The relationship between the calculated charged-particle densities in positive corona, the rate of streamer production, and the photon count from the corona were investigated and found to be closely related. Both the densities of electrons and positive ions peaked at 11.8 kV, near the corona inception voltage; they then fell rapidly before slowly rising again. This behavior was exactly matched by the measured photon count. The calculation of the charged-particle density in a positive corona was achieved by means of a fluid model.
Accurate and rapid prediction of dielectric constant (ε) for polymer-based dielectrics at various frequencies remains challenging. We construct a dataset of dielectrics with an easily attainable numerical representation scheme. We propose an interval support vector regression with a particle swarm optimization to accelerate the ε prediction, discovery, and design of polymer dielectrics at various frequencies (spanning from 100 Hz to 1015 Hz). The key features affecting dielectric constant could be identified, and this is highly valuable to target the discovering of polymer dielectrics as high-throughput screening and tailor the desirable property.
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