Data-based decisions

Automated Machine Learning (AutoML) has become a trending topic in the industry due to the implementation of numerous algorithms by groups dedicated to academic research on artificial intelligence (AI) in recent years. AutoML is a tool for streamlining the development of AI solutions in the industry by providing explainable and reproducible results in an automatic and simple way.

Typically, a second machine tool is added to plants in an attempt to increase production and/or diversify. However, we are also seeing it as a phenomenon aimed at resolving the issue with small series. This occurs when there’s a machine with a large automated production capacity which is expensive to interrupt in order to manufacture small series. To cover this gap and avoid interrupting serial production, many factories use an additional, cheaper machine, without automation but with greater availability.

Thirty years ago, the global distribution of sheet metal cutting machine-tools was dominated by the oxycut variety (large thicknesses) and, to a lesser extent, the plasma variety (small thicknesses). There was a niche for punching machines along with water jet and laser machines. The latter were aimed at thicknesses less than 5mm and were expensive. Since then, the trend has shifted, shrugging oxycut in favor of other technologies according to thicknesses.