- 专利标题: Auto-encoders for anomaly detection in a controller area network (CAN)
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申请号: US17111662申请日: 2020-12-04
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公开(公告)号: US11973769B1公开(公告)日: 2024-04-30
- 发明人: Vu T. Le , Elena E. Novikova , Matvey Yutin , Michael J. Weber
- 申请人: BAE Systems Information and Electronic Systems Integration Inc.
- 申请人地址: US NH Nashua
- 专利权人: BAE Systems Information and Electronic Systems Integration Inc.
- 当前专利权人: BAE Systems Information and Electronic Systems Integration Inc.
- 当前专利权人地址: US NH Nashua
- 代理机构: Finch & Maloney PLLC
- 代理商 Gary McFaline
- 主分类号: H04L9/40
- IPC分类号: H04L9/40
摘要:
An anomaly detection system is disclosed. In an embodiment, the anomaly detection system includes an anomaly detection module and a warning indicator module. The anomaly detection module includes one or more auto-encoders that receive sensor data from a plurality of sensors. Each of the one or more auto-encoders receives sensor data from at least three different sensors of the plurality of sensors. By receiving data output from at least three of the sensors, the auto-encoder can recognize expected inter-related patterns from the sensor output. The warning indicator module compares an output of a given auto-encoder of the plurality of auto-encoders to an input of the given auto-encoder to obtain an error value, and then compares that error value against an error threshold. In response to the error value exceeding the error threshold, the warning indicator module issues a warning signal associated with the sensor data received by the given auto-encoder.
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