Title :
Reactive power minimization of dual active bridge DC/DC converter with triple phase shift control using neural network
Author :
Harrye, Yasen A. ; Ahmed, K.H. ; Aboushady, A.A.
Author_Institution :
Sch. of Eng., Univ. of Aberdeen, Aberdeen, UK
Abstract :
Reactive power flow increases dual active bridge (DAB) converter RMS current leading to an increase in conduction losses especially in high power applications. This paper proposes a new optimized triple phase shift (TPS) switching algorithm that minimizes the total reactive power of the converter. The algorithm iteratively searches for TPS control variables that satisfy the desired active power flow while selecting the operating mode with minimum reactive power consumption. This is valid for the whole range of converter operation. The iterative algorithm is run offline for the entire active power range (-1pu to 1pu) and the resulting data is used to train an open loop artificial neural network controller to reduce computational time and memory allocation necessary to store the data generated. To validate the accuracy of the proposed controller, a 500-MW 300kV/100kV DAB model is simulated in Matlab/Simulink, as a potential application for DAB in DC grids.
Keywords :
DC-DC power convertors; iterative methods; neural nets; reactive power control; RMS current; computational time; conduction losses; dual active bridge DC/DC converter; iterative algorithm; memory allocation; open loop artificial neural network controller; power 500 MW; reactive power flow; reactive power minimization; total reactive power; triple phase shift control; triple phase shift switching algorithm; voltage 100 kV; voltage 300 kV; Artificial neural networks; Bridge circuits; Circuit breakers; Optimization; Power conversion; Reactive power; DC-DC converter; Dual active bridge (DAB) converter; Neural network (NN) controller; Reactive power; Triple phase shift (TPS);
Conference_Titel :
Renewable Energy Research and Application (ICRERA), 2014 International Conference on
Conference_Location :
Milwaukee, WI
DOI :
10.1109/ICRERA.2014.7016448