TY - JOUR
T1 - A machine tool performance monitoring system for use on common hand-held devices
AU - Huang, Chung Chi
AU - Chen, Shang Liang
AU - Liou, Hsien Cheng
AU - Wang, Wei Li
AU - Chen, Li Shan
AU - Huang, Tyau Song
AU - Hou, Kai Jen
PY - 2010/8
Y1 - 2010/8
N2 - This paper aims to develop a machine tool performance monitoring system for use on common hand-held devices, which would allow remote monitoring of the machine tool-performance during the machining process, with the aim of increasing its working life. The system will acquire and analyze the vibration signals of various states coming from a given machine tool using Wavelet Packet Theory and Principal Component Analysis. The calculated results are then saved in the database, and a training model is established using Bayesian Classification. In order to assess the machine tool-condition, the acquired vibration signals can be compared with the stored signal results from the training model. Then by using WebService and XML technologies, the system will be able to display the results on all common hand-held devices, allowing for a range of different equipments, including PC, Notebook, PDA and Smartphones to access the information remotely. As a result of this research, engineers will be able to monitor and assess a machine tool-performance almost anywhere in the world.
AB - This paper aims to develop a machine tool performance monitoring system for use on common hand-held devices, which would allow remote monitoring of the machine tool-performance during the machining process, with the aim of increasing its working life. The system will acquire and analyze the vibration signals of various states coming from a given machine tool using Wavelet Packet Theory and Principal Component Analysis. The calculated results are then saved in the database, and a training model is established using Bayesian Classification. In order to assess the machine tool-condition, the acquired vibration signals can be compared with the stored signal results from the training model. Then by using WebService and XML technologies, the system will be able to display the results on all common hand-held devices, allowing for a range of different equipments, including PC, Notebook, PDA and Smartphones to access the information remotely. As a result of this research, engineers will be able to monitor and assess a machine tool-performance almost anywhere in the world.
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M3 - Article
AN - SCOPUS:74049113798
SN - 0257-9731
VL - 30
SP - 323
EP - 331
JO - Journal of the Chinese Society of Mechanical Engineers, Transactions of the Chinese Institute of Engineers, Series C/Chung-Kuo Chi Hsueh Kung Ch'eng Hsuebo Pao
JF - Journal of the Chinese Society of Mechanical Engineers, Transactions of the Chinese Institute of Engineers, Series C/Chung-Kuo Chi Hsueh Kung Ch'eng Hsuebo Pao
IS - 4
ER -