• Title/Summary/Keyword: SVDD(Supper Vector Data Description)

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Fault Detection Algorithm of Hybrid electric vehicle using SVDD (SVDD 기법을 이용한 하이브리드 전기자동차의 고장검출 알고리즘)

  • Na, Sang-Gun;Jeon, Jong-Hyun;Han, In-Jae;Heo, Hoon
    • Proceedings of the Korean Society for Noise and Vibration Engineering Conference
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    • 2011.04a
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    • pp.224-229
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    • 2011
  • In this paper, in order to improve safety of hybrid electric vehicle a fault detection algorithm is introduced. The proposed algorithm uses SVDD techniques. Two methods for learning a lot of data are used in this technique. One method is to learn the data incrementally. Another method is to remove the data that does not affect the next learning. Using lines connecting support vectors selection of removing data is made. Using this method, lot of computation time and storage can be saved while learning many data. A battery data of commercial hybrid electrical vehicle is used in this study. In the study fault boundary via SVDD is described and relevant algorithm for virtual fault data is verified. It takes some time to generate fault boundary, nevertheless once the boundary is given, fault diagnosis can be conducted in real time basis.

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