Reliable part counts are the backbone of good decision-making on the shop floor. Yet for many manufacturers, getting that number right is anything but easy. Some machines have unreliable or
For manufacturers operating multiple plants, getting real-time, apples-to-apples visibility is a major challenge. Each site often runs different systems, measures performance with different KPIs, or
Legacy MES systems and basic monitoring tools are often rigid and slow to adapt. While they claim to offer broad functionality, they’re rarely configured to reflect the nuances of your operations -
There’s no shortage of data on the modern shop floor. The problem is getting the right information to the right people - with the right context to make a difference. Supervisors walk the floor to
Key Takeaways: Amperage data provides valuable insights into optimizing tool life in manufacturing. Monitoring energy consumption can help extend tool usage and reduce costs. Experiments show that...
In parts 1 and 2, we discussed the business problem and preprocessing involved with detecting anomalous behavior on machines. In this post, we’ll cover some creative data wrangling and clustering...
In the last post of this series, we went over why it was important to try and detect anomalous behavior on machines. In this post, we’ll dive right into how we preprocessed and cleaned the data. We...
In the world of Computer Numerically Controlled (CNC) machining, many operators struggle to keep their machines on schedule and running efficiently. Unanticipated events can plague machine...