|
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 |
|
|
reference value for the i-th shaft section; |
|
|
predicted value for the i-th shaft section |
|
|
standard deviation of reference values |
|
|
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 |