Application of support vector machines to sensor fault diagnosis in ESP system
Shui-Bo Zheng; Zheng-Zhi Han; Hou-Jun Tang; Yong Zhang
Machine Learning and Cybernetics, 2004. Proceedings of 2004 International Conference on
Volume 6, Issue , 26-29 Aug. 2004 Page(s): 3334 - 3338 vol.6
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Summary: Sensor prediction models in ESP system are constructed with support vector machines (SVMs) regression algorithm. Thus SVMs are used as residual generator via analytical redundancy of the sensors. DAGSVM classification algorithm fulfills sensor fault isolation. The research's result shows the application of SVMs to sensor fault diagnosis in ESP system is effective and feasible.
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