Journal of Projectiles, Rockets, Missiles and Guidance >
A New Method of Radar Target Recognition Based on Rough Set Theory
Received date: 2009-07-04
Online published: 2025-05-28
Focused on the problem of the dimension of the radar high resolution range profile(HRRP) is always high, an attribution reduction algorithm based on rough set theory was proposed the function of attribution importance based on ReliefF algorithm was designed and used for attribution reduction by heuristic search. The experimental results demonstrate the recognition performance is improved and the reduction time is shortened by the algorithm.
ZHU Feng , ZHANG Zhijun , LIU Chuanwu , WANG Jun . A New Method of Radar Target Recognition Based on Rough Set Theory[J]. Journal of Projectiles, Rockets, Missiles and Guidance, 2010 , 30(3) : 145 -147,154 . DOI: 10.15892/j.cnki.djzdxb.2010.03.057
| [1] | Jain A K,Duin R,Mao J C．Statistical pattern recognition:A review[J]．IEEE Transactions on Pattern Analysis and Machine Intelligence,2000,22(1):4-37. |
| [2] | Pawlak Z. Rough sets[J]. International Journal of Computer and Information Sciences, 1982, 11 (5): 341- 356. |
| [3] | Han YinShi. A classification study of rough sets generalization[D]. Ontario: Lakehead University, 2004. |
| [4] | Skowron A, Rauszer C. The discernibility matrices and functions in information system[M]. Intelligent Decision Support Handbook of Applications and Advances of the Rough Sets Theory. Dordrecht: Kluwer Academic Publishers, 1992. 331- 362. |
| [5] | 石峰, 娄臻亮, 张永清. 一种改进的粗糙集属性约简启发式算法[J]. 上海交通大学学报, 2002, 4 (4): 478- 481. |
| [6] | Kononenko I. Estimation Attributes: Analysis and extensions of RELIEF[C]// Proceedings of the 1994 European Conference on Machine Learning, 1994. 171- 182. |
| [7] | Kira K, Rendell L A. The feature selection problem : traditional methods and a new algorithm[C]// Proceedings of the Ninth National conference on Artificial Intelligence, 1992. 129- 134. |
| [8] | 张丽新. 高维数据的特征选择及基于特征选择的集成学习研究[D]. 北京: 清华大学, 2004. |
| [9] | 杜兰. 雷达高分辨距离像目标识别方法研究[D]. 西安: 西安电子科技大学, 2007. |
| [10] | Vapnik V N. Statistical learning theory[M]. New York: John Wiley and Sons, 1998. |
| [11] | Hu Xiaohua, Cercone N. Learning in relational databases: A rough set approach[J]. Computational Intelligence, 1995, 11 (2): 323- 338. |
/
| 〈 |
|
〉 |