Optimizing photovoltaic integration in grid management via a deep learning-based scenario analysis

Abstract Addressing the challenges of integrating photovoltaic (PV) systems into power grids, this research develops a dual-phase optimization model incorporating deep learning techniques. Given the fluctuating nature of solar energy, the study employs Generative Adversarial Networks (GANs) to simul...

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Bibliographic Details
Main Authors: Zhiming Gu, Bo Li, Guipeng Zhang
Format: Article
Language:English
Published: Nature Portfolio 2025-04-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-025-98724-3
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