European Commission logo
English English
CORDIS - EU research results
CORDIS

BD4NRG: Big Data for Next Generation Energy

Deliverables

Baselne Analysis Report and ‘BD-4-DER' Large Scale Pilots Preparation

This deliverable will deal with the pilot demonstrator activities for optimising management of assets connected to the grid BD4DER

Big Data Value Chain and Requirements

This deliverable will specify the requirements taking into account the input coming from the usage scenarios from the pilot cases

LSP 6 Pilot Documentation

This deliverable will deal with the Large Scale Pilot 7 documentation.

BD4NRG Open APIs and Data Assets Functional Specifications

This deliverable will deal specifications of the analytical description of the structure and functionality of the BD4NRG components

LSP 1 Pilot Documentation

This deliverable will deal with the Large Scale Pilot 1 documentation.

Evaluation, Selection and Contracting Report

This deliverable will deal with the Evaluation, Selection and Contracting Report

LSP 9 Pilot Documentation

This deliverable will deal with the Large Scale Pilot 10 documentation.

BD4NRG Pilots Synergies, Evaluation and Feedback - First Release

This deliverable will deal with the first release of BD4NRG Pilots Synergies Evaluation and Feedback

Baseline Analysis Report and ‘BD-4-NET' Large Scale Pilots Preparation

This deliverable will deal with the pilot demonstrator activities for increasing efficiency and reliability of electricity network BD4NET

Architecture document on the integration of selected existing methods, tools, platforms in the BD4NRG platform

This document describes the Architecture on the integration of selected existing methods, tools, platforms in the BD4NRG platform

LSP 5 Pilot Documentation

This deliverable will deal with the Large Scale Pilot 6 documentation.

BD4NRG High Performance Data Processing

This deliverable will implement on the Micro services platform for Fog management at the edgecomputing services

Report on Existing Methods, Tools and Prototype Implementations to realize the Semantic Interoperability Toolbox, Framework and Platform

This report summarizes the Existing Methods Tools and Prototype Implementations to realize the Semantic Interoperability Toolbox Framework and Platform

BD4NRG Semantification & Interoperability

This deliverable will deal with the formal Big Data semantic vocabularies for the data sources and the Interoperability Specifications

BD4NRG Security, Privacy, Standards & Regulatory Compliance Specs

This deliverable will specify the requirements related to the security privacy to be taken into account in the DB4NRG system implementation

BD4NRG Pilots Synergies, Evaluation and Feedback - Second Release

This deliverable will deal with the second release of BD4NRG Pilots Synergies, Evaluation and Feedback.

Pilot Operation, Engagement and M&V Plan

This deliverable will describe the steps and procedures for deployment and validation of the BD4NRG tools and services in the reallife pilot operation demonstrators and the plan that will select the proper KPIs and evaluation measures for each pilot in order to do the final verification of the pilot demonstrator

LSP 7 Pilot Documentation

This deliverable will deal with the Large Scale Pilot 8 documentation.

Report on cross-learning for flexibility prediction

The report will deal with the cross-learning for flexibility prediction.

BD4NRG-PROCESSING/ANALYTICS - First. Technology Release

This deliverable will implement the first version of the BD4NRGProcessingAnalystc providing cockpit and an open data analytics toolbox

LSP 8 Pilot Documentation

This deliverable will deal with the Large Scale Pilot 9 documentation.

LSP 12 Pilot Documentation

This deliverable will deal with the Large Scale Pilot 13

Open Call Preparation Documents and Material

This deliverable will deal with the Open Call Preparation Documents and Material

LSP 3 Pilot Documentation

This deliverable will deal with the Large Scale Pilot 4 documentation.

Tools Evolution Management Methodology

This deliverable will deal with the quality and preparedness of the tools incorporated in BD4NRG

BD4NRG Reference Architecture Final Version

This deliverable will describe the final version of the reference architecture (RA) for the open interoperable standardisable development, piloting of Big Data edge analytics for smart energy grids and its seamless integration with operational framework already in place in smart grids

Exploitation Plan (First Release)

This deliverable will deal with an early version of the Exploitation Plan

BD4NRG Reference Architecture First Version

This deliverable will describe the first version of the reference architecture RA for the open interoperable standardisable development piloting of Big Data edge analytics for smart energy grids and its seamless integration with operational framework already in place in smart grids

Final Application and End Users Feedback Report

This deliverable will deal with the Final Application and End Users Feedback Report

LSP 10-12 Pilot Documentation

This deliverable will deal with the Large Scale Pilot 11 and 13 documentation.

LSP 11 Pilot Documentation

This deliverable will deal with the Large Scale Pilot 12.

