Process Parameters Selection in NC Camshaft Grinding Based on Uniform Design and GA-NN
In order to enhance the processing accuracy, the surface quality and the processing efficiency of camshaft grinding, a processing parameters selection in NC camshaft grinding based on uniform design, neural network and genetic algorithm was proposed by using CNC8312A NC camshaft grinder to test training samples. The nonlinear mapping relation between processing requirements (inputs) and processing parameters (outputs) was achieved. By comparing the theoretical values with the output values of the neural network, and analyzing the errors between actual measurement results and processing quality requirements, a satisfied result was obtained by applying the model to actual production.
Julong Yuan, Shiming Ji, Donghui Wen and Ming Chen
Z. H. Deng et al., "Process Parameters Selection in NC Camshaft Grinding Based on Uniform Design and GA-NN", Advanced Materials Research, Vols. 69-70, pp. 437-441, 2009