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Novel Intelligence ANFIS Technique for Two-Area Hybrid Power System’s Load Frequency Regulation

Namburi Nireekshana, R. Ramachandran, G. V. Narayana

2024E3S Web of Conferences16 citationsDOIOpen Access PDF

Abstract

The main objective of Load Frequency Control (LFC) is to effectively manage the power output of an electric generator at a designated site, in order to maintain system frequency and tie-line loading within desired limits, in reaction to fluctuations. The adaptive neuro-fuzzy inference system (ANFIS) is a controller that integrates the beneficial features of neural networks and fuzzy networks. The comparative analysis of Artificial Neural Network (ANN), Adaptive Neuro-Fuzzy Inference System (ANFIS), and Proportional-Integral-Derivative (PID)-based methodologies demonstrates that the suggested ANFIS controller outperforms both the PID controller and the ANN controller in mitigating power and frequency deviations across many regions of a hybrid power system. Two systems are analysed and represented using mathematical models. The initial system comprises a thermal plant alongside photovoltaic (PV) grid-connected installations equipped with maximum power point trackers (MPPT). The second system comprises hydroelectric systems. The MATLAB/Simulink software is employed to conduct a comparative analysis of the outcomes produced by the controllers.

Topics & Concepts

Adaptive neuro fuzzy inference systemControl theory (sociology)PID controllerController (irrigation)Neuro-fuzzyElectric power systemControl engineeringComputer scienceAutomatic frequency controlArtificial neural networkPhotovoltaic systemFuzzy logicEngineeringFuzzy control systemPower (physics)Artificial intelligenceTemperature controlControl (management)Quantum mechanicsTelecommunicationsPhysicsElectrical engineeringBiologyAgronomyFrequency Control in Power SystemsMicrogrid Control and OptimizationSmart Grid Energy Management
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