141 citations · 143 across the 8 of their papers we have counts for
8 papers
Directional Price Forecasting in the Continuous Intraday Market under Consideration of Neighboring Products and Limit Order Books
Timothée Hornek, Sergio Potenciano Menci, Ivan Pavić
The increasing penetration of variable renewable energy and flexible demand technologies, such as electric vehicles and heat pumps, introduces significant uncertainty in power syst…
Enhancing Smart Grid Information Exchanges: A Three-Phase Method for Evaluating Information and Data Models during their Development Process
Christine van Stiphoudt, Sergio Potenciano Menci, Gilbert Fridgen
The ongoing process of smart grid digitalisation is increasing the volume of automated information exchange across distributed energy systems. This has driven the development of ne…
Where do local markets fit in the current European Electricity Market structures?
Sergio Potenciano Menci, Laura Andolfi, Rawan Akkouch
European electricity markets have been complex since their inception. Policies and technologies advancing renewable integration, consumer empowerment, flexibility, and electrificat…
Bridging Smart Meter Gaps: A Benchmark of Statistical, Machine Learning and Time Series Foundation Models for Data Imputation
Amir Sartipi, Joaquín Delgado Fernández, Sergio Potenciano Menci +1
The integrity of time series data in smart grids is often compromised by missing values due to sensor failures, transmission errors, or disruptions. Gaps in smart meter data can bi…
Spatiotemporal Graph Neural Networks in short term load forecasting: Does adding Graph Structure in Consumption Data Improve Predictions?
Quoc Viet Nguyen, Joaquin Delgado Fernandez, Sergio Potenciano Menci
Short term Load Forecasting (STLF) plays an important role in traditional and modern power systems. Most STLF models predominantly exploit temporal dependencies from historical dat…
Forecasting Anonymized Electricity Load Profiles
Joaquin Delgado Fernandez, Sergio Potenciano Menci, Alessio Magitteri
In the evolving landscape of data privacy, the anonymization of electric load profiles has become a critical issue, especially with the enforcement of the General Data Protection R…
The Value of Battery Energy Storage in the Continuous Intraday Market: Forecast vs. Perfect Foresight Strategies
Timothée Hornek, Youngsub Lee, Sergio Potenciano Menci +1
Grid-scale battery energy storage systems (BESSs) can provide flexibility to the power system and capture shortterm price volatility by shifting energy in time through controlled c…
Privacy-preserving Federated Learning for Residential Short Term Load Forecasting
Joaquin Delgado Fernandez, Sergio Potenciano Menci, Charles Lee +1
With high levels of intermittent power generation and dynamic demand patterns, accurate forecasts for residential loads have become essential. Smart meters can play an important ro…