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基于v-SVR的海洋环境下武器效能评估

崔鹏飞 严洪森

计算机技术与发展2012,Vol.22Issue(8):20-24,5.
计算机技术与发展2012,Vol.22Issue(8):20-24,5.

基于v-SVR的海洋环境下武器效能评估

Operational Effectiveness Evaluation of Weapon under Influence of Marine Environment Based on v-SVR

崔鹏飞 1严洪森2

作者信息

  • 1. 东南大学复杂工程系统测量与控制教育部重点实验室,江苏 南京 210096
  • 2. 东南大学自动化学院,江苏 南京 210096
  • 折叠

摘要

Abstract

Operational effectiveness of naval weapon equipment is influenced by the meteorological and hydrological elements of marine environment with complex mechanism , which greatly enhances the difficult of the operational effectiveness evaluation of weapon. Aiming at the nonlinear and multi-dimension problem with small sample in the evaluation, v-support vector regression (v-SVR) model is applied to the operational effectiveness evaluation of weapon. The model can be converted into convex quadratic programming problem, which is solved by sequential minimal optimization algorithm based on decomposing in this paper. The selection of parameters in the v-SVR model is also discussed. Aiming at the operational effectiveness evaluation instance of an operation platform, the evaluation model is established based on v-SVR , and the experimental results show the effectiveness of the proposed model. The v-SVR model can reduce the impact of the expertise , which makes the evaluation results more objective.

关键词

作战效能/支持向量回归机/评估模型/海洋环境/SMO

Key words

operational effectiveness/ SVR/ evaluation model/ marine environment/ SMO

分类

信息技术与安全科学

引用本文复制引用

崔鹏飞,严洪森..基于v-SVR的海洋环境下武器效能评估[J].计算机技术与发展,2012,22(8):20-24,5.

基金项目

国家自然科学基金资助项目(60934008) (60934008)

计算机技术与发展

OACSTPCD

1673-629X

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