Invention Grant
- Patent Title: Method and apparatus for operating an automation system and accounting for concept drift
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Application No.: US15565795Application Date: 2016-03-24
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Publication No.: US11030536B2Publication Date: 2021-06-08
- Inventor: Steffen Lamparter , Raffaello Lepratti , Martin Ringsquandl
- Applicant: SIEMENS AKTIENGESELLSCHAFT
- Applicant Address: DE Munich
- Assignee: SIEMENS AKTIENGESELLSCHAFT
- Current Assignee: SIEMENS AKTIENGESELLSCHAFT
- Current Assignee Address: DE Munich
- Agency: Schmeiser, Olsen & Watts LLP
- Priority: DE102015206913.3 20150416
- International Application: PCT/EP2016/056512 WO 20160324
- International Announcement: WO2016/165923 WO 20161020
- Main IPC: G06N5/04
- IPC: G06N5/04 ; G06N20/00 ; G06N5/02 ; G05B19/418

Abstract:
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.
Public/Granted literature
- US20180121815A1 METHOD AND APPARATUS FOR OPERATING AN AUTOMATION SYSTEM Public/Granted day:2018-05-03
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