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

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

Autori: Apostolos Vavouris, Benjamin Garside, Lina Stankovic, Vladimir Stankovic
Pubblicato in: Energies, Numero 2022, 15(6), 2022, Pagina/e 1-27, ISSN 1996-1073
Editore: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/en15062200

Performance-aware NILM model optimization for edge deployment

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

A weakly supervised active learning framework for non-intrusive load monitoring

Autori: Giulia Tanoni, Tamara Sobot, Emanuele Principi, Vladimir Stankovic, Lina Stankovic, Stefano Squartini
Pubblicato in: Integrated Computer-Aided Engineering, 2024, ISSN 1069-2509
Editore: IOS Press

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

Autori: Sotirios Athanasoulias, Fernanda Guasselli, Nikolaos Doulamis, Anastasios Doulamis, Nikolaos Ipiotis, Athina Katsari, Lina Stankovic, Vladimir Stankovic
Pubblicato in: Scientific Data, Numero 11, 2024, ISSN 2052-4463
Editore: 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

Autori: Christoforos Menos-Aikateriniadis, Ilias Lamprinos, and Pavlos S. Georgilakis
Pubblicato in: Energies, 2022, ISSN 1996-1073
Editore: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/en15062211

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

Autori: Md Shajalal, Alexander Boden, Gunnar Stevens
Pubblicato in: Technological Forecasting and Social Change, Numero 206, 2024, Pagina/e 123588, ISSN 0040-1625
Editore: Elsevier BV
DOI: 10.1016/j.techfore.2024.123588

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

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

Descriptor: A Norwegian Positive Energy Neighborhood Dataset of Electrical Measurements and Interviews on Energy Practices (NorPEN)

Autori: Apostolos Vavouris, Fernanda Guasselli, Lina Stankovic, Vladimir Stankovic, Kirsten Gram-Hanssen, Sébastien Didierjean
Pubblicato in: IEEE Data Descriptions, Numero 1, 2024, Pagina/e 113-121, ISSN 2995-4274
Editore: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/ieeedata.2024.3483154

ELECTRIcity: An Efficient Transformer for Non-Intrusive Load Monitoring

Autori: Stavros Sykiotis, Maria Kaselimi, Anastasios Doulamis and Nikolaos Doulamis
Pubblicato in: "Sensors, Special Numero ""Practical Nonintrusive Load Monitoring Approaches with Meaningful Performance Evaluation""", 2022, ISSN 1424-8220
Editore: 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

Autori: Sotirios Athanasoulias, Stavros Sykiotis, Maria Kaselimi, Anastasios Doulamis, Nikolaos Doulamis, Nikolaos Ipiotis
Pubblicato in: IEEE Transactions on Consumer Electronics, Numero 70, 2024, Pagina/e 4435-4446, ISSN 0098-3063
Editore: 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

Autori: Vinícius Juliani Pereira, Tom Hargreaves
Pubblicato in: Futures, Numero 163, 2024, Pagina/e 103458, ISSN 0016-3287
Editore: Elsevier BV
DOI: 10.1016/j.futures.2024.103458

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

Autori: Tamara Todic, Vladimir Stankovic, Lina Stankovic
Pubblicato in: Applied Energy, Numero 341, 2023, ISSN 0306-2619
Editore: Pergamon Press Ltd.
DOI: 10.1016/j.apenergy.2023.121078

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

Autori: Djordje Batic, Vladimir Stankovic, Lina Stankovic
Pubblicato in: IEEE Transactions on Consumer Electronics, Numero August 1, 2023, ISSN 0098-3063
Editore: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tce.2023.3300530

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

Autori: Md. Shajalal, Milad Bohlouli, Hari Prasanna Das, Alexander Boden, Gunnar Stevens
Pubblicato in: IEEE Access, Numero 12, 2024, Pagina/e 30039-30053, ISSN 2169-3536
Editore: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2024.3366453

A weakly supervised active learning framework for non-intrusive load monitoring

Autori: Giulia Tanoni, Tamara Sobot, Emanuele Principi, Vladimir Stankovic, Lina Stankovic, Stefano Squartini
Pubblicato in: Integrated Computer-Aided Engineering, Numero 32, 2025, Pagina/e 39-56, ISSN 1069-2509
Editore: IOS Press
DOI: 10.3233/ica-240738

Citizen perceptions and interactions towards self-sufficiency, community plot ratio and civic generosity within sustainable neighbourhoods

Autori: Joseph Llewellyn, Cecilia Katzeff, Daniel Pargman, Fredrik Johansson
Pubblicato in: City and Environment Interactions, Numero 24, 2024, Pagina/e 100180, ISSN 2590-2520
Editore: Elsevier BV
DOI: 10.1016/j.cacint.2024.100180

