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An SSM-PSO Based MPPT Scheme for Wind Driven DFIG System

Boni Satya Varun Sai, Debashis Chatterjee, Saad Mekhilef, Addy Wahyudie

2022IEEE Access34 citationsDOIOpen Access PDF

Abstract

In this work, a searching space minimization-based particle swarm optimization (SSM-PSO) scheme has been proposed for maximum power point tracking (MPPT) in a doubly fed induction generator (DFIG) based wind energy conversion system (WECS). DFIG displays non-linearity in <i>P</i> &#x2013; &#x03C9; characteristics. So different types of conventional and optimization-based schemes are developed for MPPT. The drawbacks in the conventional perturb and observe (P&#x0026;O) scheme has been successfully abolished by the proposed SSM-PSO method. Because of its weather-insensitive nature, the conventional P&#x0026;O MPP tracking scheme results in the fluctuation of DFIG output under a sudden change in wind speed. To avoid this problem, maximum and minimum limits for the optimal rotor speed have been determined in the proposed SSM-PSO scheme. Further, the obtained limits for rotor speed are employed to improve the searching space within the non-linear <i>P</i> &#x2013; &#x03C9; curve. This initial confinement of particles to a limited searching space in SSM-PSO results in a faster response of the system. Since the proposed SSM-PSO is atmosphere sensitive, it avoids fluctuations under an abrupt variation in wind velocity. The improved initialization part of SSM-PSO leads to better dynamic characteristics compared to existing P&#x0026;O and optimization-based schemes. The proposed SSM-PSO scheme is implemented for a 2MW DFIG system in MATLAB Simulink atmosphere and showed satisfactory results.

Topics & Concepts

Particle swarm optimizationControl theory (sociology)Maximum power point trackingInitializationMaximum power principleMATLABWind speedComputer scienceRotor (electric)Power (physics)MathematicsAlgorithmPhysicsInverterQuantum mechanicsControl (management)MeteorologyProgramming languageArtificial intelligenceOperating systemPhotovoltaic System Optimization TechniquesWind Turbine Control SystemsWind Energy Research and Development