|
|||||
|
|
| 基于随机森林法的机械变速箱技术状态评估 | |
| 引用本文： | 刘菁,邱绵浩,刘东利,张成名.基于随机森林法的机械变速箱技术状态评估[J].装甲兵工程学院学报,2008,22(4). |
| 作者姓名： | 刘菁 邱绵浩 刘东利 张成名 |
| 作者单位： | 1. 后勤指挥学院,后方专业勤务系,北京,100858 2. 装甲兵工程学院,机械工程系,北京,100072 3. 装甲兵工程学院,训练部,北京,100072 4. 防化研究院,北京,102205 |
| 摘 要： | 将随机森林RF(Random Forests)引入到机械设备技术状态评估领域,对某型坦克不同劣化程度的变速箱振动加速度信号数据进行分类研究,分类精度达到97%以上,证实了此方法的有效性。基于RF的评估方法具有组合分类器精度高、树型分类器运行速度快的特点,在机械设备状态识别、故障诊断中表现出了良好的性能。 |
| 关 键 词： | 随机森林算法 状态评估 变速箱 |
Evaluation of Mechanical Gear-box Technical Condition Based on RF |
|
| LIU Jing,QIU Mian-hao,LIU Dong-li,ZHANG CHENG-ming.Evaluation of Mechanical Gear-box Technical Condition Based on RF[J].Journal of Armored Force Engineering Institute,2008,22(4). | |
| Authors: | LIU Jing QIU Mian-hao LIU Dong-li ZHANG CHENG-ming |
| Institution: | LIU Jing1 QIU Mian-hao2 LIU Dong-li3 ZHANG CHENG-ming4(1.Department of Rear Service; Logistics Command Academy; Beijing 100858; China; 2.Department of Mechanical Engineering; Academy of Armored Force Engineering; Beijing 100072; China 3.Department of Training; 4.Research Institute of Chemical Defense; Beijing 102205; China); |
| Abstract: | Although there are several existed techniques for faults diagnosis,the evaluation research on RF is meaningful and necessary because of its fast execution speed,the characteristic of tree classifier,and high performance in machine deterioration evaluation.Evaluation of RF based method has been demonstrated by gear-boxes of three tanks.The result of the application indicates that this method is valid and the classification accuracy is over 97%. |
| Keywords: | random forests algorithm（RFA） condition evaluation gear-box |
| 本文献已被 维普 万方数据 等数据库收录！ | |