Baseline Analysis Report and ‘BD-4-ENEF' Large Scale Pilots Preparation

This deliverable will deal with the pilot demonstrator activities for integrating energy efficiency financing risk assessment with real life energy comfort monitoring and trade off BD4ENEF

BD4NRG Dissemination, Communication, Stakeholder Engagement, Standardisation and Data Management Handling Report (Period I)

This deliverable will deal with an early version of BD4NRG Dissemination Communication Stakeholder Engagement Standardisation and Data Management Handling Report

BD4NRG-GOVERNANCE - Final Technology Release

This deliverable will describe the Final Technology Release of the BD4NRG-GOVERNANCE

BD4NRG-MARKETPLACE - First. Technology Release

This deliverable will describe the first Technology Release of the MARKETPLACE.

BD4NRG-PROCESSING/ANALYTICS - Final Technology Release

This deliverable will implement the Second version of the BD4NRG-Processing/Analytics, providing cockpit and an open data analytics toolbox

BD4NRG-GOVERNANCE - Second. Technology Release

This deliverable will describe the Second Technology Release of he BD4NRG-GOVERNANCE

BD4NRG-MARKETPLACE - ANALYTICS Final Technology Release

This deliverable will describe the final Technology Release of the MARKETPLACE.

BD4NRG-MARKETPLACE - Second Technology Release

This deliverable will describe the second Technology Release of the MARKETPLACE.

BD4NRG-GOVERNANCE - First Technology Release

This deliverable will describe the First Technology Release of the BD4NRG-GOVERNANCE

Project Website and other Digital Communication

This deliverable will deal with the Project Website and all the other Digital Communication of the project

Publications

Position paper: The Vocabulary Hub to configure data space connectors

Author(s): Wouter van den Berg; Michiel Stonerbrink; Arjan Stoter; Jan Pieter Wijbenga
Published in: Workshop: Data Spaces & Semantic Interoperability - TRUSTS (trusts-data.eu), 2022
Publisher: Data Spaces & Semantic Interoperability - TRUSTS (trusts-data.eu)

AI models, Visual Analytics and Querying for Big Data in the Energy Sector

Author(s): Anastasatos G., Karakolis V., Marinakis V., Doukas H.
Published in: 31st European Conference on Operational Research, in session Decision Support for Intelligent Energy Management, 2021
Publisher: European Conference on Operational Research

NAPREDNA MEDSEKTORSKA POVEZAVA OBRATOVANJA IN VZDRŽEVANJA PRENOSNEGA OMREŽJA

Author(s): Jernej Zupančič; Mitja Antončič; Miha Bečan; Denis Kozjek; Uroš Kerin; Tomi Medved; Andrej F. Gubina
Published in: 16th Conference of Slovenian Electric Power Engineers, 2023
Publisher: CIGRE - CIRED

The BD4NRG Reference Architecture for Big Data Driven Energy Applications

Author(s): Katharina Aurelia Wehrmeister; Efthimios Bothos; Vangelis Marinakis; Babis Magoutas; Alexander Pastor; Leonardo Carreras; Antonello Monti
Published in: 13th International Conference on Information, Intelligence, Systems & Applications (IISA), Issue 13, 2022, Page(s) 1-8, ISBN 978-1-6654-6390-4
Publisher: IEEE
DOI: 10.1109/iisa56318.2022.9904424

Data-driven applications to identify sustainable investment pathways in energy management and efficiency

Author(s): Koutsellis T.; Marinakis V.; Mylona Z.; Zučika A.; Doukas H.
Published in: IEEE 12th International Conference on Information, Intelligence, Systems and Applications (IISA 2021), 2021
Publisher: 12th International Conference on Information, Intelligence, Systems and Applications

Transfer Learning in Transformer-Based Demand Forecasting For Home Energy Management System

Author(s): Gargya Gokhale; Jonas Van Gompel; Bert Claessens; Chris Develder
Published in: Proceedings of the 10th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation, Issue 10, 2023, Page(s) 458-462, ISBN 9798400702303
Publisher: Association for Computing Machinery
DOI: 10.1145/3600100.3626635

Data analytics for Improving the Financeability of Energy Efficiency Investments

Author(s): Marinakis, Vangelis; Koutselis, Themistoklis; Dimitropoulos, Nikos; Aija, Zucika; Doukas, Haris
Published in: 31st European Conference on Operational Research, in session Energy Services in Buildings and Communities, 2021
Publisher: European Conference on Operational Research

Flexibility prediction in Smart Grids: Making a case for Federated Learning

Author(s): S. Čaušević; R. Snijders; G. Pingen; P. Pileggi; M. Theelen; M. Warnier; F. Brazier; K. Kok
Published in: CIRED 2021 - The 26th International Conference and Exhibition on Electricity Distribution, Issue 2021, 2021, Page(s) 1983-1987, ISBN 978-1-83953-591-8
Publisher: IET
DOI: 10.1049/icp.2021.2196

Big Data based maintenance planning – data mining and utilisation

Author(s): Mitja ANTONČIČ; Denis KOZJEK; Uroš KERIN; Jernej ZUPANČIČ; Andrej GUBINA; Tomi MEDVED
Published in: Symposium Muscat - 2023, 2023
Publisher: CIGRE

