building GrEener and more sustainable soCieties by filling the Knowledge gap in social science and engineering to enable responsible artificial intelligence co-creatiOn

Livrables

D51 Launch of the website and social media accounts Periodic report on the updates activities and hits M3 M22 M35

D55 Project communication plan to stakeholders schools and general public M14

Risk & Quality assurance management plan

D62 Comprehensive risk and quality management plan M5

Publications

Low-Frequency Non-Intrusive Load Monitoring of Electric Vehicles in Houses with Solar Generation: Generalisability and Transferability

Auteurs: Apostolos Vavouris, Benjamin Garside, Lina Stankovic, Vladimir Stankovic
Publié dans: Energies, Numéro 2022, 15(6), 2022, Page(s) 1-27, ISSN 1996-1073
Éditeur: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/en15062200

Performance-aware NILM model optimization for edge deployment

Auteurs: Stavros Sykiotis, Sotirios Athanasoulias, Maria Kaselimi, Anastasios Doulamis, Nikolaos Doulamis, Lina Stankovic, Vladimir Stankovic
Publié dans: IEEE Transactions on Green Communications and Networking, 2023, ISSN 2473-2400
Éditeur: IEEE
DOI: 10.1109/tgcn.2023.3244278

The Plegma dataset: Domestic appliance-level and aggregate electricity demand with metadata from Greece

Auteurs: Sotirios Athanasoulias, Fernanda Guasselli, Nikolaos Doulamis, Anastasios Doulamis, Nikolaos Ipiotis, Athina Katsari, Lina Stankovic, Vladimir Stankovic
Publié dans: Scientific Data, Numéro 11, 2024, ISSN 2052-4463
Éditeur: Springer Nature
DOI: 10.1038/s41597-024-03208-0

Particle Swarm Optimization in Residential Demand-Side Management: A Review on Scheduling and Control Algorithms for Demand Response Provision

Auteurs: Christoforos Menos-Aikateriniadis, Ilias Lamprinos, and Pavlos S. Georgilakis
Publié dans: Energies, 2022, ISSN 1996-1073
Éditeur: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/en15062211

ForecastExplainer: Explainable household energy demand forecasting by approximating shapley values using DeepLIFT

Auteurs: Md Shajalal, Alexander Boden, Gunnar Stevens
Publié dans: Technological Forecasting and Social Change, Numéro 206, 2024, Page(s) 123588, ISSN 0040-1625
Éditeur: Elsevier BV
DOI: 10.1016/j.techfore.2024.123588

A self-sustained EV charging framework with N-step deep reinforcement learning

Auteurs: Stavros Sykiotis Christoforos Menos-Aikateriniadis Anastasios Doulamis Nikolaos Doulamis Pavlos S. Georgilakis
Publié dans: Sustainable Energy, Grids and Networks, 2023, ISSN 2352-4677
Éditeur: Elsevier Limited
DOI: 10.1016/j.segan.2023.101124

ELECTRIcity: An Efficient Transformer for Non-Intrusive Load Monitoring

Auteurs: Stavros Sykiotis, Maria Kaselimi, Anastasios Doulamis and Nikolaos Doulamis
Publié dans: "Sensors, Special Numéro ""Practical Nonintrusive Load Monitoring Approaches with Meaningful Performance Evaluation""", 2022, ISSN 1424-8220
Éditeur: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s22082926

OPT-NILM: An Iterative Prior-to-Full-Training Pruning Approach for Cost-Effective User Side Energy Disaggregation

Auteurs: Sotirios Athanasoulias, Stavros Sykiotis, Maria Kaselimi, Anastasios Doulamis, Nikolaos Doulamis, Nikolaos Ipiotis
Publié dans: IEEE Transactions on Consumer Electronics, Numéro 70, 2024, Page(s) 4435-4446, ISSN 0098-3063
Éditeur: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tce.2023.3324493

Are you thinking what I’m thinking? The role of professionals’ imaginaries in the development of smart home technologies

Auteurs: Vinícius Juliani Pereira, Tom Hargreaves
Publié dans: Futures, Numéro 163, 2024, Page(s) 103458, ISSN 0016-3287
Éditeur: Elsevier BV
DOI: 10.1016/j.futures.2024.103458

An active learning framework for the low-frequency Non-Intrusive Load Monitoring problem

Auteurs: Tamara Todic, Vladimir Stankovic, Lina Stankovic
Publié dans: Applied Energy, Numéro 341, 2023, ISSN 0306-2619
Éditeur: Pergamon Press Ltd.
DOI: 10.1016/j.apenergy.2023.121078

