Revolutionizing Predictive Maintenance for WEISSER Precision Turning Machines with prenode Decentralized Machine Learning Solution
Challenge
Traditional predictive maintenance solutions require companies to share their sensitive machine data, often compromising their privacy and security. Additionally, gathering sufficient data from a single machine alone may not generate accurate predictions.
WEISSER faced these challenges when seeking to implement an effective predictive maintenance service for their customers.
How we helped
To address these issues, we employed federated learning, a cutting-edge approach in the field of artificial intelligence. With prenode mlx, we can make use of multiple data sources and create robust machine learning models. Moreover, it allows the ML models on each machine to continuously learn from each other, enhancing their predictive capabilities over time.
Our solution ensures privacy, security, and accurate predictions by sharing knowledge across multiple machines while keeping the data on edge at individual sites.
prenode hat uns überzeugt, weil sie nicht nur die technische Basis für dezentrale Daten- und KI-Infrastruktur mitgebracht haben, sondern uns auch dabei unterstützen konnten, den Machine-Learning-Anwendungsfall weiterzuentwickeln. - Peter Rath, Leiter Software-Engineering, WEISSER
Results
Our cooperation project brings a multitude of benefits to WEISSER customers in various aspects. Firstly, they will no longer need to disclose their sensitive data to WEISSER for predictive maintenance purposes, safeguarding their privacy and intellectual property. Moreover, the implementation of mlx significantly reduces the volume of transmitted data, easing network congestion and lowering operational costs. Additionally, the machines will no longer need to be continuously connected to the internet, ensuring uninterrupted production processes.
Intending to drive a manufacturing industry revolution, prenode introduces AI-based functionalities for distributed production as an additional service or to enhance local systems.
Video: Microsoft Intelligent Manufacturing Award 2023 | Meet the winners
Company:
JG WEISSER SÖHNE GmbH & Co. KG
Description:
JG WEISSER SÖHNE GmbH & Co. KG is one of the world's leading manufacturers of multifunctional manufacturing systems and precision turning machines.
Founded
1855
Industry:
Industrial Machinery Manufacturing
HQ:
St. Georgen (Schwarzwald), Germany
Are you looking for support in building your AI application?