Numerical modeling and neural network optimization for advanced solar panel efficiency

Numerical modeling and neural network optimization for advanced solar panel efficiency

Abstract Maximizing output from renewable solar panels requires higher efficiency. Conventionally, such optimization techniques—MPPT (Maximum Power Point Tracking) along with heuristic algorithms—suffer significantly from slow adaptability and track sub optimality under dynamic environments. This ar...

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Bibliographic Details
Main Authors: Udit Mamodiya, Indra Kishor, Mohammed Amin Almaiah, Monia Hamdi, Rami Shehab, Tayseer Alkhdour
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Subjects:
Numerical modeling
Neural network optimization
Solar panel efficiency
Physics-informed neural networks (PINNs)
Reinforcement learning
Edge AI
Online Access:https://doi.org/10.1038/s41598-025-06830-z
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https://doi.org/10.1038/s41598-025-06830-z

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