Algorithm 1 Two-dimensional gradient descent search algorithm |
determine the initial conditions by performing a turning operation to produce one low rigidity shaft:
determine shaft diameter d
determine bending force Fbe
determine cutting force component Ff
determine the initial distance from the cutting edge to the point at which the workpiece is secured in the spindle a0
determine initial axial force Fx10
determine initial eccentricity e0
record measurements of Fx1, e and deviation y every 0.05 mm by changing the values of parameters Fx1 and e within the pre-defined range
use the measurement data to train an ANN to predict
minimize deviation y, which is the output value of the neural network which serves as the objective function for the GA
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