Hysteresis Nonlinearity Modeling for Magnetics Shape Mem-ory Alloy Actuator Based on a Novel Black-box Model with Least Squares Support Vector Machines.

2018 ◽  
Author(s):  
R. Xu ◽  
M. Zhou ◽  
Y. Wang
Keyword(s):  
Support Vector Machines ◽  
Least Squares ◽  
Black Box ◽  
Box Model ◽  
Support Vector ◽  
Hysteresis Nonlinearity ◽  
Vector Machines

Modeling Rate-Dependent Hysteresis for GMA Using Online Least Squares Support Vector Machines

2011 ◽  
Vol 48-49 ◽  
pp. 710-714
Author(s):  
Zhen Kai Guo ◽  
Zhao Qing Song ◽  
Xin Jiang Wei
Keyword(s):  
Support Vector Machines ◽  
Least Squares ◽  
Active Vibration Control ◽  
Support Vector ◽  
Nonlinear Phenomenon ◽  
Rate Dependent ◽  
Hysteresis Nonlinearity ◽  
Vector Machines ◽  
Active Vibration ◽  
And Control

Rate-dependent hysteresis is a strongly nonlinear phenomenon which exists in the giant magnetostrictive actuator (GMA); it has influence in the precision and stability of active vibration control. It is highly important in the control theory and control engineering that the influence of hysteresis is eliminated by the modeling of rate-dependent hysteresis for GMA. So an online intelligent modeling method, which is based on an improved online least squares support vector machines (IOLS-SVM), is presented for identifying rate-dependent hysteresis nonlinearity for GMA, and is used to online real-time training. The data measured in the experiment are used for modeling. The numerical simulation shows the effectiveness of the method.

1-Norm least squares twin support vector machines

2011 ◽  
Vol 74 (17) ◽  
pp. 3590-3597 ◽  
Author(s):  
Shangbing Gao ◽  
Qiaolin Ye ◽  
Ning Ye
Keyword(s):  
Support Vector Machines ◽  
Least Squares ◽  
Support Vector ◽  
Twin Support Vector Machines ◽  
Vector Machines
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