Transactions of FAMENA, Vol. 37 No. 3, 2013.
Izvorni znanstveni članak
CONTROL STRATEGY FOR ASSURING CONSTANT SURFACE FINISH BY CONTROLLING CUTTING FORCES
Franci Čuš
; Faculty of Mechanical Engineering, University of Maribor, Maribor, Slovenia
Uroš Župerl
; Faculty of Mechanical Engineering, University of Maribor, Maribor, Slovenia
Sažetak
The objective of this paper is to present surface roughness control strategy aimed at controlling the cutting force and maintaining constant roughness of the surface being milled by digital adaptation of cutting parameters. The idea of this control structure is to merge the off-line cutting condition optimization and genetic programming (GP) model based surface roughness control. The off-line optimization integrates the neural network (NN) modelling of the objective function and particle swarm optimization (PSO) of cutting parameters. The GP method is conducted to find the correlation between surface roughness and the cutting force and to provide a functional relationship with controllable factors. Simulation setup and simulation results are presented to confirm the efficiency of the control model and its relevance to industry.
Ključne riječi
end milling; surface quality control; PSO-NN optimization; GP; simulation
Hrčak ID:
111267
URI
Datum izdavanja:
29.11.2013.
Posjeta: 1.095 *