A Review of Data Fusion Techniques

被引:552
作者
Castanedo, Federico [1 ]
机构
[1] Univ Deusto, DeustoTech, Deusto Inst Technol, Bilbao 48007, Spain
来源
SCIENTIFIC WORLD JOURNAL | 2013年
关键词
DATA ASSOCIATION; TRACKING; ALGORITHM; DEMPSTER; ARCHITECTURES; EXPLOITATION; MODELS;
D O I
10.1155/2013/704504
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
The integration of data and knowledge from several sources is known as data fusion. This paper summarizes the state of the data fusion field and describes the most relevant studies. We first enumerate and explain different classification schemes for data fusion. Then, the most common algorithms are reviewed. These methods and algorithms are presented using three different categories: (i) data association, (ii) state estimation, and (iii) decision fusion.
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页数:19
相关论文
共 77 条
[51]  
Llinas J., 2004, TECHNICAL REPORT
[52]  
LLOYD SP, 1982, IEEE T INFORM THEORY, V28, P129, DOI 10.1109/TIT.1982.1056489
[53]  
Luo R. C., 1992, DATA FUSION ROBOTICS, P7
[54]   Multisensor Fusion and Integration: Approaches, Applications, and Future Research Directions [J].
Luo, Ren C. ;
Yih, Chih-Chen ;
Su, Kuo Lan .
IEEE SENSORS JOURNAL, 2002, 2 (02) :107-119
[55]  
Manzo Michael., 2005, SASN 05, P107, DOI DOI 10.1145/1102219.1102238
[56]   An efficient particle filter for color-based tracking in complex scenes [J].
Martinez-del-Rincon, Jesus ;
Orrite-Urunuela, Carlos ;
Elias Herrero-Jaraba, J. .
2007 IEEE CONFERENCE ON ADVANCED VIDEO AND SIGNAL BASED SURVEILLANCE, 2007, :176-181
[57]   Dempster-Shafer based multi-view occupancy maps [J].
Morbee, M. ;
Tessens, L. ;
Aghajan, H. ;
Philips, W. .
ELECTRONICS LETTERS, 2010, 46 (05) :341-U4861
[58]   APPLICATION OF 0-1 INTEGER PROGRAMMING TO MULTITARGET TRACKING PROBLEMS [J].
MOREFIELD, CL .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1977, 22 (03) :302-312
[59]   AN ALGORITHM FOR RANKING ALL ASSIGNMENTS ON ORDER OF INCREASING COST [J].
MURTY, KG .
OPERATIONS RESEARCH, 1968, 16 (03) :682-&
[60]  
Orton M., 2001, Proc. of IEE International Workshop on Target Tracking Algorithms and Applications, pv1