificial Intelligence
Advanced Measurement and Detection Methods
Physical Sciences →  Engineering →  Electrical and Electronic Engineering

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