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

Autori: Chiara Tellarini, Kirsten Gram-Hanssen
Pubblicato in: Energy Research & Social Science, Numero 114, 2024, Pagina/e 103617, ISSN 2214-6296
Editore: Elsevier Limited
DOI: 10.1016/j.erss.2024.103617

XNILMBoost: Explainability-informed load disaggregation training enhancement using attribution priors

Autori: Djordje Batic, Vladimir Stankovic, Lina Stankovic
Pubblicato in: Engineering Applications of Artificial Intelligence, Numero 141, 2025, Pagina/e 109766, ISSN 0952-1976
Editore: Pergamon Press Ltd.
DOI: 10.1016/j.engappai.2024.109766

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

Autori: Christoforos Menos-Aikateriniadis, Stavros Sykiotis, Pavlos S. Georgilakis
Pubblicato in: Electric Power Systems Research, Numero 230, 2024, Pagina/e 110255, ISSN 0378-7796
Editore: Elsevier BV
DOI: 10.1016/j.epsr.2024.110255

Assessing the impact of energy coaching with smart technology interventions to alleviate energy poverty

Autori: Joseph Llewellyn, Titus Venverloo, Fabio Duarte, Carlo Ratti, Cecilia Katzeff, Fredrik Johansson, Daniel Pargman
Pubblicato in: Scientific Reports, Numero 15, 2025, ISSN 2045-2322
Editore: Nature Publishing Group
DOI: 10.1038/s41598-024-80773-9

Interpretability and reliability-driven knowledge distillation for non-intrusive load monitoring on the edge

Autori: Djordje Batic, Giulia Tanoni, Emanuele Principi, Lina Stankovic, Vladimir Stankovic, Stefano Squartini
Pubblicato in: Expert Systems with Applications, Numero 294, 2025, Pagina/e 128837, ISSN 0957-4174
Editore: Pergamon Press Ltd.
DOI: 10.1016/j.eswa.2025.128837

A non-intrusive load monitoring-enabled framework for load scheduling in the dairy industry

Autori: Apostolos Vavouris, Lina Stankovic, Vladimir Stankovic
Pubblicato in: Applied Energy, Numero 398, 2025, Pagina/e 126456, ISSN 0306-2619
Editore: Pergamon Press Ltd.
DOI: 10.1016/j.apenergy.2025.126456

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

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

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

Autori: Apostolos Vavouris, Fernanda Guasselli, Lina Stankovic, Vladimir Stankovic, Kirsten Gram-Hanssen, Sébastien Didierjean
Pubblicato in: Applied Energy, Numero vol. 367, 2024, ISSN 0306-2619
Editore: Pergamon Press Ltd.
DOI: 10.1016/j.apenergy.2024.123404

Geodemographic aware electric vehicle charging location planning for equitable placement using Graph Neural Networks: Case study of Scotland metropolitan areas

Autori: Djordje Batic, Vladimir Stankovic, Lina Stankovic
Pubblicato in: Energy, Numero 332, 2025, Pagina/e 135834, ISSN 0360-5442
Editore: Pergamon Press Ltd.
DOI: 10.1016/j.energy.2025.135834

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

Autori: Md Shajalal, Alexander Boden, Gunnar Stevens
Pubblicato in: Electronic Markets, Numero 2022, 2022, ISSN 1422-8890
Editore: Springer
DOI: 10.1007/s12525-022-00599-z

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

Autori: Tamara Sobot, Vladimir Stankovic, Lina Stankovic
Pubblicato in: Engineering Applications of Artificial Intelligence, Numero vol. 133, 2024, ISSN 0952-1976
Editore: Pergamon Press Ltd.
DOI: 10.1016/j.engappai.2024.108589

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

Autori: Stavros Sykiotis Maria Kaselimi Anastasios Doulamis Nikolaos Doulamis
Pubblicato in: ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2023
Editore: IEEE
DOI: 10.1109/icassp49357.2023.10095696

How do smart energy systems aggravate injustices against marginalised groups?