Providing the Key Ingredients of an Edge PaaS for Supporting and Facilitating the Development of Smart Energy Applications

Author(s): Giovanni Di Orio; Pedro Maló
Published in: CONTROLO 2022. Lecture Notes in Electrical Engineering, Issue 930, 2022, Page(s) 142-154, ISBN 978-3-031-10046-8
Publisher: Springer, Cham
DOI: 10.1007/978-3-031-10047-5_13

Cross-functional Integration of Grid Operation with Predictive Asset Management

Author(s): Jernej Zupančič, Tomi Medved, Andrej F. Gubina, Mitja Antončič, Miha Bečan, Uroš Kerin
Published in: 2022 IEEE PES Innovative Smart Grid Technologies Conference Europe (ISGT-Europe), Issue 16th, 2022, Page(s) 1-5, ISBN 978-1-6654-8032-1
Publisher: IEEE
DOI: 10.1109/isgt-europe54678.2022.9960362

Application of Predictive Asset Management on Grid Operation

Author(s): Andrej F. Gubina; Jernej Zupancic; Tomi Medved; Uros Kerin; Mitja Antoncic
Published in: Global CIGRE Symposium, Cairns 2023, Australia, 2023
Publisher: CIGRE

A data-driven multicriteria decision making tool for assessing investments in energy efficiency

Author(s): Elissaios Sarmas; Vangelis Marinakis; Haris Doukas
Published in: Operational Research, Issue 18661505, 2022, ISSN 1866-1505
Publisher: Springer-Verlag GmbH
DOI: 10.1007/s12351-022-00727-9

An Incremental Learning Framework for Photovoltaic Production and Load Forecasting in Energy Microgrids

Author(s): Elissaios Sarmas; Sofoklis Strompolas; Vangelis Marinakis; Francesca Santori; Marco Antonio Bucarelli; Haris Doukas
Published in: Electronics; Volume 11; Issue 23;, Issue 10, 2022, Page(s) 3962, ISSN 2079-9292
Publisher: MDPI
DOI: 10.3390/electronics11233962

Equipment- and Time-Constrained Data Acquisition Protocol for Non-Intrusive Appliance Load Monitoring

Author(s): Konstantinos Koasidis; Vangelis Marinakis; Haris Doukas; Nikolaos Doumouras; Anastasios Karamaneas; Alexandros Nikas
Published in: Energies, Issue 16(21), 2023, ISSN 1996-1073
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/en16217315

ML-based energy management of water pumping systems for the application of peak shaving in small-scale islands

Author(s): Elissaios Sarmas; Evangelos Spiliotis; Vangelis Marinakis; Georgios Tzanes; John Kaldellis; Haris Doukas
Published in: Sustainable Cities and Society, Issue 82 (103873), 2022, ISSN 2210-6707
Publisher: Elsevier BV
DOI: 10.1016/j.scs.2022.103873

AI and Data Democratisation for Intelligent Energy Management

Author(s): Vangelis Marinakis; Themistoklis Koutsellis; Alexandros Nikas; Haris Doukas
Published in: Energies, Issue 2, 2021, ISSN 1996-1073
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/en14144341

A meta-learning classification model for supporting decisions on energy efficiency investments

Author(s): Elissaios Sarmas; Evangelos Spiliotis; Vangelis Marinakis; Themistoklis Koutselis; Haris Doukas
Published in: Energy and Buildings, Issue 258 (111836), 2022, ISSN 0378-7788
Publisher: Elsevier BV
DOI: 10.1016/j.enbuild.2022.111836

Optimal site selection of electric vehicle charging stations exploiting multi-criteria decision analysis: The case of Greek municipalities

Author(s): Elissaios Sarmas; Panagiotis Skaloumpakas; Nikolaos Kafetzis; Vangelis Spiliotis; Alexios Lekidis; Vangelis Marinakis; Haris Doukas
Published in: TECHNICAL ANNALS - INTERNATIONAL SCIENTIFIC JOURNALS IN ADVANCES IN ENGINEERING, Issue Vol. 1 No.2 (2023), 2023, ISSN 2945-0330
Publisher: Technical Chamber of Greece
DOI: 10.12681/ta.33632

Transfer learning strategies for solar power forecasting under data scarcity

Author(s): Elissaios Sarmas; Nikos Dimitropoulos; Vangelis Marinakis; Zoi Mylona; Haris Doukas
Published in: Scientific Reports, Issue 12, 2022, ISSN 2045-2322
Publisher: Nature Publishing Group
DOI: 10.1038/s41598-022-18516-x

Traveling Wave Method for Event Localization and Characterization of Power Transmission Lines

Author(s): Hudomalj, Marko; Trost, Andrej; Čampa, Andrej
Published in: arXiv preprint, Issue 2023, 2023, ISSN 2331-8422
Publisher: ArXiv
DOI: 10.48550/arxiv.2304.01733

Searching for OpenAIRE data...

There was an error trying to search data from OpenAIRE

No results available