Supervision controller for real-time surface quality assurance in CNC machining using artificial intelligence.

•Innovative supervision controller for real-time adjustment on machining parameters.•The controller is innovative in closed-loop control to achieve surface quality.•Results demonstrate the approach is effective for high-quality machining processes.