crossrefMachines2023-11-08Cited by 16
Time Series Prediction for Energy Consumption of Computer Numerical Control Axes Using Hybrid Machine Learning Models
Robin Ströbel, Yannik Probst, Samuel Deucker, Jürgen Fleischer
The prediction of energy-related time series for computer numerical control (CNC) machine tool axes is an essential enabler for the shift towards autonomous and intelligent production. In particular, a precise prediction of energy consumption is needed to determine the environmen…