학술논문

PWM-PFM hybrid modulation for DAB converter based on RL algorithm
Document Type
Conference
Source
2023 11th International Conference on Power Electronics and ECCE Asia (ICPE 2023 - ECCE Asia) Power Electronics and ECCE Asia (ICPE 2023 - ECCE Asia), 2023 11th International Conference on. :1855-1860 May, 2023
Subject
Components, Circuits, Devices and Systems
Engineering Profession
Fields, Waves and Electromagnetics
General Topics for Engineers
Power, Energy and Industry Applications
Robotics and Control Systems
Transportation
Phase modulation
Asia
Modulation
Prototypes
Switches
Pulse width modulation
Zero voltage switching
Dual active bridge converter
reinforcement learning
efficiency optimization
Language
ISSN
2150-6086
Abstract
This paper proposes a hybrid modulation method to control a dual active bridge(DAB) converter. To improve the efficiency of the system, the proposed hybrid modulation is consisted with pulse width modulation(PWM) and pulse frequency modulation(PFM) in addition to single phase shift(SPS) control which is widely used in DAB converter. By adopting the proposed method, the RMS current of the switching device can be reduced while keeping ZVS operation capability. Therefore, the system can accomplish the high efficiency. Also, this method can be used to a wide output voltage range and light load which is traditionally referred to as a drawback of the DAB converter. To realize optimized control variables for hybrid modulation, reinforcement learning(RL) method is adopted.To verify the effectiveness of the proposed method, a 2 kW DAB converter is built and tested. The efficiency results shows that the efficiency is increased in 1.05% at full load.