Level 1 – Emulation
Hardware emulation
Digital reproduction of the I/O layer (signals, sensors, actuators)
SoftFAT, function testing, communication validation
Level 2 – Simulation
Functional simulation
Extension with physical behavior (movement, flow, forces)
Validation of sequences, process times
Level 3 – Mathematical model
Physically describable behavior
Modeling based on mathematical equations or AI approximation
Prediction, optimization, “Learning Twin”
Level 4 – Learning Digital Twin
Data-driven model
Real-time comparison with process data, continuous adjustment
Condition diagnosis, predictive maintenance
Last updated 5 months ago
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