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Pavel V. Matrenin

1 paper indexed

crossrefMachine Learning and Knowledge Extraction2026-07-02

From Explainable AI to Knowledge Extraction for Trustworthy Energy Forecasting Systems: A Systematic Review

Irina F. Iumanova, Pavel V. Matrenin, Alexandra I. Khalyasmaa

Modern artificial intelligence methods are increasingly used in power systems for renewable energy generation and electricity load forecasting. However, the limited interpretability of complex machine learning and deep learning models constrains their adoption in critical energy…

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