摘要
利用回归型支持向量机(Support Vector Regression,SVR),设计了一个液压舵机的故障诊断系统。利用系统的可测参量,建立了基于SVR的液压舵机的全局故障检测模型。在仿真过程中发现,此方法能对电液伺服阀、位移传感器和伺服放大器的各种故障进行诊断,诊断准确度高,适用于闭环控制系统的故障检测,仿真结果验证了该方法的有效性。
A fault diagnosis system was designed for hydraulic actuator by using support vector regression （SVR）. The total fault diagnosis model of hydraulic actuator was established based on SVR by using the systemic parameters which could be measured, It is found that the method can be used to detect all kinds of faults of electro hydraulic servo valve, displacement sensor and servo amplifier accurately and quickly. The fault diagnosis method is fit for closed-loop control system. The simulation results show that the method mentioned above is valid.
出处
《系统仿真学报》
EI
CAS
CSCD
北大核心
2007年第23期5509-5512,共4页
Journal of System Simulation
关键词
液压舵机
支持向量机
回归型支持向量机
故障诊断
hydraulic actuator
Support Vector Machines
Support Vector Regression
fault diagnosis
