Machines/Accessories/Controls

Imagine you’re trying to learn a new tune on the piano, but the sheet music only has one note out of every ten. Wouldn’t that be pretty hard? That’s what it’s like learning what your machine is doing with data that only plays a few notes from the entire piece. Just like Chopin, a machine writes complex, nuanced melodies that get shortchanged when an incomplete picture is represented in the notes it plays, the data.

Researchers at the Karlsruhe Institute of Technology have developed a system for fully automated monitoring of ballscrew drives in machine tools. A camera integrated directly into the nut of the drive generates images that artificial intelligence continuously monitors for signs of wear, helping to reduce machine downtime.