Transferring Reinforcement Learning for DC-DC Buck Converter Control via Duty Ratio Mapping: From Simulation to Implementation

no code implementations • 20 Oct 2021 • Chenggang Cui, Tianxiao Yang, Yuxuan Dai, Chuanlin Zhang

Reinforcement learning (RL) control approach with application into power electronics systems has become an emerging topic whilst the sim-to-real issue remains a challenging problem as very few results can be referred to in the literature.

reinforcement-learning Reinforcement Learning (RL)

An Intelligent Control Strategy for buck DC-DC Converter via Deep Reinforcement Learning

no code implementations • 11 Aug 2020 • Chenggang Cui, Nan Yan, Chuanlin Zhang

To mitigate the bus voltage stability issue in DC microgrid, an innovative intelligent control strategy for buck DC-DC converter with constant power loads (CPLs) via deep reinforcement learning algorithm is constructed for the first time.

reinforcement-learning Reinforcement Learning (RL) +1