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Perfect defect detection in over 150’000 inspections at Siemens Rastatt

Siemens Rastatt tackles scalability challenges of visual inspection systems by using EthonAI’s Inspector software.

EthonAI Inspector camera setup at Siemens Rastatt

Industry

Electronics

Location

Germany

Product

Inspector

Background

Siemens Rastatt, well-known for its highly automated facility, boasts a continually growing product variety. As a part of Siemens Building Products, the Rastatt site specializes in producing components for heating, ventilation, and air conditioning systems, which are commonly found in residential and commercial spaces. Many of these products are safety-critical, meaning that impeccable quality standards are a core priority for Siemens Rastatt, therefore placing high demands on their visual inspection systems – high demands that must be met.

Challenge

The ever-growing product variety at Siemens Rastatt made it difficult to scale conventional visual quality inspection systems. Complex implementation and calibration efforts consumed valuable time and energy when implementing vision jobs for new product variants. False negatives – and thereby time wasted on troubleshooting defects that in fact were not there – were unavoidable, because images of all possible defect types were not available. Consequently, the conventional visual inspection systems used at Siemens Rastatt slowed down their test engineers; a no-go in a “high-mix, high-volume” factory.

“We are a convinced customer! We are currently rolling out EthonAI across our factories in Europe and the US.”

Alexander Dierolf

Head of Data Value Center at Siemens Smart Infrastructure

Solution

Alexander Dierolf, Head of Data Value Center at Siemens Smart Infrastructure, identified the EthonAI Inspector software as a potential solution to the scalability problems in Siemens Rastatt’s visual inspection systems. EthonAI’s ease of use, rapid time-to-value, and low maintenance efforts met all critical needs of the company’s test engineers.

The EthonAI Inspector software ticked all the boxes for a usable, scalable, and actionable visual quality inspection system that boosts productivity. Additionally, the software allows for easy quality monitoring across multiple inspection stations, which increases the transparency of potential quality issues.

Inspections from multiple stations are collected in the EthonAI Inspector at Siemens. The Inspector makes it easy to keep the overview over the quality performance and to setup new inspection jobs when needed.
“Thanks to the EthonAI Inspector software, new product variants can be integrated within minutes. It also enables us to detect unexpected defects before they reach our customers.”

Daniel Krauth

Test Engineer at Siemens Rastatt

Outcome

What started as a benchmarking of the EthonAI software in mid-2022 has developed into a long-term collaboration across multiple Siemens factories. Engineers use the EthonAI Inspector to create and assess visual inspection jobs faster than ever. “Thanks to the EthonAI Inspector software, new product variants can be integrated within minutes,” explains Daniel Krauth, Test Engineer at Siemens Rastatt. He adds, “It also enables us to detect unexpected defects before they reach our customers.”

By March 2023, Rastatt test engineers had performed over 150’000 inspections across 200 product variants with the EthonAI Inspector software, achieving perfect defect detection. By identifying defects earlier in the production process, they are now preventing defective products being shipped to customers and have relieved concerns about unexpected defects going unnoticed. “We are a convinced customer!”, Alexander Dierolf exclaims. “We are currently rolling out EthonAI across our factories in Europe and the US.”

Impact

Minimal inspection setup in high-mix production

Perfect Detection

The EthonAI Inspector found 100% of defects. Even unexpected ones, because the system does not need examples of possible failure cases.

Fast Setup

With 200 product variants, setup times for inspection jobs become crucial. With the Inspector, setup now takes the Test Engineers minutes instead of days.

Workforce Support

Troubleshooting false-negatives is wasteful. Our tool shows defect heatmaps to workers, enabling them to make better judgment calls faster.