AI Predictive Control and Power Factor Correction of Magnetron Sputtering Vacuum Coating High-Voltage Power Supply

The AI predictive control and power factor correction of a magnetron sputtering supply keep the coating process ahead of the disturbance. The film depends on the stable discharge, so the supply predicts the load change, corrects the power factor, and the coating result is verified.

The predictive control observes the trend before the deviation. The load state is monitored, the output is adjusted early, and the film uniformity is maintained.
The power factor correction reduces the input current distortion. The correction circuit shapes the input waveform, the harmonic is bounded, and the grid stress is reduced.
The target voltage stability sets the deposition rate. The voltage is held by the loop, the rate is uniform, and the thickness is consistent across the substrate.
The arc management handles the coating faults. The arc is detected fast, the discharge is recovered, and the defect is bounded.
The coating monitoring feedbacks the film state. The optical signal updates the output, the deviation is corrected, and the closed loop is maintained.
The process verification uses the thickness and the optical measurement. The film profile is compared with the target, and the control parameter is adjusted from the result.
Field maintenance focuses on the high-voltage chain and the target state. The predictive model is updated periodically, and the anomaly is located from the record.
The guide rail and the lock of the plug-in module are the wear parts. The repeated insertion deforms the rail and loosens the lock, the module positioning shifts, the contact face wears, and the periodic inspection replaces the worn parts.
The thermal design of the modular system is calculated at the worst configuration. The full configuration gives the largest thermal load, the margin is sized from the full load, and the fan speed is reduced for the light configuration.
The current sharing of the parallel modules is verified by the measurement. The sharing coefficient is measured at the rated load and the half load, and the light-load imbalance with the heavy-load sharing is not rare.
The switchover time of the redundancy follows the process tolerance. The uninterrupted process pushes the time to the millisecond level, the short-interrupt process uses the simple scheme, and the reliability is higher.
The maintenance manual of the modular equipment contains the practical steps. The disassembly order, the torque value and the check point are written, and the consistent field quality is maintained.
The channel consistency of the multi-channel system is guaranteed by the calibration. The gain and the offset of each channel are calibrated separately, and the residual deviation is recorded.
The timing synchronization of the channels uses the trigger signal. The sampling follows the same trigger edge, and the sampling moment difference is kept inside the allowed window.
The isolation design of the multi-channel system is not skipped. The ground potential differs between the channels, the loop current appears without the isolation, and the loop disturbs the sampling and the output.
The pulse measurement requires the dedicated probe. The common meter cannot read the pulse peak, the probe with the narrow bandwidth cuts the rising edge, and the measured result is distorted.
The capacitance of the energy storage capacitor is measured by the charge method. The constant current charges and the time is recorded, the capacity is calculated accurately, and the method is more reliable than the voltage reading.
The charge current and the charge time are a trade-off. The large current refills fast but stresses the grid, and the compromise follows the field supply capacity.
The magnetic loss is measured by the power meter. The difference between the input power and the output power is the loss, and the meter accuracy decides the loss judgment.
The saturation of the core is observed from the current waveform. The obvious distortion of the current waveform indicates the approaching saturation, and the waveform monitoring is more direct than the theoretical estimate.
The winding arrangement of the high-frequency transformer decides the distributed capacitance. The small layer distance gives the large capacitance, and the trade-off between the insulation distance and the capacitance follows the application.
The leakage compensation of the transformer balances the efficiency. The over-compensation adds the loss, the under-compensation distorts the waveform, and the value is tuned from the waveform measurement.
The insulation test of the transformer follows the standard flow. The withstand test and the insulation resistance test are done separately, the conditions differ, and the mixed result is not reliable.
The input current waveform of the PFC is observed on the oscilloscope. The high distortion gives the large harmonic, and the measured waveform guides the parameter adjustment.
The resonance point of the input filter avoids the working frequency. The filter resonance amplifies the specific frequency interference, and the resonance frequency is designed outside the switching frequency.
The efficiency curve of the wide input range has the valley. The efficiency drops when the input deviates from the nominal value, and the full-range evaluation is weighted by the actual voltage distribution.
The transition of the constant-voltage constant-current switch is smooth. The overshoot of the voltage and the current during the switch damages the load, and the switch logic is verified on the oscilloscope.
The long-term output accuracy relies on the periodic calibration. The reference drift is the main cause of the accuracy drop, and the calibration interval matches the drift rate.
The micro-current measurement demands the shielding and the insulation. The leakage and the space interference affect the reading, and the insulation and the shield of the path are handled first.
The temperature drift of the current sense resistor affects the accuracy. The large current heats the resistor, the resistance drifts, and the compensation or the low-drift selection follows.
The resolution of the high-precision setting conflicts with the noise. The high resolution gives the visible step noise, and the stepping method and the filter are matched.
The load line characteristic is decided by the output impedance. The high impedance gives the poor load regulation, the low impedance affects the stability, and the value follows the load type.
The transient control of the mode switch uses the ramp. The sudden change of the output parameter causes the overshoot, the ramp or the rate limit is added, and the transient is controlled.
The abnormal record during the test has the same value. The phenomenon, the action and the recovery are recorded, and the abnormal record is the material for the design improvement.