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. 2020 Aug 19;20(17):4683. doi: 10.3390/s20174683
Symbol or Abbreviation Explanation
a distance from spindle to the tip of the cutting tool bit
e eccentricity of tensile force under tension
Fbe bending force exerted by the cutting tool bit
Fr reaction along the x axis
Fx tensile force along the x axis
Fx 1 moving tensile force
L length of shaft
M0, Q0 initial parameters: moment and transverse force at the holding point, respectively
M1 moment generated by the axial component of cutting force
M2 moment generated at the holding point at which the part is secured to the tailstock of the turning machine
R regression coefficient
x1, x2, y1, y2 current coordinates at each section of the workpiece
yi reference value for the i-th shaft section;
yi* predicted value for the i-th shaft section
σi standard deviation of reference values
σi* standard deviation of predicted values
ADAM adaptive moment estimation optimization method
ANN artificial neural network
BiLSTM bidirectional LSTM layer
DBN deep belief network
GA genetic algorithms
LMA Levenberg-Marquardt optimization algorithm
LSTM long short-term memory neural network, which is a recurrent deep learning network
MLP multilayer perceptron
MSE mean square error
NARX flat nonlinear autoregressive network with exogenous input designed for the prediction of multidimensional time series and signals
RBM restricted Boltzmann machine
RMSE rooted MSE
SVM support vector machine