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September 20, 2025Engineering ReportsOpen Access

Advanced Maximum Power Point Tracking in Photovoltaic Systems: A Comprehensive Review of Classical, AI‐Based, and Metaheuristic Optimization Techniques

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Authors

SYSalam J. YaqoobUniversity of MisanHAHusam ArnoosUniversity of BaghdadNANaseer T. AlwanUral Federal University

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Overview

This comprehensive review examines MPPT methodologies and their impact on power extraction in photovoltaic systems, highlighting AI and metaheuristic solutions.

Key Points

  • The review highlights the critical role of maximum power point tracking in improving photovoltaic systems' efficiency.
  • Emerging techniques, particularly those based on artificial intelligence and metaheuristic optimization, show exceptional accuracy and adaptability.
  • Various optimization methodologies can enhance power extraction under changing environmental conditions.
  • Metaheuristic algorithms are particularly effective in navigating the complex characteristics of photovoltaic systems.

Cite This Study

Yaqoob et al. (2025) studied this question.

synapsesocial.com/papers/68d46fcd31b076d99fa69f2ahttps://doi.org/10.1002/eng2.70404
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