发明名称 |
EVENT DETECTION APPARATUS AND EVENT DETECTION METHOD |
摘要 |
An event detection apparatus determines the occurrence of an abnormal event based on input data without predefining and learning normal or abnormal patterns. A first data obtaining unit obtains first data. A feature quantity classifying unit obtains a feature quantity corresponding to the first data, generates a plurality of clusters for classifying the obtained feature quantity, and classifies the feature quantity into a corresponding one of the clusters. A learning unit learns a plurality of identifiers using feature quantities classified into the clusters. A second data obtaining unit obtains second data. An identifier unit inputs a feature quantity corresponding to the second data into the plurality of learned identifiers, and receives an identification result from each identifier. A determination unit determines whether the second data includes an identification target event based on the obtained identification result. |
申请公布号 |
US2015262068(A1) |
申请公布日期 |
2015.09.17 |
申请号 |
US201514611721 |
申请日期 |
2015.02.02 |
申请人 |
OMRON Corporation |
发明人 |
Ruan Xiang;Lu Huchuan;Zhang Ying |
分类号 |
G06N5/04;G06N99/00 |
主分类号 |
G06N5/04 |
代理机构 |
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代理人 |
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主权项 |
1. An event detection apparatus, comprising:
a first data obtaining unit configured to obtain first data; a plurality of identifiers; a feature quantity classifying unit configured to obtain a feature quantity corresponding to the first data, generate a plurality of clusters for classifying the obtained feature quantity, and classify the feature quantity into a corresponding one of the clusters; a learning unit configured to learn the plurality of identifiers using feature quantifies classified into the clusters; a second data obtaining unit configured to obtain second data; an identifier unit configured to input a feature quantity corresponding to the second data into the plurality of learned identifiers, and receive an identification result from each identifier; and a determination unit configured to determine whether the second data includes an identification target event based on the obtained identification result. |
地址 |
Kyoto-shi JP |