A Method of Aerial Defense Object Threat Assessment Based on Support Vector Machine

唐立军; 王建中

您当前的位置：

首页 >

文章列表页 >

A Method of Aerial Defense Object Threat Assessment Based on Support Vector Machine

更新时间：2026-09-14

- A Method of Aerial Defense Object Threat Assessment Based on Support Vector Machine
- 一种基于支持向量机的防空目标威胁估计方法
- Issue 4, Pages: 338-342(2008)
- 作者机构：
  
  中北大学信息与通信工程学院
- 作者简介：
- 基金信息：
- DOI：
  CLC：
- Published：2008
- 稿件说明：
移动端阅览
唐立军, 王建中. A Method of Aerial Defense Object Threat Assessment Based on Support Vector Machine[J]. 2008, (4): 338-342.
DOI：

唐立军, 王建中. A Method of Aerial Defense Object Threat Assessment Based on Support Vector Machine[J]. 2008, (4): 338-342. DOI：

摘要

为提高防空目标威胁估计的准确性和实用性

在分析目标威胁估计特点的基础上

提出一种基于最小二乘支持向量机的防空目标威胁估计方法

反映了各个威胁因素与威胁估计结果之间的非线性关系.为将专家经验融入威胁估计模型中

采用模糊综合评价的方法获取支持向量机威胁估计模型的训练及测试数据

威胁因素权重采用层次分析法获得

威胁因素的隶属度函数则根据专家经验获得.通过对防空目标威胁估计实例计算

并与已有方法比较

说明了该方法的有效性和优越性.

Abstract

In order to improve practicability and veracity of aerial defense object threat assessment

on the basis of analyzing the characters of object threat assessment

one kind of aerial defense object threat assessment method based on least squares support vector machine(LSSVM)is proposed

which can approximate the nonlinear complex relationship between threat factors and threat assessment result.In order to fuse experts' knowledge in this model

the fuzzy synthetic evaluation method

which threat factor weighs are computed using analytic hierarchy process method

is applied to obtain training and testing data for this model

and subjection function of threat factors are obtained by experts experience.Through a numerical example of aerial defense object threat assessment and comparing with other existed methods

the results show the rationality and superiority of the method.

关键词

Keywords

references

华中和,吴国良.雷达网信息处理[M].武汉:中国人民解放军空军雷达学院出版社,1992.

王猛,章新华,夏志军.基于属性分析的威胁评估技术研究[J].系统工程与电子技术,2005,27(5):848-851.Wang Meng,Zhang Xinhua,Xia Zhijun.Research on the threat assessment based on cue analysis[J].SystemsEngineering and Electronics,2005,27(5):848-851.(in Chinese)

曲长文,何友,马强.应用多属性决策的威胁估计方法[J].系统工程与电子技术,2002,22(5):26-29.Qu Changwen,He You,Ma Qiang.Threat estimation method using MADM[J].Systems Engineering andElectronics,2002,22(5):26-29.(in Chinese)

曹可劲,江汉,赵宗贵.一种基于变权理论的空中目标威胁估计方法[J].解放军理工大学学报,2006,7(1):32-35.Cao Kejin,Jiang Han,Zhao Zonggui.Air threat assessment based on variable weight theory[J].Journal of PLAUniversity of Science and Technology,2006,7(1):32-35.(in Chinese)

王小艺,侯朝桢,张翠,等.基于模糊多属性决策的目标威胁估计方法[J].控制与决策,2007,22(8):81-86.Wang Xiaoyi,Hou Chaozhen,Zhang Cui,et al.Method of object threat assessment based on fuzzy MADM[J].Control and Decision,2007,22(8):81-86.(in Chinese)

Tony Jan.Neural network based threat assessment for automated visual surveillance[J].Proceedings of 2004 IEEEInternational Joint Conference on Neural Networks,2004,2:1309-1312.

罗艳春,郭立红,姜晓莲.基于模糊神经网络的空中目标威胁评估[J].微计算机信息,2007,23(12):268-270.Luo Yanchun,Guo Lihong,Jiang Xiaolian.Threat assessment for aerial target based on fuzzy neural network[J].Microcomputer Information,2007,23(12):268-270.(in Chinese)

Gonsalves P G,Burge J E,Harper K A.Architecture for genetic algorithm-based threat assessment[J].Proceedingsof the Sixth International Conference of Information Fusion,2003,2:965-971.

张雷,孙金萍,雷英杰.空袭目标威胁估计的模糊决策[J].计算机工程与设计,2003,24(4):12-13,24.Zhang Lei,Sun Jinping,Lei Yingjie.Fuzzy decision method of threat assessing for air attack target[J].ComputerEngineerign and Design,2003,24(4):12-13,24.(in Chinese)

余舟毅,陈宗基,周锐.基于贝叶斯网络的威胁等级评估算法研究[J].系统仿真学报,2005,17(3):555-558.Yu Zhouyi,Chen Zongji,Zhou Rui.Research on threat level assessment arithmetic based on Bayesian network[J].Journal of System Simulation,2005,17(3):555-558.(in Chinese)

Stolarski T A.System for wear prediction in lubricated sliding contacts[J].Lubrication Science,1996,8(4):315.

Suykens J A K.Least squares support vector machine classifiers[J].Neural Processing Letter,1999,9(3):293-300.

徐树伯,和金生.AHP一种新的决策方法[M].天津:天津大学出版社,1997.

Zhang Cui,Su Haibin,Hou Chaozhen,et al.An object threat assessment method based on indefinite multipleattribute decision making[J].Journal of China Ordnance,2006,6:38-42.

Views

175

下载量

CSCD

Alert me when the article has been cited

提交

Tools

Publicity Resources

Study on the Removal of CO2 in Confined Space by High⁃Gravity Enhanced Potassium Hydroxide Coupled Potassium Glycinate Solution

Research on the Optimal Combination of Tail⁃Beat Frequency and Swing of Fish During Self⁃Propelled Swimming

Research Progress on Single⁃Photon Detection for Quantum Information About Mechanisms，Devices and Circuit Design

A Meta⁃Learning and VAE⁃GAN Based META⁃VAEGAN⁃DNN Method for Network Intrusion Detection

机器人机构设计与控制专栏

Related Author

No data

Related Institution

No data

⁰