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基于核主成分分析方法的水面舰艇空中目标威胁评估?
引用本文:李冬雷,姜礼平.基于核主成分分析方法的水面舰艇空中目标威胁评估?[J].指挥控制与仿真,2016(4):32-35.
作者姓名:李冬雷  姜礼平
作者单位:海军工程大学,湖北 武汉,430033
基金项目:国家自然科学基金(6107419);全军军事学研究生课题(2014JY451)
摘    要:对来袭空中目标的威胁进行评估与排序是舰艇对空火力分配的重要一环。根据来袭空中目标的特点,在确定目标指标后进行相应量化,针对来袭目标各指标间非线性的特点,提出使用核主成分分析法对目标信息进行特征提取,随后依据核主成分方差贡献率对威胁目标进行评估与排序。通过仿真算例验证,所得结果较为准确、客观,有效地克服传统方法中主观性较强的问题,并且在对指标数据提取的过程中降低了相关信息维数,降低了计算复杂度,为舰艇防空作战威胁评估提供了新途径。

关 键 词:威胁评估  核主成分分析  舰艇防空作战  空中目标  方差贡献率

Threat Target Evaluation of Air Targets to Warships in Air Defense Based on KPCA Method
LI Dong-lei;JIANG Li-ping.Threat Target Evaluation of Air Targets to Warships in Air Defense Based on KPCA Method[J].Command Control & Simulation,2016(4):32-35.
Authors:LI Dong-lei;JIANG Li-ping
Institution:LI Dong-lei;JIANG Li-ping;Naval University of Engineering;
Abstract:The coming air targets threat evaluation and sorting of empty fire distribution of ships fire is important step.Ac-cording to the characteristics of the coming air targets, after confirmed target index quantification, because nonlinear between each index of coming target, puts forward a method of using kernel principal component analysis feature extraction of target information, then based on the kernel principal components variance contribution to target threat assessment and sequencing. By simulation example, the results are more accurate and objective, effectively and avoided subjectivity strong problems in the traditional method, at the same time, the index data extraction process reduces the information dimension, reduces the computational complexity, provides a new way for warship air defense combat threat assessment.
Keywords:threat evaluation  KPCA  warship air defense combat  air targets  variance contribution rate
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