Digital Twin and Virtual Commissioning for Knitting
topic
Digital twin models of knitting machines simulate needle motion, yarn tension dynamics, and loop formation mechanics using physics-based models calibrated with actual machine sensor data, enabling virtual testing of machine setting changes and new yarn type processing parameters to predict fabric quality outcomes before physical implementation and supporting new machine commissioning through virtual validation of control programmes before installation.
Role
Accelerates knitting process development and machine commissioning through virtual simulation that reduces the physical trial requirements and raw material waste of conventional experimental process optimisation, with digital twin validation of control programmes before physical machine testing reducing commissioning time for new machine installations and enabling remote optimisation support by machine manufacturers without on-site visits.