- 专利标题: Method and apparatus for operating an automation system and accounting for concept drift
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申请号: US15565795申请日: 2016-03-24
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公开(公告)号: US11030536B2公开(公告)日: 2021-06-08
- 发明人: Steffen Lamparter , Raffaello Lepratti , Martin Ringsquandl
- 申请人: SIEMENS AKTIENGESELLSCHAFT
- 申请人地址: DE Munich
- 专利权人: SIEMENS AKTIENGESELLSCHAFT
- 当前专利权人: SIEMENS AKTIENGESELLSCHAFT
- 当前专利权人地址: DE Munich
- 代理机构: Schmeiser, Olsen & Watts LLP
- 优先权: DE102015206913.3 20150416
- 国际申请: PCT/EP2016/056512 WO 20160324
- 国际公布: WO2016/165923 WO 20161020
- 主分类号: G06N5/04
- IPC分类号: G06N5/04 ; G06N20/00 ; G06N5/02 ; G05B19/418
摘要:
A method and an apparatus for operating an automation system is provided. The method for operating an automation system includes the method steps of: providing a learning-based prediction model for the automation system trained by process data including context of an automation process, receiving information about current context of the automation process, verifying context change by comparing the current context to the context of said process data, in the case of any context change verifying a concept drift by comparing pre-drift process data and post-drift process data, in the case of any concept drift re-training said model with post-drift process data, in the case of no context change testing for random concept drift not detected by verifying context change, in the case of any random concept drift extend the current context by using data comprising previous context changes, otherwise no further method steps are required.
公开/授权文献
- US20180121815A1 METHOD AND APPARATUS FOR OPERATING AN AUTOMATION SYSTEM 公开/授权日:2018-05-03
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