Arc weldingMIG/MAG
Too hot means distortion and burn-through, too cold means lack of fusion — the model keeps the heat input in the window.
Laser cuttingFibre
Too fast for the power — the cut won't sever. Too slow — burr and burn. The optimum is in between.
CNC machining3-axis
From vibration and temperature the model derives tool wear and remaining life — chatter eats tool life.
Press brake / formingAir bending
The model predicts springback and computes the actual angle — too little force, and the sheet springs back.
Mixer / agitatorBatch
Too slow stays inhomogeneous with dead zones, too fast the vortex draws in air — the model keeps blend quality in the window.
Simplified, operable models for illustration — the full, parametric simulation runs in the demo, fed from the historian.