A micro-role drilling monitoring method was brought forward based on BP neural network, whose input signals were the energy eigenvectors of torque signal by using wavelet packet transform. Furthermore, a kind of micro-role drilling on-line monitoring software system has been constructed by using Matlab software and LabView software. Experiments validated that the rate of checking out micro-drills breakage was very high by using wavelet neural networks, with the characters of high-precision, quick-convergence compared with BP neural network, and the monitoring system has good practical value.
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孙艳红,杨兆军,崔亚新,张立新,张继生.小波神经网络的微孔钻削在线监测[J].农业机械学报,2007,38(2):176-178.[J]. Transactions of the Chinese Society for Agricultural Machinery,2007,38(2):176-178