Presentation Details
Adaptive Maximum Power Point Tracking Using Machine Learning for Photovoltaic Systems
ID：203
View Protection：ATTENDEE
Updated Time：2025-12-24 14:17:53 Hits：382
Online
Start Time：2025-12-30 15:00（Asia/Amman）
Duration：15min
Session：S9 Track 5: Emerging Trends of AI/ML »
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Abstract
Machine Learning (ML) technology for solar photovoltaic (PV) systems has emerged as a good option for increasing energy conversion efficiency under varying environmental conditions. This paper presents an adaptive Maximum Power Point Tracking (MPPT) approach using ML techniques to optimize real-time energy harvesting in PV systems. Traditional MPPT techniques such as Perturb and Observe (P&O) and Incremental Conductance are less efficient under rapidly varying irradiance and temperature. But the proposed ML-based MPPT scheme learns dynamically from environment and system data and forecast and optimize the operating point with a better accuracy. Various supervised learning models are compared on simulated data to identify the most accurate model with respect to accuracy, convergence speed, and computational cost. Experimental validation by MATLAB/Simulink confirms the better performance of the adaptive ML-based MPPT approach compared to conventional approaches. This paper illustrates the potential of intelligent control in improving the robustness and efficiency of PV systems in real-world applications
Keywords
Machine Learning, Maximum Power Point Tracking, adaptive control, Photovoltaic (PV) Systems, Real-Time Optimization, Renewable Energy, solar energy, environmental variability, Energy Efficiency, Smart Grid Integration
Speaker
Rakesh Kumar
GLA University GLA UniversitySubmission Author
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Important Date
-
Conference Date
Dec 29
2025
toDec 31
2025
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Dec 20 2025
Draft paper submission deadline
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Dec 31 2025
Contribution Submission Deadline
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Dec 31 2025
Registration deadline
Sponsored By
United Societies of Science
Organized By
Zarqa University
Contact Information
- Miss AsianComNet
- as******@usssociety.org
Previous Conferences
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2024-10-24 Thailand Bangkok
2024 Asian Conference on Communication and Networks
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