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Siemens Gerätewerk, Germany - Boosting AI implementation for test engineering
Siemens Gerätewerk, Germany - Boosting AI implementation for test engineering
Machine Building
Siemens Gerätewerk Erlangen (GWE)
Erlangen Germany
Implement an AI model productively to
increase first-pass-yield in In-Circuit-Testing (ICT) after successful Proof of Concept (PoC)
Design and realize scalable
solution architecture which integrates existing IT (testing equipment, TeamCenter,
data storage)
Deploy AI solution for validation
and productive use in closed-loop scenario
Reference solution architecture
built on AI on Industrial Edge
Transfer of existing AI model in AI
on edge architecture
Integration into existing IT/OT
landscape including parsing of proprietary test equipment output, integration
of team center
information, export to customer postgres database
Provisioning of model performance
monitoring for continuous model reliability
Provisioning of Industrial Edge HW
and runtime and first deployment on shopfloor
Working
together has greatly accelerated the implementation
of our PoC results.
Alexander
Kleefeldt,
Data Scientist, Siemens AG
Reduced integration time from
estimated 6 months to a 1 month project
Reduced deployment time for updated
models with automated delivery pipeline from hours to minutes
Implemented transparent automated
estimation of model performance, reducing manual effort for validation
Preparation for roll-out across
factory for all test machines
Developed solution architecture
template that has proven to be versatile across different use cases
The
Siemens Gerätewerk
Erlangen (GWE) is a large plant to produce controls located in Erlangen with
around 1,200 employees. Founded in 1971, it has been continuously optimized.
The main products are SINUMERIK, SINAMICS and SIMOTION and various variants.
The GWE is one of the pioneers regarding digitalization AI in production within
Siemens.