Autori: Sharma, N
Pubblicato in: STS Conference, Graz 2022, Numero Joint Annual Conference of the Science, Technology and Society Unit, 2022
Editore: Graz University of Technology

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

Autori: Sharma, N., & Pereira, V
Pubblicato in: RELINK Project Workshop, 2021
Editore: RELINK Project

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

Autori: Tamara Todic, Lina Stankovic, Vladimir Stankovic
Pubblicato in: IEEE International Conference on Smart Computing 2022, 2022
Editore: IEEE
DOI: 10.1109/smartcomp55677.2022.00082

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

Autori: Jin, Lu, and Alexander Boden
Pubblicato in: UCAI 2023: Workshop on User-Centered Artificial Intelligence, 2023
Editore: Mensch und Computer conference
DOI: 10.18420/muc2023-mci-ws16-384

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

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

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

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

Interpreting Black-box Machine Learning Models for High Dimensional Datasets

Autori: 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
Pubblicato in: 2023 IEEE 10th International Conference on Data Science and Advanced Analytics (DSAA), 2023
Editore: IEEE
DOI: 10.1109/dsaa60987.2023.10302562

An efficient deep bidirectional Transformer model for energy disaggregation

Autori: Stavros Sykiotis, Maria Kaselimi, Anastasios Doulamis, Nikolaos Doulamis
Pubblicato in: 30th European Signal Processing Conference, EUSIPCO 2022, 2022
Editore: EURASIP

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

Autori: Djordje Batic, Giulia Tanoni, Lina Stankovic, Vladimir Stankovic, Emanuele Principi
Pubblicato in: ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Numero Jun 2023, 2023, ISBN 9781728163277
Editore: IEEE
DOI: 10.1109/icassp49357.2023.10095109

An Active Learning Framework for Microseismic Event Detection

Autori: Tamara Sobot, David Murray, Vladimir Stankovic, Lina Stankovic, Peidong Shi
Pubblicato in: IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium, 2024, Pagina/e 493-497, ISSN 2153-7003
Editore: IEEE
DOI: 10.1109/igarss53475.2024.10640569

A Fair Selection Strategy for Residential Demand Response Participants

Autori: Christoforos Menos-Aikateriniadis, Igyso Zafeiratou, Nikolaos Charitos, Pavlos S. Georgilakis, Isidoros Kokos
Pubblicato in: 2023 IEEE International Conference on Communications, Control, and Computing Technologies for Smart Grids (SmartGridComm), 2023
Editore: IEEE
DOI: 10.1109/smartgridcomm57358.2023.10333883

A Pre-Training Pruning Strategy for Enabling Lightweight Non-Intrusive Load Monitoring On Edge Devices

Autori: Sotirios Athanasoulias, Stavros Sykiotis, Nikos Temenos, Anastasios Doulamis, Nikolaos Doulamis
Pubblicato in: 2024 IEEE International Conference on Acoustics, Speech, and Signal Processing Workshops (ICASSPW), 2024, Pagina/e 249-253
Editore: IEEE
DOI: 10.1109/icasspw62465.2024.10626463

Collective construction of responsible and explainable AI for Smart Home technologies

Autori: Pereira, V.
Pubblicato in: ARIES Winter School, 2021
Editore: ARIES Doctoral Training Partnership

Benefits of three-phase metering for load disaggregation

Autori: Apostolos Vavouris, Lina Stankovic, Vladimir Stankovic
Pubblicato in: Proceedings of the 9th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation, 2022, Pagina/e 393-397, ISBN 9781450398909
Editore: ACM
DOI: 10.1145/3563357.3566149

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

Autori: Delong Du, Apostolos Vavouris, Omid Veisi, Lu Jin, Gunnar Stevens, Lina Stankovic, Vladimir Stankovic, Alexander Boden
Pubblicato in: Proceedings of Mensch und Computer 2024, Numero 18, 2024, Pagina/e 269-278
Editore: ACM
DOI: 10.1145/3670653.3670677

Integration of Drivers’ Routines into Lifecycle Assessment of Electric Vehicles

Autori: Apostolos Vavouris, Lina Stankovic and Vladimir Stankovic
Pubblicato in: 8th International Electric Vehicle Conference (EVC2023), 2023
Editore: 8th International Electric Vehicle Conference (EVC2023)

Solar Power driven EV Charging Optimization with Deep Reinforcement Learning

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

Textual Entailment Recognition with Semantic Features from Empirical Text Representation

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

Learning to consume less energy through strategies of sufficiency

Autori: Chiara Tellarini, Toke Haunstrup Christensen
Pubblicato in: European Council for an Energy Efficient Economy (ECEEE) Summer Study on Energy Efficiency, 2022
Editore: European Council for an Energy Efficient Economy (ECEEE)

Arabic Sentiment Analysis with Noisy Deep Explainable Model

Autori: Md. Atabuzzaman, Md Shajalal, Maksuda Bilkis Baby, Alexander Boden
Pubblicato in: Proceedings of the 2023 7th International Conference on Natural Language Processing and Information Retrieval, 2024
Editore: ACM
DOI: 10.1145/3639233.3639241

