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A Novel Hybrid Whale Optimization Algorithm Differential Evolution Algorithm-Based Maximum Power Point Tracking Employed Wind Energy Conversion Systems for Water Pumping Applications: Practical Realization

Neeraj Priyadarshi, Mahajan Sagar Bhaskar, Dhafer Almakhles

2023IEEE Transactions on Industrial Electronics78 citationsDOI

Abstract

This article describes the implementation of a proposed hybrid whale optimization algorithm differential evolution (WOADE) as a maximum power point tracking (MPPT) for wind energy conversion systems (WECS) employed for water pumping applications. The proposed hybrid MPPT algorithm provides rapid and zero oscillation power tracking to achieve the global maximum power point within a limited number of iterations. In this work, the exploitation capability of the whale optimization algorithm is integrated with the exploration behavior of differential evolution (DE) to improve the tracking ability over a steady and dynamic operating climate. The performance of a permanent magnet synchronous generator-driven centrifugal pump for water pumping applications with wind energy conversion systems has also been investigated. A modified <inline-formula xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink"><tex-math notation="LaTeX">$\acute{\text{C}}$</tex-math></inline-formula> uk converter provides a higher output voltage with an enhanced voltage conversion ratio and is employed for optimal wind power tracking. The practical realization is done to substantiate the productiveness of the introduced hybrid WOADE-based MPPT algorithm for WECS applied for water pumping under varying and sudden changes in wind velocity.

Topics & Concepts

Maximum power point trackingControl theory (sociology)Maximum power principleDifferential evolutionRealization (probability)Permanent magnet synchronous generatorWind powerPower (physics)AlgorithmComputer scienceVoltageEngineeringMathematicsPhysicsElectrical engineeringControl (management)StatisticsArtificial intelligenceInverterQuantum mechanicsMicrogrid Control and OptimizationWind Turbine Control SystemsPhotovoltaic System Optimization Techniques