发明公开
EP0521643A1 Method of automated learning, an apparatus therefor, and a system incorporating such an apparatus
失效
Methode und Apparatfürautomatisiertes Lernen und ein System,das einen solchen Apparatenthält。
- 专利标题: Method of automated learning, an apparatus therefor, and a system incorporating such an apparatus
- 专利标题(中): Methode und Apparatfürautomatisiertes Lernen und ein System,das einen solchen Apparatenthält。
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申请号: EP92305720.2申请日: 1992-06-22
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公开(公告)号: EP0521643A1公开(公告)日: 1993-01-07
- 发明人: Enbutsu, Ichiro, Ishinazaka Apt.554 , Baba, Kenzi , Hara, Naoki , Yoda, Mikio , Watanabe, Shoji , Yahagi, Hayao
- 申请人: HITACHI, LTD.
- 申请人地址: 6, Kanda Surugadai 4-chome Chiyoda-ku, Tokyo 101 JP
- 专利权人: HITACHI, LTD.
- 当前专利权人: HITACHI, LTD.
- 当前专利权人地址: 6, Kanda Surugadai 4-chome Chiyoda-ku, Tokyo 101 JP
- 代理机构: Calderbank, Thomas Roger
- 优先权: JP164212/91 19910704
- 主分类号: G05B13/02
- IPC分类号: G05B13/02 ; G06F15/18 ; G06F9/44
摘要:
In order to speed up, and simplify, automated learning of rules by a neural network making use of fuzzy logic, data (120) from a system is analyzed by a teaching data creation means (140). This groups the data into clusters and then selects a representative data item from each group for subsequent analysis. The selected data items are passed to a rule extraction means (180). This investigates relationships between the data items, to derive rules, but eliminates rules which have only an insignificant effect on the system. The result are candidate rules which are stored in a first rule base (200). The candidate rules are then compared with rules in a second rule base (240) to check for duplication and/or contradiction. Only those rules which are not duplicated and not contradictory are stored in the second rule base (240). Hence, when fuzzy inference is used to control the system on the basis of rules in the second rule base (240), only valid rules which provide a significant effect on the system are used.
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