Data-driven Residential Energy Carrier-agnostic Demand Response Tools and Multi-value Services

Deliverables

DEDALUS technological enablers for multi-value and energy carrier-agnostic residential DR (1st technology release)

The deliverable will report about the first release of the DEDALUS technological enablers for multi-value and energy carrier-agnostic residential DR, including standardised architectural concepts, protocols and data models, flexibility modelling and privacy-preserving DR prediction to support DR aggregation for residential buildings and corresponding to the first technical release MS4.Success criteria: Availability of first version of the technological enablers. (T3.1, T3.2, T3.3, T3.4, T3.5, T3.6)

‘First wave’ of DEDALUS Digital Twins and data-driven services for residential DR

The deliverable will report about the first release of the DEDALUS Digital Twins and data-driven services for residential DR, corresponding to the first technical release MS4.Success criteria: Availability of first version of the Digital Twins and the data-driven services. (T4.1, T4.2, T4.3, T4.4, T4.5)

"""Final wave’ of DEDALUS Digital Twins and data-driven services for residential DR"

The deliverable will report about the final release of the DEDALUS Digital Twins and data-driven services for residential DR, corresponding to the final technical release MS10.Success criteria: Availability of final version of the Digital Twins and the data-driven services. (T4.1, T4.2, T4.3, T4.4, T4.5)

DEDALUS technological enablers for multi-value and energy carrier-agnostic residential DR (final technology release)

The deliverable will report about the final release of the DEDALUS Digital Twins and data-driven services, including standardised architectural concepts, protocols and data models, flexibility modelling and privacy-preserving DR prediction to support DR aggregation for residential buildings and corresponding to the final technical release MS10.Success criteria: Availability of final version of the technological enablers. (T3.1, T3.2, T3.3, T3.4, T3.5, T3.6)

DEDALUS technological enablers for multi-value and energy carrier-agnostic residential DR (2nd technology release)

The deliverable will report about the second release of the DEDALUS Digital Twins and data-driven services, including standardised architectural concepts, protocols and data models, flexibility modelling and privacy-preserving DR prediction to support DR aggregation for residential buildings and corresponding to the second technical release MS7.Success criteria: Availability of second version of the technological enablers. (T3.1, T3.2, T3.3, T3.4, T3.5, T3.6)

DEDALUS Communication Kit

This document will summarise the Communication material including social media channels, project leaflet, posterand presentation video, as well as the project website to support the project dissemination.Success Criteria: The availability of the DEDALUS website, as well as the accompanying document describing the website structure and summarising communication material. (T7.2)

"""Second wave’ of DEDALUS Digital Twins and data-driven services for residential DR"

The deliverable will report about the second release of the DEDALUS Digital Twins and data-driven services for residential DR, corresponding to the second technical release MS7.Success criteria: Availability of second version of the Digital Twins and the data-driven services. (T4.1, T4.2, T4.3, T4.4, T4.5)

DEDALUS impact and social acceptance analysis

This deliverable will provide pilots’ final evaluation, a collection of the best practices collected and guidelines for the DEDALUS adoption in other cases as result of the Large-scale pilot cycle and replication activities running during M30-33 period.Success Criteria: The availability of the report containing the best practices and guidelines in relation to MS11 Large Scale Operation Phase completion. (T5.2, T5.3, T5.4, T5.5, T5.6, T5.7, T5.8)

Report on Dissemination and Communication activities, including impact assessment

This document will report the dissemination, communication and capacity building activities performed and the results achieved. Success Criteria: The document should report the achieved results in the context of dissemination, communication and capacity building activities. (T7.1, T7.2, T7.3, T7.4, T7.5)

DEDALUS comprehensive replication methodology and roadmap

This document will present the policy recommendations as well as the visual roadmap for EU-wide replication of the lessons learned from DEDALUS.Success Criteria: The availability of the report. (T6.5)

Publications

Heuristic based federated learning with adaptive hyperparameter tuning for households energy prediction

Author(s): Liana Toderean, Mihai Daian, Tudor Cioara, Ionut Anghel, Vasilis Michalakopoulos, Efstathios Sarantinopoulos, Elissaios Sarmas
Published in: Scientific Reports, Issue 15, 2025, ISSN 2045-2322
Publisher: Springer Science and Business Media LLC
DOI: 10.1038/S41598-025-96443-3

Data-driven techniques to improve the reliability of low voltage electricity networks through dynamical evaluation of non-technical losses

Author(s): M. Girona-Badia, G. Mor, G. Laguna, J. Cipriano, A. Luna
Published in: IET Conference Proceedings, Issue 2023, 2024, ISSN 2732-4494
Publisher: Institution of Engineering and Technology (IET)
DOI: 10.1049/ICP.2023.1209

