Hysteresis modeling of piezoelectric actuators with the frequency-dependent behavior using a hybrid model:

2019 
In order to overcome the problem of positioning inaccuracy caused by nonlinear hysteresis of piezoelectric actuators, a hybrid model based on least-squares support vector machine and Bouc–Wen model...
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