In order to perform the control of a voltage source converter and enhance its capability of working, in this work, a new approach based on Fuzzy-Q-Learning algorithm is applied. The utilized method makes the fuzzy controller in dynamic mode that means this controller will be adapted in each variation in the system by changing the different values depends on the change in the system. By perform the DPC technique, the obtained results show that this new fuzzy reinforcement gives better performance to control a voltage source converter.