Demand response optimization for smart grid integrated buildings: Review of technology enablers landscape and innovation challenges

Author(s): Liana Toderean, Tudor Cioara, Ionut Anghel, Elissaios Sarmas, Vasilis Michalakopoulos, Vangelis Marinakis
Published in: Energy and Buildings, Issue 326, 2024, ISSN 1872-6178
Publisher: Elsevier BV
DOI: 10.1016/j.enbuild.2024.115067

Electric vehicles coordination for grid balancing using multi-objective Harris Hawks Optimization

Author(s): Cristina Bianca Pop; Tudor Cioara; Viorica R. Chifu; Ionut Anghel; Francesco Bellesini
Published in: Energy Reports, 2024, ISSN 2352-4847
Publisher: Elsevier
DOI: 10.2139/SSRN.4712072

Review of Blockchain Tokens Creation and Valuation

Author(s): Oana Marin; Tudor Cioara; Liana Toderean; Dan Mitrea; Ionut Anghel
Published in: Future Internet, Vol 15, Iss 12, p 382 (2023), 2023, ISSN 1999-5903
Publisher: MDPI
DOI: 10.3390/fi15120382

A data-driven framework for estimating residential energy flexibility for aggregated demand-side management

Author(s): Ioannis Papias, Vasilis Michalakopoulos, Elissaios Sarmas, Vangelis Marinakis, Gabriel Antonesi, Tudor Cioara, Ionut Anghel
Published in: Sustainable Energy, Grids and Networks, Issue 43, 2025, ISSN 2352-4677
Publisher: Elsevier BV
DOI: 10.1016/J.SEGAN.2025.101783

Applied Energy

Author(s): Gabriel Antonesi; Tudor Cioara; Ionut Anghel; Vasilis Michalakopoulos; Elissaios Sarmas; Liana Toderean
Published in: Applied Energy, 2025, ISSN 0306-2619
Publisher: Pergamon Press Ltd.
DOI: 10.1016/J.APENERGY.2025.126670

Evolutionary game for incentivizing social cooperation of prosumers in transactive energy communities

Author(s): Dan Mitrea, Tudor Cioara, Ionut Anghel, Liana Toderean
Published in: Energy and Buildings, Issue 327, 2024, ISSN 0378-7788
Publisher: Elsevier BV
DOI: 10.1016/j.enbuild.2024.115057

A Machine Learning Pipeline to Forecast the Electricity and Heat Consumption in a City District

Author(s): Gabriel Antonesi; Tudor Cioara; Liana Toderean; Ionut Anghel; Chaim De Mulder
Published in: Buildings, Vol 13, Iss 6, p 1407 (2023), 2023, ISSN 2075-5309
Publisher: MDPI
DOI: 10.3390/buildings13061407

FedWOA: A Federated Learning Model that uses the Whale Optimization Algorithm for Renewable Energy Prediction

Author(s): Viorica R. Chifu; Tudor Cioara; Cristian Anitiei; Cristina Pop 0001; Ionut Anghel
Published in: Computers and Electrical Engineering, Issue 123, 2025, ISSN 1879-0755
Publisher: Elsevier
DOI: 10.1016/J.COMPELECENG.2025.110259

Meta-heuristic federated learning aggregation methods for load forecasting

Author(s): Efstathios Sarantinopoulos, Vasilis Michalakopoulos, Elissaios Sarmas, Vangelis Marinakis, Liana Toderean, Tudor Cioara
Published in: Energy and AI, Issue 22, 2025, ISSN 2666-5468
Publisher: Elsevier BV
DOI: 10.1016/J.EGYAI.2025.100594

Sensors

Author(s): Dan Mitrea; Tudor Cioara; Ionut Anghel
Published in: Sensors, 2023, ISSN 1424-8220
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/S23104640

Social Factors in P2P Energy Trading Using Hedonic Games

Author(s): Dan Mitrea, Viorica Chifu, Tudor Cioara, Ionut Anghel, Cristina Pop
Published in: Arxiv, 2023, ISSN 2331-8422
Publisher: Arxiv
DOI: 10.48550/arXiv.2309.01418

Improving energy autonomy of positive energy districts using multi-agent deep reinforcement learning

Author(s): Jernej Hribar, Mihael Mohorčič, Andrej Čampa
Published in: Scientific Reports, Issue 15, 2025, ISSN 2045-2322
Publisher: Springer Science and Business Media LLC
DOI: 10.1038/S41598-025-12554-X

Whale Optimization-Based Clustering for Buildings’ Energy Consumption Profiles

Author(s): Viorica Rozina Chifu; Tudor Cioara; Ionela Danci; Cristina Bianca Pop; Ionut Anghel
Published in: Energy Reports, 2025, ISSN 2352-4847
Publisher: Elsevier
DOI: 10.1016/J.EGYR.2025.07.034

