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Cognite and Aarbakke used Cognite Data Fusion to break down the walls between separate systems that tracked machine operation data and work orders, helping the manufacturing company analyze and optimize cutting tool usage.
Aarbakke’s computer numerical control (CNC) machines use more than 22,000 unique cutting tools to complete complex operations on sometimes rare materials. However, due to old numerical control programs, lack of operator experience, and other reasons, these tools are sometimes used in an inefficient way, and operators and production managers are only aware of a suboptimal cutting process once the part is finished.
It is also difficult to get an overview of tool usage and performance. Some tools may be in use for hundreds of minutes in a single day, while others may hardly be used at all.
Aarbakke already had in place separate systems that tracked machine operation data and work orders -- the systems just didn’t communicate with each other. Cognite and Aarbakke therefore liberated the data from the systems and collected it all in Cognite Data Fusion (CDF), and then visualized it in a dashboard.
The dashboard gives production managers, team leaders, and operators an overview of which tools are most frequently in use and color-codes the usage based on the material that the tool is cutting into. Aarbakke can use this information to optimize tool usage during cutting and reduce cutting time.
By analyzing historical use of tool assemblies and their performance, Aarbakke aims to reduce tool assemblies by up to 60% and boost the efficiency of the remaining tools by 10%.