发明授权
- 专利标题: Apparatus and method for monitoring abnormal state of vehicle using clustering technique
- 专利标题(中): 使用聚类技术监测车辆异常状态的装置和方法
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申请号: US13874028申请日: 2013-04-30
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公开(公告)号: US09075701B2公开(公告)日: 2015-07-07
- 发明人: Un-Il Yun , Shin-Kyung Lee , Jeong-Woo Lee , Oh-Cheon Kwon , Gwang-Bum Pyun , Heung-Mo Ryang , Gang-In Lee
- 申请人: Electronics and Telecommunications Research Institute , Chungbuk National University Industry-Academic Cooperation Foundation
- 申请人地址: KR Daejeon KR Chungbuk
- 专利权人: ELECTRONICS AND TELECOMMUNICATIONS RESEARCH INSTITUTE,CHUNGBUK NATIONAL UNIVERSITY INDUSTRY-ACADEMIC COOPERATION FOUNDATION
- 当前专利权人: ELECTRONICS AND TELECOMMUNICATIONS RESEARCH INSTITUTE,CHUNGBUK NATIONAL UNIVERSITY INDUSTRY-ACADEMIC COOPERATION FOUNDATION
- 当前专利权人地址: KR Daejeon KR Chungbuk
- 代理机构: Rabin & Berdo, P.C.
- 优先权: KR10-2012-0047514 20120504
- 主分类号: G06F17/00
- IPC分类号: G06F17/00 ; B60W50/02 ; G06K9/00 ; G06K9/62
摘要:
The present invention relates to an apparatus and method for monitoring abnormal state of a vehicle. In the method, CAN data collected from an ECU mounted on the vehicle is transformed into coordinates. The coordinates are applied to a distribution map in a specific space, a number of clusters is calculated based on results of the application, and an initial center point corresponding to the number of clusters is selected. Clustering is performed based on the initial center point, and then clusters are generated. At least one piece of data is extracted from each of the clusters, and a state feature of a corresponding cluster is decided on using a difference between maximum and minimum values of attributes constituting the at least one piece of data. A current state of the vehicle is monitored based on current CAN data of the vehicle and state features of the clusters.
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