JOURNAL ARTICLE

High maneuvering target-tracking based on strong tracking modified input estimation

Jinlong YangHongbing Ji

Year: 2010 Journal:   Scientific Research and Essays Vol: 5 (13)Pages: 1683-1689   Publisher: Academic Journals

Abstract

When tracking a high maneuvering target, the sudden changes of target states may cause a serious decline or even divergence in the performance of the conventional modified input estimation (MIE) technique. Taking this into account, in this paper, strong tracking filter multiple fading factors are introduced in order to enhance the tracking performance of MIE for high maneuvering targets. As the prediction covariance can be adjusted in real time by the multiple time-varying fading factors and the different data channels are faded at different rates, this algorithm keeps a good tracking performance in low, medium and high maneuvering target cases. Simulations show the effectiveness of the proposed method. Compared with the Fuzzy adaptive MIE algorithm, this algorithm has a higher tracking accuracy and a better real-time performance.   Key words: High maneuvering target, modified input estimation (MIE), strong tracking filter (STF), multiple fading factors.

Keywords:
Fading Tracking (education) Computer science Divergence (linguistics) Covariance Tracking system Kalman filter Control theory (sociology) Artificial intelligence Algorithm Mathematics Statistics

Metrics

12
Cited By
3.21
FWCI (Field Weighted Citation Impact)
13
Refs
0.93
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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