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논문검색

Uncertainty Analysis of Multiple Target Tracking in Distributed Sensor Networks

초록

영어

The related theories and technologies on sensor networks are a hot research field. Due to great uncertainties existed in its data processing, multiple target tracking (MTT) has become a difficult problem in distributed sensor networks (DNWs). Hence, this paper mainly studies the uncertainty problems on MTT in the framework of DNW systems by using the fuzzy theory. According to its model structure, a DNW system can be divided into three layers according to its model structure: the data capture layer, data processing layer and data analysis layer. Based on data processing in different layers, the MTT process can be classified as three phrases: data association/fusion of measurement-measurement/sensor track, sensor track-local track, and local track-global track. It presents a complete procedure of data processing on MTT in a real tracking system. Then, the uncertainty problems on MTT are classified. After analyzing data characteristics, one can utilize the fuzzy information processing technology to solve these problems. Finally, the difficulties on MTT in real tracking systems are summarized.

목차

Abstract
 1. Introduction
 2. Data Processing In Distributed Sensor Networks
 3. Uncertainties Classification in MTT
 4. Uncertainty Analysis in MTT
  4.1. Uncertainties in Observed Data
  4.2. Uncertainties in Target Motion Model
  4.3. Uncertainties in Data Processing For Nodes
 5. Difficulties of MTT in real situations
 6. Conclusion
 Acknowledgments
 References

저자정보

  • Fan En ATR Key Lab, Shenzhen University, Shenzhen 518060, China, Department of Computer Science and Engineering, Shaoxing University, Shaoxing 312000, China
  • Shen Shi-Gen Department of Computer Science and Engineering, Shaoxing University, Shaoxing 312000, China, College of Mathematics Physics and Information Engineering, Jiaxing University, Jiaxing 314000, China
  • Hu Ke-Li Department of Computer Science and Engineering, Shaoxing University, Shaoxing 312000, China
  • Yuan Chang-Hong Air Defense Force Academy, Zhengzhou 450052, China
  • Wang Pin School of Mechanical and Electrical Engineering, Shenzhen Polytechnic, Shenzhen 518055, China

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