and design still necessitate a solid comprehension of the converter's operating principle and
nonlinear behavior, which can be a significant manpower burden. To alleviate this issue and
free us from repetitive work, this paper proposes a zero-knowledge artificial neural network
(ZANN)-based waveform and critical parameter calculator for resonant converters. A
normalized resonant network is employed to generate adequate data for training the ZANN …