Towards transparent load disaggregation – a framework for quantitative evaluation of explainability using explainable AI

Auteurs: Djordje Batic, Vladimir Stankovic, Lina Stankovic
Publié dans: IEEE Transactions on Consumer Electronics, Numéro August 1, 2023, ISSN 0098-3063
Éditeur: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tce.2023.3300530

Improved Thermal Comfort Model Leveraging Conditional Tabular GAN Focusing on Feature Selection

Auteurs: Md. Shajalal, Milad Bohlouli, Hari Prasanna Das, Alexander Boden, Gunnar Stevens
Publié dans: IEEE Access, Numéro 12, 2024, Page(s) 30039-30053, ISSN 2169-3536
Éditeur: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2024.3366453

“If something breaks, who comes here to fix it?”: Island narratives on the energy transition in light of the concept of practice architectures

Auteurs: Chiara Tellarini, Kirsten Gram-Hanssen
Publié dans: Energy Research & Social Science, Numéro 114, 2024, Page(s) 103617, ISSN 2214-6296
Éditeur: Elsevier Limited
DOI: 10.1016/j.erss.2024.103617

Unlocking the potential of smart EV charging: A user-oriented control system based on Deep Reinforcement Learning

Auteurs: Christoforos Menos-Aikateriniadis, Stavros Sykiotis, Pavlos S. Georgilakis
Publié dans: Electric Power Systems Research, Numéro 230, 2024, Page(s) 110255, ISSN 0378-7796
Éditeur: Elsevier BV
DOI: 10.1016/j.epsr.2024.110255

Smart energy technologies for the collective: Time-shifting, demand reduction and household practices in a Positive Energy Neighbourhood in Norway

Auteurs: Fernanda Guasselli, Apostolos Vavouris, Lina Stankovic, Vladimir Stankovic, Sebastien Didierjean, Kirsten Gram-Hanssen
Publié dans: Energy Research & Social Science, 2024, ISSN 2214-6296
Éditeur: Elsevier Limited
DOI: 10.1016/j.erss.2024.103436

A complex mixed-methods data-driven energy-centric evaluation of net-positive households

Auteurs: Apostolos Vavouris, Fernanda Guasselli, Lina Stankovic, Vladimir Stankovic, Kirsten Gram-Hanssen, Sébastien Didierjean
Publié dans: Applied Energy, Numéro vol. 367, 2024, ISSN 0306-2619
Éditeur: Pergamon Press Ltd.
DOI: 10.1016/j.apenergy.2024.123404

Explainable product backorder prediction exploiting CNN: Introducing explainable models in businesses

Auteurs: Md Shajalal, Alexander Boden, Gunnar Stevens
Publié dans: Electronic Markets, Numéro 2022, 2022, ISSN 1422-8890
Éditeur: Springer
DOI: 10.1007/s12525-022-00599-z

Human in the loop active learning for time-series electrical measurement data

Auteurs: Tamara Sobot, Vladimir Stankovic, Lina Stankovic
Publié dans: Engineering Applications of Artificial Intelligence, Numéro vol. 133, 2024, ISSN 0952-1976
Éditeur: Pergamon Press Ltd.
DOI: 10.1016/j.engappai.2024.108589

https://ieeexplore.ieee.org/abstract/document/10095696

Auteurs: Stavros Sykiotis Maria Kaselimi Anastasios Doulamis Nikolaos Doulamis
Publié dans: ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2023
Éditeur: IEEE
DOI: 10.1109/icassp49357.2023.10095696

How do smart energy systems aggravate injustices against marginalised groups?

Auteurs: Sharma, N
Publié dans: STS Conference, Graz 2022, Numéro Joint Annual Conference of the Science, Technology and Society Unit, 2022
Éditeur: Graz University of Technology

Methodological innovations and challenges for research in and on smart/connected home environments

Auteurs: Sharma, N., & Pereira, V
Publié dans: RELINK Project Workshop, 2021
Éditeur: RELINK Project

Quantification of dairy farm energy consumption to support the transition to sustainable farming

Auteurs: Tamara Todic, Lina Stankovic, Vladimir Stankovic
Publié dans: IEEE International Conference on Smart Computing 2022, 2022
Éditeur: IEEE
DOI: 10.1109/smartcomp55677.2022.00082

The design space of building user-centered AI user interfaces for smart heating systems.

