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The document presents a study on a data-driven voltage forecasting method using Echo State Networks (ESNs) for future power grids, particularly in the context of integrating low-carbon technologies like solar photovoltaics and electric vehicles. The proposed ESN model effectively forecasts node voltages in real-time using smart meter data, achieving high accuracy with minimal computational time. This approach aims to enhance grid management by allowing for dynamic operating envelopes that reflect actual net

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EN