首页> 外文会议>Robotics, Automation and Mechatronics, 2008 IEEE Conference on >A Method of Remote Fault Diagnosis Based on Analytical Hierarchy Process
【24h】

A Method of Remote Fault Diagnosis Based on Analytical Hierarchy Process

机译:基于层次分析法的远程故障诊断方法

获取原文

摘要

This paper presents a method for Neural Network Ensemble. In the method, five subsystems of classifier used four kinds of neural networks, such as SOM,PNN,LVQ,RBF. Those neural networks compute parallel which have been trained solely The recognition result of subsystems, the expectation and variance between input pattern and goal pattern have been integrated by Analytical Hierarchy Process. In experiments, the proposed methods have been successfully evaluated using thirteen different datasets, it is more effective than the relative majority voting scheme. The integration method consumes little computing resource and the result of calculation accords with the actual conditions, which indicates that AHP is an efficient ensemble method.
机译:本文提出了一种神经网络集成方法。在该方法中,分类器的五个子系统使用了SOM,PNN,LVQ,RBF等四种神经网络。那些神经网络并行计算,它们只经过训练。子系统的识别结果,输入模式和目标模式之间的期望和方差都通过层次分析法进行了集成。在实验中,已使用13个不同的数据集成功评估了所提出的方法,它比相对多数投票方案更有效。该集成方法消耗的计算资源很少,计算结果与实际情况相吻合,表明层次分析法是一种有效的集成方法。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号