TY - GEN
T1 - Rotor unbalance detection in electrical induction motors using orbital analysis
AU - Carbajal-Hernández, José Juan
AU - Sánchez-Fernández, Luis P.
AU - Suárez-Guerra, Sergio
AU - Hernández-Bautista, Ignacio
PY - 2014
Y1 - 2014
N2 - Deterioration in mechanical parts of a motor causes faults that generate vibrations. Those vibrations can be related with a different type of motor fault. In this work, we propose a new computational model for identifying rotor unbalance problems in electrical induction motors. Measured vibrations are preprocessed in order to create orbits which represent characteristic patterns. Those patterns are used in a recognition process using an artificial neural network. Experimental results using vibration signals extracted from real situations show a good performance and effectiveness of the proposed model, providing a new way for recognizing unbalance problems in induction motors.
AB - Deterioration in mechanical parts of a motor causes faults that generate vibrations. Those vibrations can be related with a different type of motor fault. In this work, we propose a new computational model for identifying rotor unbalance problems in electrical induction motors. Measured vibrations are preprocessed in order to create orbits which represent characteristic patterns. Those patterns are used in a recognition process using an artificial neural network. Experimental results using vibration signals extracted from real situations show a good performance and effectiveness of the proposed model, providing a new way for recognizing unbalance problems in induction motors.
KW - fault
KW - induction motor
KW - orbit
KW - rotor
KW - unbalance
UR - http://www.scopus.com/inward/record.url?scp=84904890752&partnerID=8YFLogxK
U2 - 10.1007/978-3-319-07491-7_38
DO - 10.1007/978-3-319-07491-7_38
M3 - Contribución a la conferencia
SN - 9783319074900
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 371
EP - 379
BT - Pattern Recognition - 6th Mexican Conference, MCPR 2014, Proceedings
PB - Springer Verlag
T2 - 6th Mexican Conference on Pattern Recognition, MCPR 2014
Y2 - 25 June 2014 through 28 June 2014
ER -