Design and Analysis of Modular Neural Network-Based PI-Controller Ensemble With Karush-Kuhn-Tucker Conditions for Grid-Connected Photovoltaic Systems Under Ground Fault Conditions

Design and Analysis of Modular Neural Network-Based PI-Controller Ensemble With Karush-Kuhn-Tucker Conditions for Grid-Connected Photovoltaic Systems Under Ground Fault Conditions

The increasing penetration of grid-connected solar PV system necessitates roboust and adaptive control strategies to mitigate the adverse effects of fluctuating grid voltages, variable solar irradiance, and ground faults. Traditional PI controllers through their widely used simplicity lack adaptabil...

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Main Authors: Burla Sridhar, Soorya Prakash Shukla, Ritesh Dash, Arpan Dwivedi, G. C. Biswal, Nivedita Singh, Mukesh Kumar Chandrakar, Kalvakurthi Jyotheeswara Reddy, Bhabasis Mohapatra, Binod Kumar Sahu
Format: Article
Language:English
Published: IEEE 2025-01-01
Series:IEEE Access
Subjects:
PI-controller
GA
modular neural network
SPV-grid interconnection
optimization
Online Access:https://ieeexplore.ieee.org/document/10960430/
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