AN APPLICATION OF THE SPECTRAL KURTOSIS TO MONITOR CONTAINER GANTRY CRANES’ MACHINERY
Juan José González de La Rosa, J. M. Sierra, A. Illana, J. A. Carmona, L. M. Calvente, Antonio Moreno Muñoz
2009
Abstract
The Spectral Kurtosis (SK) enhances non-Gaussian behavior associated to deviations from the nominal operation of the cranes machinery. This fact easies fault detection, with the subsequent prevention of dramatic malfunction. In this paper the rotor of a container gantry crane is monitored to get the kurtosis of its normal operation. Then, two types of rolling bearings faults are modeled, according to the design of the rotors crane. These signals are added to the real normal operation recordings, and processed under an estimator of the SK. The experience allows the conformation of a higher-order statistical fault-pattern data base, without the need of stopping huge machinery, and with the subsequent saving, settling the basis of an automatic surveillance system.
References
- Antoni, J. (2006). The spectral kurtosis: application to the vibratory surveillance and diagnostics of rotating machines. Mechanical Systems and Signal Processing (Ed. Elsevier), 20(2):308-331.
- Antoni, J. (2007). Cyclic spectral analysis in practice. Mechanical Systems and Signal Processing (Ed. Elsevier), 21(2):597-630.
- Hua, Y. J. and Shine, Y. K. (2007). Adaptive coupling control for overhead crane systems. Mechatronics, (-):in Press.
- Ju, F., Choo, Y., , and Cui, F. (2006). Dynamic response of tower crane induced by the pendulum motion of the payload. International Journal of Solids and Structures, (43):376-389.
- Lee, D.-H., Cao, Z., and Meng, Q. (2007). Scheduling of two-transtainer systems for loading outbound containers in port container terminals with simulated annealing algorithm. Int. J. Production Economics, (-):in Press.
- Mendel, J. M. (1991). Tutorial on higher-order statistics (spectra) in signal processing and system theory: Theoretical results and some applications. Proceedings of the IEEE, 79(3):278-305.
- Nikias, C. L. and Mendel, J. M. (1993). Signal processing with higher-order spectra. IEEE Signal Processing Magazine, pages 10-37.
- De la Rosa, J. J. G. and Mun˜oz, A. M. (2008). Higher-order cumulants and spectral kurtosis for early detection of subterranean termites. Mechanical Systems and Signal Processing (Ed. Elsevier), 22(Issue 1):279-294. Available online 1 September 2007.
- De la Rosa, J. J. G., Puntonet, C. G., Moreno, A., Illana, A., and Carmona, J. A. (2007). An application of ICA to BSS in a container gantry crane cabin's model. Lecture Notes in Computer Science (LNCS), 4666:714-721. 7th International Conference on Independent Component Analysis and Signal Separation (ICA 2007) London, UK, September 9-12, 2007, Proceedings.
- Vrabie, V., Granjon, P., and Serviere, C. (2003). Spectral kurtosis: from definition to application. In IEEE, editor, IEEE-EURASIP International Workshop on Nonlinear Signal and Image Processing (NSIP'2003), volume 1, pages 1-5.
Paper Citation
in Harvard Style
González de La Rosa J., Sierra J., Illana A., Carmona J., Calvente L. and Muñoz A. (2009). AN APPLICATION OF THE SPECTRAL KURTOSIS TO MONITOR CONTAINER GANTRY CRANES’ MACHINERY . In Proceedings of the 6th International Conference on Informatics in Control, Automation and Robotics - Volume 3: ICINCO, ISBN 978-989-8111-99-9, pages 319-324. DOI: 10.5220/0002154703190324
in Bibtex Style
@conference{icinco09,
author={Juan José González de La Rosa and J. M. Sierra and A. Illana and J. A. Carmona and L. M. Calvente and Antonio Moreno Muñoz},
title={AN APPLICATION OF THE SPECTRAL KURTOSIS TO MONITOR CONTAINER GANTRY CRANES’ MACHINERY},
booktitle={Proceedings of the 6th International Conference on Informatics in Control, Automation and Robotics - Volume 3: ICINCO,},
year={2009},
pages={319-324},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0002154703190324},
isbn={978-989-8111-99-9},
}
in EndNote Style
TY - CONF
JO - Proceedings of the 6th International Conference on Informatics in Control, Automation and Robotics - Volume 3: ICINCO,
TI - AN APPLICATION OF THE SPECTRAL KURTOSIS TO MONITOR CONTAINER GANTRY CRANES’ MACHINERY
SN - 978-989-8111-99-9
AU - González de La Rosa J.
AU - Sierra J.
AU - Illana A.
AU - Carmona J.
AU - Calvente L.
AU - Muñoz A.
PY - 2009
SP - 319
EP - 324
DO - 10.5220/0002154703190324