Title :
Neural-Network-Based Integrated Electronic Load Controller for Isolated Asynchronous Generators in Small Hydro Generation
Author :
Singh, Bhim ; Rajagopal, V.
Author_Institution :
Dept. of Electr. Eng., Indian Inst. of Technol.-Delhi, New Delhi, India
Abstract :
This paper deals with a neural-network (NN)-based integrated electronic load controller (IELC) for an isolated asynchronous generator (IAG) driven by a constant-power small hydro uncontrolled turbine feeding three-phase four-wire loads. The proposed IELC utilizes an NN based on the least mean-square algorithm known as adaptive linear element to extract the fundamental component of load currents to control the voltage and the frequency of an IAG with load balancing in an integrated manner. The IELC is realized using zigzag/three single-phase transformers and a six-leg insulated-gate bipolar-transistor-based current-controlled voltage-source converter, a chopper switch, and an auxiliary load on its dc bus. The proposed IELC, with the generating system, is modeled and simulated in MATLAB environment using Simulink and Simpower System toolboxes. The simulated results are validated with test results on a developed prototype to demonstrate the effectiveness of IELC for the control of an IAG feeding three-phase four-wire linear/nonlinear balanced/unbalanced loads with neutral-current compensation.
Keywords :
asynchronous generators; choppers (circuits); electric current control; frequency control; hydraulic turbines; hydroelectric power stations; insulated gate bipolar transistors; least mean squares methods; load regulation; machine control; mathematics computing; neurocontrollers; power convertors; power generation control; power transformers; voltage control; IAG; MATLAB environment; NN-based IELC; Simpower system toolbox; Simulink toolbox; adaptive linear element; chopper switch; current-controlled voltage-source converter; frequency control; hydro generation; isolated asynchronous generator; least mean-square algorithm; load balancing; load current; neural-network-based integrated electronic load controller; neutral-current compensation; six-leg insulated-gate bipolar-transistor; small hydro uncontrolled turbine feeding three-phase four-wire load; three-phase four-wire linear-nonlinear balanced-unbalanced load; voltage control; zigzag-three single-phase transformer; Capacitors; Frequency control; Generators; Power conversion; Voltage control; Windings; Adaptive linear element (adaline); integrated electronic load controller (IELC); isolated asynchronous generator (IAG); small hydro generation; small hydropower generation; voltage and frequency control; voltage-source converter (VSC);
Journal_Title :
Industrial Electronics, IEEE Transactions on
DOI :
10.1109/TIE.2010.2102313