Social justice implications of smart urban technologies: an intersectional approach

Autori: Sharma, N.K., Hargreaves, T., & Pallett, H.
Pubblicato in: Buildings and Cities, Numero 4(1), 2023, Pagina/e 315-333, ISSN 2632-6655
Editore: Ubiquity Press
DOI: 10.5334/bc.290

Towards user-centered explainable energy demand forecasting systems

Autori: Shajalal, M., Boden, A., & Stevens, G.
Pubblicato in: e-Energy ’22: Proceedings of the Thirteenth ACM International Conference on Future Energy Systems, 2022
Editore: ACM
DOI: 10.1145/3538637.3538877

Optimal scheduling of electric vehicle charging with deep reinforcement learning considering end users flexibility

Autori: C. Menos-Aikateriniadis, S. Sykiotis, P. S. Georgilakis
Pubblicato in: 13th Mediterranean Conference on Power Generation, Transmission, Distribution and Energy Conversion (MEDPOWER 2022), 2023
Editore: Institution of Engineering and Technology
DOI: 10.1049/icp.2023.0007

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

Autori: Md Shajalal, Milad Bohlouli, Hari Prasanna Das, Alexander Boden, Gunnar Stevens
Pubblicato in: BuildSys '22: Proceedings of the 9th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation, Numero Nov 2022, 2022, Pagina/e 496-499
Editore: ACM
DOI: 10.1145/3563357.3567406

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

Autori: Pereira, V.
Pubblicato in: 2021
Editore: Grupo de Pesquisa Representação: Imaginário e Tecnologia (RITe)

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

Autori: Jin, L., Boden, A., & Shajalal, M.
Pubblicato in: CHI Conference on Human Factors in Computing Systems workshop AutomationXP22: Engaging with Automation, 2022
Editore: Organisers

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

Autori: Jin, Lu; Boden, Alexander
Pubblicato in: HHAI 2023: Augmenting Human Intellect, 2023
Editore: IOS Press
DOI: 10.3233/faia230076

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

Autori: Sotirios Athanasoulias, Stavros Sykiotis, Maria Kaselimi, Eftychios Protopapadakis, Nikolaos Ipiotis
Pubblicato in: PETRA '22: Proceedings of the 15th International Conference on Pervasive Technologies Related to Assistive Environments, Numero June 2022, 2022, Pagina/e 601–607, ISBN 978-1-4503-9631-8
Editore: 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.

Autori: Pereira, V., & Barros, G.
Pubblicato in: 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
Editore: 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

Autori: Fernanda Guasselli, Aalborg, Vinicius Pereira, Kirsten Gram-Hanssen,
Pubblicato in: European Council for an Energy Efficient Economy (eceee) Summer Study on Energy Efficiency., 2022
Editore: European Council for an Energy Efficient Economy (eceee)

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

Autori: Christoforos Menos-Aikateriniadis, Stavros Sykiotis, Pavlos S. Georgilakis
Pubblicato in: 13th Mediterranean Conference on Power Generation, Transmission, Distribution and Energy Conversion (MEDPOWER2022), 2022
Editore: IET

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

Autori: Sotirios Athanasoulias, Athina Katsari, Michail Savvakis, Stelios Kalogridis, Nikolaos Ipiotis
Pubblicato in: 16th International Conference on PErvasive Technologies Related to Assistive Environments (PETRA '23), 2023, Pagina/e 589–595, ISBN 9798400700699
Editore: Association for Computing Machinery
DOI: 10.1145/3594806.3596541

Explaining AI Decisions: Towards Achieving Human-Centered Explainability in Smart Home Environments

Autori: Md Shajalal, Alexander Boden, Gunnar Stevens, Delong Du, Dean-Robin Kern
Pubblicato in: Communications in Computer and Information Science, Explainable Artificial Intelligence, 2024, Pagina/e 418-440
Editore: Springer Nature Switzerland
DOI: 10.1007/978-3-031-63803-9_23

What Matters in Explanations: Towards Explainable Fake Review Detection Focusing on Transformers

Autori: Md Shajalal, Md Atabuzzaman, Alexander Boden, Gunnar Stevens, Delong Du
Pubblicato in: arXiv, 2024
Editore: arXiv
DOI: 10.48550/arxiv.2407.21056

Provocative AI: Beyond Calm Interactions

Autori: Hargreaves, T., Pereira V.J.
Pubblicato in: IEEE Pervasive Computing, Numero 22(3), 2023, ISSN 1536-1268
Editore: IEEE Computer Society
DOI: 10.1109/mprv.2023.3282819

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