The Electra project

Journals

Comparative analysis of machine learning models for day-ahead photovoltaic power production forecasting Authors: S. Theocharides, M. Theristis, G. Makrides, M. Kynigos, C. Spanias. G. E. Georghiou Journal: Energies 2021, 14, 1081, Feb 2021 View/Download Digital Object Identifier (DOI)


A hybrid methodology for distribution level photovoltaic power production forecasting verified at the distribution system of Cyprus Authors: S. Theocharides, C. Spanias, I. Papageorgiou, G. Makrides, S, Stavrinos, V. Efthymiou, G. E. Georghiou Journal: IET Renewable Power Generation, 2021 View/Download Digital Object Identifier (DOI)


Impact of duration and missing data on the long-term photovoltaic degradation rate estimation Authors: I. Romero-Fiances, A. Livera, M. Theristis, G. Makrides, J. S. Stein, G. Nofuentes, J. de la Casa, G. E. Georghiou Journal: Renewable Energy, 181, 2022 View/Download Digital Object Identifier (DOI)


Short-term electric net load forecasting for solar-integrated distribution systems based on Bayesian neural networks and statistical post-processing Authors: G. Tziolis, C. Spanias, M. Theodoride, S. Theocharides, J. Lopez-Lorente, A. Livera, G. Makrides, G. E. Georghiou Journal: Energy 2023, 271, Feb 2023 View/Download Digital Object Identifier (DOI)


Distributed energy resources electric profile identification in low voltage networks using supervised machine learning techniques Authors: A. F. Jaramillo, J. Lopez-Lorente, D. M. Laverty, P. V. Brogan, S. H. Velasquez, J. Martinez-del-Rincon, A. M. Foley Journal: IEEE Access 2023, Feb 2023 View/Download Digital Object Identifier (DOI)


Evaluating the Techno-Economic Effect of Pricing and Consumption Parameters on the Power-to-Energy Ratio for Sizing Photovoltaic-Battery Systems: An Assessment of Prosumers in the Mediterranean Area. Energies 2023 Authors: N. G. Chatzigeorgiou, S. Theocharidis, G. Makrides, G. E. Georghiou Journal: Energies 2023, May 2023 View/Download Digital Object Identifier (DOI)

Conferences

Impact of data quality on day-ahead photovoltaic power production forecasting Authors: S. Theocharides, G. Makrides, G. E. Georghiou Conference: 48th IEEE PVSC, 25-27 June 2021, Online View/Download Digital Object Identifier (DOI)


Novel intraday photovoltaic production forecasting algorithm using deep learning ensemble models Authors: S. Theocharides, G. Makrides, M. Theristis, G. E. Georghiou Conference: 38th EUPVSC, 6-10 September 2021, Online View/Download


Voltage estimation in a nanogrid using a digital twin and real-time smart meter data streams Authors: J. Lopez-Lorente, C. M. Xydas, G. Makrides, and G. E. Georghiou Conference: SEST 2022 View/Download


Advanced Short-Term Net Load Forecasting for Renewable-Based Microgrids Authors: Georgios Tziolis, Anastasios Koumis, Spyros Theocharides, Andreas Livera, Javier Lopez-Lorente, George Makrides and George E. Georghiou IEEE International Smart Cities Conference (ISC2), 2022 View/Download Digital Object Identifier (DOI)


Comparative Analysis of Machine Learning Models for Short-Term Net Load Forecasting in Renewable Integrated Microgrids’ Authors: Georgios Tziolis, Javier Lopez-Lorente, Maria-Iro Baka, Anastasios Koumis, Andreas Livera, Spyros Theocharides, George Makrides and G. E. Georghiou International Conference on Energy Transition in the Mediterranean Area (SyNERGY MED), 2022 View/Download Digital Object Identifier (DOI)


Voltage State Estimation in a Microgrid with Temporal Convolutional Network and Various Feature Dimensions Authors: Alexandre Delode, Javier Lopez-Lorente, George Makrides and G. E. Georghiou International Conference on Energy Transition in the Mediterranean Area (SyNERGY MED), 2022 View/Download Digital Object Identifier (DOI)


Synthetic generation of hourly photovoltaic power forecasts using Bayesian Regularised Neural Networks Authors: Spyros Theocharides, Javier Lopez-Lorente, George Makrides and G. E. Georghiou International Conference on Energy Transition in the Mediterranean Area (SyNERGY MED), 2022 View/Download Digital Object Identifier (DOI)


The effect of electricity price and consumption level on the Power-to-Energy Ratio for the sizing of hybrid PV-BSS: Techno-economic Analysis of Mediterranean prosumers’ Authors: Nikolas G. Chatzigeorgiou, George Makrides and G. E. Georghiou International Conference on Energy Transition in the Mediterranean Area (SyNERGY MED), 2022 View/Download Digital Object Identifier (DOI)

Electra / Publications

Journals

Comparative analysis of machine learning models for day-ahead photovoltaic power production forecasting

A hybrid methodology for distribution level photovoltaic power production forecasting verified at the distribution system of Cyprus

Impact of duration and missing data on the long-term photovoltaic degradation rate estimation

Short-term electric net load forecasting for solar-integrated distribution systems based on Bayesian neural networks and statistical post-processing

Distributed energy resources electric profile identification in low voltage networks using supervised machine learning techniques

Evaluating the Techno-Economic Effect of Pricing and Consumption Parameters on the Power-to-Energy Ratio for Sizing Photovoltaic-Battery Systems: An Assessment of Prosumers in the Mediterranean Area. Energies 2023

Conferences

Impact of data quality on day-ahead photovoltaic power production forecasting

Novel intraday photovoltaic production forecasting algorithm using deep learning ensemble models

Voltage estimation in a nanogrid using a digital twin and real-time smart meter data streams

Advanced Short-Term Net Load Forecasting for Renewable-Based Microgrids

Comparative Analysis of Machine Learning Models for Short-Term Net Load Forecasting in Renewable Integrated Microgrids’

Voltage State Estimation in a Microgrid with Temporal Convolutional Network and Various Feature Dimensions

Synthetic generation of hourly photovoltaic power forecasts using Bayesian Regularised Neural Networks

The effect of electricity price and consumption level on the Power-to-Energy Ratio for the sizing of hybrid PV-BSS: Techno-economic Analysis of Mediterranean prosumers’