Random forest algorithm in determining the viability of the implementation of synchronous rectification/operation in power electronic converters

The paper presents the implementation of random forest algorithm applied to decision making, when designing power electronic converters. The algorithm is used to aid topology selection and more specifically provide guidance in choosing synchronous operation/rectification or conventional diode application. The presented algorithm can be applied to both isolated and non-isolated converters – an example with an isolated converter is provided. All the steps of the algorithm are described in detail, including training and testing data composition and overall execution. Verification and accuracy assessment is provided.