APPLYING IMAGE PROCESSING AND NEURAL NETWORK TECHNIQUES TO DATA ASSOCIATION ALGORITHM

被引:0
|
作者
Chung, Yi-Nung [1 ]
机构
[1] Natl Changhua Univ Educ, Dept Elect Engn, Changhua 500, Taiwan
关键词
Multiple-target tracking; Data association; Competitive Hopfield neural network; TRACKING; OPTIMIZATION;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Multiple-target tracking (MTT) is a prerequisite step for radar surveillance systems. Data association is the key technique used in radar MTT systems. This paper presents a new approach for data association that uses both quantity data and image information. In order to combine these two attributes, a fusion algorithm based on the competitive Hopfield neural network (CHNN) is developed to match radar measurements with existing target tracks. When target maneuvering problems are detected, an adaptive maneuvering estimator is applied. Computer simulation results indicate that the proposed approach is suitable for multiple-target tracking problems and has good performance.
引用
收藏
页码:2427 / 2439
页数:13
相关论文
共 50 条
  • [1] Review of Neural Network Techniques in the Verge of Image Processing
    Jena, Manaswini
    Mishra, Sashikala
    INTERNATIONAL PROCEEDINGS ON ADVANCES IN SOFT COMPUTING, INTELLIGENT SYSTEMS AND APPLICATIONS, ASISA 2016, 2018, 628 : 345 - 361
  • [2] Determination of Meat Quality by Image Processing and Neural Network Techniques
    Shiranita, Kazuhiko
    Hayashi, Kenichiro
    Otsubo, Akifumi
    Journal of Robotics and Mechatronics, 2000, 12 (04) : 474 - 479
  • [3] Determination of meat quality by image processing and neural network techniques
    Shiranita, K
    Hayashi, K
    Otsubo, A
    Miyajima, T
    Takiyama, R
    NINTH IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS (FUZZ-IEEE 2000), VOLS 1 AND 2, 2000, : 989 - 992
  • [4] Embedded portable device for herb leaves recognition using image processing techniques and neural network algorithm
    Husin, Z.
    Shakaff, A. Y. M.
    Aziz, A. H. A.
    Farook, R. S. M.
    Jaafar, M. N.
    Hashim, U.
    Harun, A.
    COMPUTERS AND ELECTRONICS IN AGRICULTURE, 2012, 89 : 18 - 29
  • [5] An algorithm of neural network and application to data processing in concrete engineering
    Wang, JZ
    Wang, XJ
    Ni, HG
    INFORMATICA, 2003, 14 (01) : 95 - 110
  • [6] Image super resolution processing algorithm based on Kohonen neural network
    Tao, Hongjiu
    Xu, Hongbo
    Liu, Jian
    Tian, Jinwen
    Wuhan Ligong Daxue Xuebao (Jiaotong Kexue Yu Gongcheng Ban)/Journal of Wuhan University of Technology (Transportation Science and Engineering), 2002, 26 (04):
  • [7] Algorithm for image processing of integrated circuits on the basis of the "neocognitron" neural network
    Sadykhov, RK
    Vatkin, ME
    DESDES '1: PROCEEDINGS OF THE INTERNATIONAL WORKSHOP ON DISCRETE-EVENT SYSTEM DESIGN, 2001, : 249 - 254
  • [8] Automatic Pavement Cracks Detection using Image Processing Techniques and Neural Network
    Shatnawi, Nawras
    INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2018, 9 (09) : 399 - 402
  • [9] Applying Image Processing Techniques on a Ball Collecting Robot
    Al-Shaer, Samer
    Al-Shabi, Mohammad
    Younis, Mohammed Bani
    2014 FOURTH INTERNATIONAL CONFERENCE ON DIGITAL INFORMATION AND COMMUNICATION TECHNOLOGY AND IT'S APPLICATIONS (DICTAP), 2014, : 321 - 326
  • [10] Medical Data Processing System Based on Neural Network and Genetic Algorithm
    Amirov, Azamat
    Gerget, Olga
    Devjatyh, Dmitry
    Gazaliev, Arstan
    3RD WORLD CONFERENCE ON EDUCATIONAL TECHNOLOGY RESEARCHES 2013, WCETR 2013, 2014, 131 : 149 - 155