Auteurs: Jin, Lu, and Alexander Boden
Publié dans: UCAI 2023: Workshop on User-Centered Artificial Intelligence, 2023
Éditeur: Mensch und Computer conference
DOI: 10.18420/muc2023-mci-ws16-384

Peeking Inside the Schufa Blackbox: Explaining the German Housing Scoring System

Auteurs: Kern Dean-Robin, Stevens Gunnar, Dethier Erik, Naveed Sidra, Alizadeh Fatemeh, Du Delong, Md Shajalal
Publié dans: ACM CHI 2023 Workshop on Human-Centered Explainable AI (HCXAI), collocated with ACM CHI2023, 2023
Éditeur: ACM

Unveiling Black-Boxes: Explainable Deep Learning Models for Patent Classification

Auteurs: Md Shajalal, Sebastian Denef, Md. Rezaul Karim, Alexander Boden & Gunnar Stevens
Publié dans: Explainable Artificial Intelligence. xAI 2023. Communications in Computer and Information Science, 2023
Éditeur: Springer
DOI: 10.1007/978-3-031-44067-0_24

Interpreting Black-box Machine Learning Models for High Dimensional Datasets

Auteurs: Karim, Md. Rezaul and Shajalal, Md and Graß, Alexander and Döhmen, Till and Chala, Sisay Adugna and Boden, Alexander and Beecks, Christian and Decker, Stefan
Publié dans: 2023 IEEE 10th International Conference on Data Science and Advanced Analytics (DSAA), 2023
Éditeur: IEEE
DOI: 10.1109/dsaa60987.2023.10302562

An efficient deep bidirectional Transformer model for energy disaggregation

Auteurs: Stavros Sykiotis, Maria Kaselimi, Anastasios Doulamis, Nikolaos Doulamis
Publié dans: 30th European Signal Processing Conference, EUSIPCO 2022, 2022
Éditeur: EURASIP

Improving knowledge distillation for non-intrusive load monitoring through explainability guided learning

Auteurs: Djordje Batic, Giulia Tanoni, Lina Stankovic, Vladimir Stankovic, Emanuele Principi
Publié dans: ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Numéro Jun 2023, 2023, ISBN 9781728163277
Éditeur: IEEE
DOI: 10.1109/icassp49357.2023.10095109

Collective construction of responsible and explainable AI for Smart Home technologies

Auteurs: Pereira, V.
Publié dans: ARIES Winter School, 2021
Éditeur: ARIES Doctoral Training Partnership

Benefits of three-phase metering for load disaggregation

Auteurs: Apostolos Vavouris, Lina Stankovic, Vladimir Stankovic
Publié dans: 6th International Workshop on Non-Intrusive Load Monitoring (NILM '22), 2022
Éditeur: ACM

Time and Money Matters for Sustainability: Insights on User Preferences on Renewable Energy for Electric Vehicle Charging Stations

Auteurs: Delong Du, Apostolos Vavouris, Omid Veisi, Lu Jin, Gunnar Stevens, Lina Stankovic, Vladimir Stankovic, Alexander Boden
Publié dans: Proceedings of Mensch und Computer 2024, Numéro 18, 2024, Page(s) 269-278
Éditeur: ACM
DOI: 10.1145/3670653.3670677

Integration of Drivers’ Routines into Lifecycle Assessment of Electric Vehicles

Auteurs: Apostolos Vavouris, Lina Stankovic and Vladimir Stankovic
Publié dans: 8th International Electric Vehicle Conference (EVC2023), 2023
Éditeur: 8th International Electric Vehicle Conference (EVC2023)

Solar Power driven EV Charging Optimization with Deep Reinforcement Learning

Auteurs: Stavros Sykiotis, Christoforos Menos-Aikateriniadis, Anastasios Doulamis, Nikolaos Doulamis, Pavlos S. Georgilakis
Publié dans: 2nd International Conference on Energy Transition in the Mediterranean Area, 2022
Éditeur: IEEE PES

Textual Entailment Recognition with Semantic Features from Empirical Text Representation

Auteurs: Md Shajalal, Md. Atabuzzaman, Maksuda Bilkis Baby, Md Rezaul Karim and Alexander Boden,
Publié dans: International Conference on Speech and Language Technologies SPELLL 2022, 2023
Éditeur: Springer
DOI: 10.1007/978-3-031-33231-9_12

Learning to consume less energy through strategies of sufficiency

Auteurs: Chiara Tellarini, Toke Haunstrup Christensen
Publié dans: European Council for an Energy Efficient Economy (ECEEE) Summer Study on Energy Efficiency, 2022
Éditeur: European Council for an Energy Efficient Economy (ECEEE)

Social justice implications of smart urban technologies: an intersectional approach