Optimal Photovoltaic Energy Allocation in Residential Renewable Energy Communities

Author(s): Marc Girona-Badia, Pablo A. Moreno, Gerard Laguna, Jordi Cipriano, Alvaro Luna
Published in: IEEE Access, Issue 13, 2025, ISSN 2169-3536
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/ACCESS.2025.3607516

IEEE Access

Author(s): Liana Toderean; Viorica Rozina Chifu; Tudor Cioara; Ionut Anghel; Cristina Bianca Pop
Published in: IEEE Access, 2023, ISSN 2169-3536
Publisher: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/ACCESS.2023.3296258

Cost Minimization in Energy Communities With Multi-Agent Deep Reinforcement Learning and Linear Programming

Author(s): Matic Pokorn, Andrej Čampa, Miha Smolnikar, Mihael Mohorčič, Jernej Hribar
Published in: IEEE Access, Issue 14, 2026, ISSN 2169-3536
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/ACCESS.2026.3676334

Demand response optimization for smart grid integrated buildings: Review of technology enablers landscape and innovation challenges

Author(s): Toderean, Liana; Cioara, Tudor; Anghel, Ionut; Sarmas, Elissaios; Michalakopoulos, Vasilis; Marinakis, Vangelis
Published in: Energy and Buildings, 2025, ISSN 1872-6178
Publisher: Elsevier
DOI: 10.1016/J.ENBUILD.2024.115067

Demand response optimization for smart grid integrated buildings: Review of technology enablers landscape and innovation challenges

Author(s): Liana Toderean, Tudor Cioara, Ionut Anghel, Elissaios Sarmas, Vasilis Michalakopoulos, Vangelis Marinakis
Published in: Energy and Buildings, Issue 326, 2025, ISSN 0378-7788
Publisher: Elsevier BV
DOI: 10.1016/J.ENBUILD.2024.115067

Hybrid transformer model with liquid neural networks and learnable encodings for buildings’ energy forecasting

Author(s): Gabriel Antonesi, Tudor Cioara, Ionut Anghel, Ioannis Papias, Vasilis Michalakopoulos, Elissaios Sarmas
Published in: Energy and AI, Issue 20, 2025, ISSN 2666-5468
Publisher: Elsevier BV
DOI: 10.1016/J.EGYAI.2025.100489

Blockchain Solution for Buildings’ Multi-Energy Flexibility Trading Using Multi-Token Standards

Author(s): Oana Marin, Tudor Cioara, Ionut Anghel
Published in: Future Internet, Issue 15, 2023, ISSN 1999-5903
Publisher: MDPI AG
DOI: 10.3390/fi15050177

IEEE Access

Author(s): Dan Mitrea; Viorica Rozina Chifu; Tudor Cioara; Ionut Anghel; Cristina Bianca Pop
Published in: IEEE Access, 2024, ISSN 2169-3536
Publisher: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.48550/ARXIV.2309.01418

A machine learning-based framework for clustering residential electricity load profiles to enhance demand response programs

Author(s): Vasilis Michalakopoulos, Elissaios Sarmas, Ioannis Papias, Panagiotis Skaloumpakas, Vangelis Marinakis, Haris Doukas
Published in: Applied Energy, Issue 361, 2025, ISSN 0306-2619
Publisher: Elsevier BV
DOI: 10.1016/J.APENERGY.2024.122943

Evolutionary game for incentivizing social cooperation of prosumers in transactive energy communities

Author(s): Mitrea, Dan; Cioara, Tudor; Anghel, Ionut; Toderean, Liana
Published in: Energy and Buildings, 2024, ISSN 1872-6178
Publisher: Elsevier
DOI: 10.2139/SSRN.4920732

Scientific Reports

Author(s): Toderean, Liana; Daian, Mihai; Cioara, Tudor; Anghel, Ionut; Michalakopoulos, Vasilis; Sarantinopoulos, Efstathios; Sarmas, Elissaios
Published in: Scientific Reports, 2025, ISSN 2045-2322
Publisher: Nature Publishing Group
DOI: 10.1038/S41598-025-96443-3

Social-Sciences- and Humanities-Based Profiling of Energy Consumers Towards Increasing Demand Response Engagement

Author(s): Panagiotis Skaloumpakas, Aikaterini Sianni, Vasilis Michalakopoulos, Paul Tobin, Bonnie Murphy, Elissaios Sarmas, Vangelis Marinakis
Published in: Electronics, Issue 14, 2025, ISSN 2079-9292
Publisher: MDPI AG
DOI: 10.3390/ELECTRONICS14183700

Blockchain Solution for Buildings’ Multi-Energy Flexibility Trading Using Multi-Token Standards

