● Compensation: when viscosity deviates, the control system finely adjusts fresh solvent addition or temperature setpoints to restore target viscosity. For phase inversion processes (e.g., PVDF hollow fibers), place inline pH and temperature sensors in the coagulation bath; adjust acid/base dosing or cooling flow automatically to stabilize the process.
● Model prediction: build a phase diagram prediction model based on solvent purity to forecast the new phase inversion window (e.g., demixing rate, bath conditions).
● Proactive adjustment: the system suggests or directly adjusts bath temperature/composition or spinning temperature to match the new thermodynamic environment and stabilize membrane morphology.
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