Applying data mining for root-cause analysis of machine faults in complex continuous processes.
作者： G. Donca
DOI:
关键词: Operational maintenance 、 Data mining 、 Maintenance testing 、 Root cause analysis 、 Predictive maintenance 、 Corrective maintenance 、 Reliability engineering 、 Engineering
摘要: The objective of maintenance is to reduce the number unexpected breakdowns due failures, which may be catastrophic and occur huge loss. Many industrial companies have shifted their programs condition-based (CBM), which, if correctly effectively implemented, can significantly cost. CBM made a continuous health diagnostic equipment components. One main methods used for improving efficiency root-cause analysis machine faults.
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uoradea.ro 参考文章(8)
Srivatsan Laxman, Basel Shadid, K. P. Unnikrishnan, P. S. Sastry, Temporal data mining for root-cause analysis of machine faults in automotive assembly lines arXiv: Learning. ,(2009)
Fabian Mörchen, Unsupervised pattern mining from symbolic temporal data ACM SIGKDD Explorations Newsletter. ,vol. 9, pp. 41- 55 ,(2007) , 10.1145/1294301.1294302
Srivatsan Laxman, P. Sastry, K. Unnikrishnan, Discovering Frequent Generalized Episodes When Events Persist for Different Durations IEEE Transactions on Knowledge and Data Engineering. ,vol. 19, pp. 1188- 1201 ,(2007) , 10.1109/TKDE.2007.1055
J. A. Harding, M. Shahbaz, Srinivas, A. Kusiak, Data Mining in Manufacturing: A Review Journal of Manufacturing Science and Engineering-transactions of The Asme. ,vol. 128, pp. 969- 976 ,(2006) , 10.1115/1.2194554
Srivatsan Laxman, P. S. Sastry, K. P. Unnikrishnan, A fast algorithm for finding frequent episodes in event streams Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining - KDD '07. pp. 410- 419 ,(2007) , 10.1145/1281192.1281238
DONCA Gheorghe, MIHÄILÄ V. Ioan, ASPECTS REGARDING DATA MINING APPLIED TO FAULT DETECTION Annals of the Oradea University: Fascicle Management and Technological Engineering. ,(2010) , 10.15660/AUOFMTE.2010-2.1909
DONCA Gheorghe, MIHÄILÄ V. Ioan, HEALTH DIAGNOSTIC FOR COMPLEX ACTING MECHANISM Annals of the Oradea University: Fascicle Management and Technological Engineering. ,(2010) , 10.15660/AUOFMTE.2010-1.1783
S. Israelson, A. L. Madsen, G. Weidl, Object-Oriented Bayesian Networks for Condition Monitoring, Root Cause Analysis and Decision Support on Operation of Complex Continuous Processes: Methodology & Applications ,(2005)