Assessment and control of wind turbine by support vector machines

2018 ◽  
Vol 27 ◽  
pp. 167-179 ◽  
Author(s):  
Omar Dahhani ◽  
Abdeslam El-Jouni ◽  
Ismail Boumhidi
Keyword(s):  
Support Vector Machines ◽  
Wind Turbine ◽  
Support Vector ◽  
Vector Machines ◽  
And Control

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.

Imbalance classification in a scaled-down wind turbine using radial basis function kernel and support vector machines

Energy ◽  
2021 ◽  
pp. 122064
Author(s):  
Tiago de Oliveira Nogueira ◽  
Gilderlânio Barbosa Alves Palacio ◽  
Fabrício Damasceno Braga ◽  
Pedro Paulo Nunes Maia ◽  
Elineudo Pinho de Moura ◽  
...  
Keyword(s):  
Support Vector Machines ◽  
Radial Basis Function ◽  
Wind Turbine ◽  
Basis Function ◽  
Support Vector ◽  
Radial Basis Function Kernel ◽  
Vector Machines ◽  
Radial Basis

scholarly journals Estimation of the wind turbine yaw error by support vector machines

2015 ◽  
Vol 48 (30) ◽  
pp. 339-344 ◽  
Author(s):  
Nida Sheibat-Othman ◽  
Sami Othman ◽  
Raoaa Tayari ◽  
Anis Sakly ◽  
Peter F. Odgaard ◽  
...  
Keyword(s):  
Support Vector Machines ◽  
Wind Turbine ◽  
Support Vector ◽  
Vector Machines
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