Machine learning use cases

Intelligent decisions where they are needed – right where the action is.

Machine learning use cases

Software solutions for your industry

The development of application-oriented solutions for industry is one of our core competencies. As a long-standing partner in the industrial sector, we bring our proven software solutions to your process applications. From HMI/SCADA applications, resource and energy management as well as industrial IoT and machine learning – you can use our software solutions for your use cases and combine them flexibly. See for yourself what we have achieved together with our customers and partners.

Operate machine learning directly at the edge

With  edgeML , Weidmüller brings industrial AI directly into production. The solution enables trained machine learning models to be operated on edge devices – for process-oriented analysis, anomaly detection and predictive maintenance without cloud dependency.

Typical use cases with edgeML

Anomaly detection on edge equipment

Identify deviations in process behaviour directly on the machine – before failures occur.

Anomaly detection on edge equipment
Our proven solutions
  • Operation of ML models directly on IPCs or edge controllers
  • Edge processing without latency or costs thanks to cloud services
  • Integration into existing automation environments
  • Visualisation via PROCON-WEB HMI

Predictive maintenance & quality monitoring

Use machine learning to optimise maintenance intervals and detect quality deviations.

Predictive maintenance & quality monitoring
Our proven solutions
  • Integration of ONNX models
  • REST API for flexible data connection
  • Can be combined with PROCON-Connect, PROCON-WEB or ResMa®
  • Reduction of unplanned downtime and scrap

Why edgeML?

edgeML combines machine learning with edge computing to analyse data directly where it is generated – in the machine, in the sensor or in the production module.
Whether predictive maintenance, fast, scalable and robust.

  •  Edge-ready: Machine learning directly in the production process

  • Open & compatible: Support for common ML frameworks

  • Secure & local: Secure communication and local execution

  •  Made in Germany: Development & Support by Weidmüller GTI Software

Start now with edgeML

Discover how easy ML integration can be. Make an appointment and let our experts advise you.

Would you like more information about our HMI solutions? Then contact our experts. We provide you with comprehensive information about everything you need to know about our software solution, which can be integrated into automation systems in a particularly simple and flexible manner.

More information about our use cases

As a specialist in industrial development, we focus on customised software solutions. With many years of experience, we seamlessly integrate proven applications such as HMI/SCADA, resourcce and energy management and automated machine learning into your processes. Our flexible products can be customised to your specific requirements and combined with modular components.

Contact

Weidmüller GTI Software is a pioneer in the field of software development. You benefit from our software solutions for your industry. Our expert team is always on hand to help you find the right solution.

Weidmüller GTI Software

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