TY - GEN
T1 - Application of sensor fusion and polynomial classifiers to tool wear monitoring
AU - Deiab, Ibrahim
AU - Assaleh, Khaled
AU - Hammad, Firas
PY - 2008
Y1 - 2008
N2 - This paper presents a novel approach to model and predict cutting tool wear using statistical signal analysis, pattern recognition and sensor fusion. The data are acquired from two sources: an acoustic emission sensor (AE) and a tool post dynamometer. The pattern recognition used here is based on two methods: Artificial Neural Networks (ANN), and Polynomial Classifiers (PC). In this work we compare between cutting tool wear predicted by neural network (ANN) and polynomial classifiers (PC). For the case study presented; PC proved to significantly reduce the required training time compared to that required by an ANN without compromising the prediction accuracy. The predicted results compared well to the measured tool wear.
AB - This paper presents a novel approach to model and predict cutting tool wear using statistical signal analysis, pattern recognition and sensor fusion. The data are acquired from two sources: an acoustic emission sensor (AE) and a tool post dynamometer. The pattern recognition used here is based on two methods: Artificial Neural Networks (ANN), and Polynomial Classifiers (PC). In this work we compare between cutting tool wear predicted by neural network (ANN) and polynomial classifiers (PC). For the case study presented; PC proved to significantly reduce the required training time compared to that required by an ANN without compromising the prediction accuracy. The predicted results compared well to the measured tool wear.
UR - https://www.scopus.com/pages/publications/69549091839
U2 - 10.1109/ISMA.2008.4648808
DO - 10.1109/ISMA.2008.4648808
M3 - Conference contribution
AN - SCOPUS:69549091839
SN - 9781424420346
T3 - Proceeding of the 5th International Symposium on Mechatronics and its Applications, ISMA 2008
BT - Proceeding of the 5th International Symposium on Mechatronics and its Applications, ISMA 2008
T2 - 5th International Symposium on Mechatronics and its Applications, ISMA 2008
Y2 - 27 May 2008 through 29 May 2008
ER -