Title :
Neural network controlled grid interfaced solar photovoltaic power generation
Author :
Singh, Bawa ; Shahani, D.T. ; Verma, Anil Kumar
Author_Institution :
Indian Inst. of Technol. Delhi, New Delhi, India
Abstract :
This study deals with a NN (neural-network)-based control algorithm of a grid interfaced SPV (solar photovoltaic) generating system. The proposed grid interfaced SPV generating system utilises a NN control algorithm-based on the LMS (least mean-square), known as Adaline (adaptive linear element) to estimate reference grid currents. A DC-DC boost converter is used for achieving the maximum power point tracking between SPV and DC bus of four-leg VSC (voltage source converter) interfaced to a three-phase, four-wire distribution system. The four-leg VSC of SPV generating system is also used for the compensation of the reactive power for zero voltage regulation or for power factor correction along with load balancing, elimination of load harmonics currents and mitigation of neutral current at PCC (point of common coupling) in three-phase four-wire distribution system. The DC bus of VSC is supported by a capacitor which is fed by SPV energy through a DC-DC boost converter. A laboratory prototype of proposed grid interfaced SPV generating system is developed to validate its developed model and the NN-based control algorithm.
Keywords :
DC-DC power convertors; maximum power point trackers; neurocontrollers; photovoltaic power systems; power factor correction; power generation control; power grids; reactive power; solar power stations; voltage control; Adaline; DC-DC boost converter; NN-based control algorithm; PCC; SPV generating system; adaptive linear element; four-leg VSC; grid interfaced SPV generating system; least mean-square; load balancing; load harmonics currents elimination; maximum power point tracking; neural network controlled grid interfaced solar photovoltaic power generation; neural-network-based control algorithm; neutral current mitigation; point of common coupling; power factor correction; reactive power; reference grid currents; solar photovoltaic generating system; three-phase four-wire distribution system; voltage source converter; zero voltage regulation;
Journal_Title :
Power Electronics, IET
DOI :
10.1049/iet-pel.2013.0166