Author(s): Oana Marin; Tudor Cioara; Ionut Anghel
Published in: Future Internet, 2023, ISSN 1999-5903
Publisher: MDPI
DOI: 10.3390/FI15050177

Integration of Cloud Computing and Real Time Simulation Systems for Validating Energy Management Solutions

Author(s): Jaume Asensio Bosch, Marc Girona-Badia, Alba Oliver Navarro, Pablo Alexander Moreno Kübel, Álvaro Luna Alloza, Gerard Laguna Benet
Published in: 2025 14th International Conference on Renewable Energy Research and Applications (ICRERA), 2026
Publisher: IEEE
DOI: 10.1109/ICRERA66237.2025.11283846

Optimizing Electricity Sharing from Generation and Storage Within District-Based Renewable Energy Communities

Author(s): Marc Girona-Badia, Jaume Asensio, Gerard Laguna, Pablo Moreno, Jordi Cipriano, Alvaro Luna
Published in: 2025 IEEE International Workshop on Metrology for Living Environment (MetroLivEnv), 2025
Publisher: IEEE
DOI: 10.1109/METROLIVENV64961.2025.11107090

An Energy Consumption Forecasting Tool for Buildings Based on Multivariate Deep Neural Network Model

Author(s): Gabriel Antonesi, Tudor Cioara, Ionut Anghel, Ioan Salomie, Massimo Bertoncini
Published in: 2024 IEEE International Workshop on Metrology for Living Environment (MetroLivEnv), 2024
Publisher: IEEE
DOI: 10.1109/METROLIVENV60384.2024.10615728

Matching Mechanisms for Buildings Energy Flexibility Orders in P2P Local Markets

Author(s): Dan Mitrea, Liana Toderean, Tudor Cioara, Viorica Chifu, Ioan Salomie, Ionut Anghel, Massimo Bertoncini, Vincenzo Croce
Published in: 2023 14th International Conference on Information, Intelligence, Systems & Applications (IISA), 2023
Publisher: IEEE
DOI: 10.1109/IISA59645.2023.10345897

Methodological Approach for Optimizing Demand Response in Building Energy Management through AI-Enhanced Comfort-Based Flexibility Models

Author(s): Riccardo Naccarelli, Serena Serroni, Sara Casaccia, Gian Marco Revel, Susana Gutiérrez, Diego Arnone
Published in: 2024 9th International Conference on Smart and Sustainable Technologies (SpliTech), 2024
Publisher: IEEE
DOI: 10.23919/SpliTech61897.2024.10612382

Methodological Approach for Optimizing Demand Response in Building Energy Management through AI-Enhanced Comfort-Based Flexibility Models

Author(s): Riccardo Naccarelli, Serena Serroni, Sara Casaccia, Gian Marco Revel, Susana Gutiérrez, Diego Arnone
Published in: 2024 9th International Conference on Smart and Sustainable Technologies (SpliTech), 2024
Publisher: IEEE
DOI: 10.23919/SPLITECH61897.2024.10612382

Quantum Enhanced Energy Blockchain for Peer-to-Peer Trading

Author(s): Liana Toderean, Mihai Petre Daian, Tudor Cioara, Alin Suciu, Ionut Anghel, Vasilis Michalakopoulos, Elissaios Sarmas
Published in: 2025 16th International Conference on Information, Intelligence, Systems &amp; Applications (IISA), 2025
Publisher: IEEE
DOI: 10.1109/IISA66859.2025.11311303

Optimizing Appliances Usage for Apartment Buildings Participation in Demand Response Programs

Author(s): Cristina Bianca Pop, Zoltan Varga, Viorica Chifu, Tudor Cioara, Ionut Anghel
Published in: 2025 IEEE International Workshop on Metrology for Living Environment (MetroLivEnv), 2025
Publisher: IEEE
DOI: 10.1109/METROLIVENV64961.2025.11106961

Social Factors in P2P Energy Trading Using Hedonic Games

Author(s): Dan Mitrea, Viorica Chifu, Tudor Cioara, Ionut Anghel, Cristina Pop
Publisher: Arxiv
DOI: 10.48550/ARXIV.2309.01418

Methodology for assuring interoperability in demand-response services

Author(s): Susana Gutiérrez, Luca Vitale, José L. Hernández, Alessandro Rossi, Marzia Mammina
Publisher: DEDALUS

Review of Blockchain Tokens Creation and Valuation

Author(s): Oana Marin, Tudor Cioara, Liana Toderean, Dan Mitrea, Ionut Anghel
Published in: Future Internet, Issue 15, 2025, ISSN 1999-5903
Publisher: MDPI AG
DOI: 10.3390/FI15120382

Project Results

Deliverables

Publications

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