Auteurs: Sharma, N.K., Hargreaves, T., & Pallett, H.
Publié dans: Buildings and Cities, Numéro 4(1), 2023, Page(s) 315-333, ISSN 2632-6655
Éditeur: Ubiquity Press
DOI: 10.5334/bc.290

Towards user-centered explainable energy demand forecasting systems

Auteurs: Shajalal, M., Boden, A., & Stevens, G.
Publié dans: e-Energy ’22: Proceedings of the Thirteenth ACM International Conference on Future Energy Systems, 2022
Éditeur: ACM
DOI: 10.1145/3538637.3538877

Focus on what matters: improved feature selection techniques for personal thermal comfort modelling

Auteurs: Md Shajalal, Milad Bohlouli, Hari Prasanna Das, Alexander Boden, Gunnar Stevens
Publié dans: BuildSys '22: Proceedings of the 9th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation, Numéro Nov 2022, 2022, Page(s) 496-499
Éditeur: ACM
DOI: 10.1145/3563357.3567406

Construção coletiva e sustentável de tecnologias de inteligência artificial para smart houses.

Auteurs: Pereira, V.
Publié dans: 2021
Éditeur: Grupo de Pesquisa Representação: Imaginário e Tecnologia (RITe)

Automated Decision Making Systems in Smart Homes: A Study on User Engagement and Design.

Auteurs: Jin, L., Boden, A., & Shajalal, M.
Publié dans: CHI Conference on Human Factors in Computing Systems workshop AutomationXP22: Engaging with Automation, 2022
Éditeur: Organisers

Review on the Application Areas of Decision-Making Algorithms in Smart Homes

Auteurs: Jin, Lu; Boden, Alexander
Publié dans: HHAI 2023: Augmenting Human Intellect, 2023
Éditeur: IOS Press
DOI: 10.3233/faia230076

A First Approach using Graph Neural Networks on Non-Intrusive-Load-Monitoring

Auteurs: Sotirios Athanasoulias, Stavros Sykiotis, Maria Kaselimi, Eftychios Protopapadakis, Nikolaos Ipiotis
Publié dans: PETRA '22: Proceedings of the 15th International Conference on Pervasive Technologies Related to Assistive Environments, Numéro June 2022, 2022, Page(s) 601–607, ISBN 978-1-4503-9631-8
Éditeur: Association for Computing Machinery
DOI: 10.1145/3529190.3534722

Visual prototyping the Smart-House future: a proposed co-design experience based on the collective imaginary from the cinema.

Auteurs: Pereira, V., & Barros, G.
Publié dans: Actes du IV Colloque International Imaginaire: Construire et Habiter la Terre: mégalopoles, métropoles, villes à la campagne, villes décroissantes. Quels imaginaires pour la ville de demain?., 2021
Éditeur: IV Colloque International Imaginaire: Construire et Habiter la Terre: mégalopoles, métropoles, villes à la campagne, villes décroissantes. Quels imaginaires pour la ville de demain?

Analysing co-design methods applied to energy-related smart home technologies

Auteurs: Fernanda Guasselli, Aalborg, Vinicius Pereira, Kirsten Gram-Hanssen,
Publié dans: European Council for an Energy Efficient Economy (eceee) Summer Study on Energy Efficiency., 2022
Éditeur: European Council for an Energy Efficient Economy (eceee)

Optimal Scheduling of Electric Vehicle Charging with Deep Reinforcement Learning Considering End Users Flexibility

Auteurs: Christoforos Menos-Aikateriniadis, Stavros Sykiotis, Pavlos S. Georgilakis
Publié dans: 13th Mediterranean Conference on Power Generation, Transmission, Distribution and Energy Conversion (MEDPOWER2022), 2022
Éditeur: IET

An interoperable and cost-effective IoT-based Framework for Household Energy Monitoring and Analysis

Auteurs: Sotirios Athanasoulias, Athina Katsari, Michail Savvakis, Stelios Kalogridis, Nikolaos Ipiotis
Publié dans: 16th International Conference on PErvasive Technologies Related to Assistive Environments (PETRA '23), 2023, Page(s) 589–595, ISBN 9798400700699
Éditeur: Association for Computing Machinery
DOI: 10.1145/3594806.3596541

Provocative AI: Beyond Calm Interactions

Auteurs: Hargreaves, T., Pereira V.J.
Publié dans: IEEE Pervasive Computing, Numéro 22(3), 2023, ISSN 1536-1268
Éditeur: IEEE Computer Society
DOI: 10.1109/mprv.2023.3282819

Livrables

Publications

Partager cette page

Télécharger