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

Resultado final

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

Interim progress of scientific data interpretation

D32 Interim progress of WP3 research including crosssectoraldisciplinary interactions M26 Assessment measure A comprehensive literature review completeddesign concepts for energy awareness based on IPAs survey on XAI ML code optimisation a cloudcomputing IoT platform design

Publicaciones

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

Autores: Apostolos Vavouris, Benjamin Garside, Lina Stankovic, Vladimir Stankovic
Publicado en: Energies, Edición 2022, 15(6), 2022, Página(s) 1-27, ISSN 1996-1073
Editor: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/en15062200

Performance-aware NILM model optimization for edge deployment

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

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

Autores: Christoforos Menos-Aikateriniadis, Ilias Lamprinos, and Pavlos S. Georgilakis
Publicado en: Energies, 2022, ISSN 1996-1073
Editor: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/en15062211

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

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

ELECTRIcity: An Efficient Transformer for Non-Intrusive Load Monitoring

Autores: Stavros Sykiotis, Maria Kaselimi, Anastasios Doulamis and Nikolaos Doulamis
Publicado en: "Sensors, Special Edición ""Practical Nonintrusive Load Monitoring Approaches with Meaningful Performance Evaluation""", 2022, ISSN 1424-8220
Editor: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s22082926

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

Autores: Tamara Todic, Vladimir Stankovic, Lina Stankovic
Publicado en: Applied Energy, Edición 341, 2023, ISSN 0306-2619
Editor: Pergamon Press Ltd.
DOI: 10.1016/j.apenergy.2023.121078

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

Autores: Djordje Batic, Vladimir Stankovic, Lina Stankovic
Publicado en: IEEE Transactions on Consumer Electronics, Edición August 1, 2023, ISSN 0098-3063
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tce.2023.3300530

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

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

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

Autores: Apostolos Vavouris, Fernanda Guasselli, Lina Stankovic, Vladimir Stankovic, Kirsten Gram-Hanssen, Sébastien Didierjean
Publicado en: Applied Energy, Edición vol. 367, 2024, ISSN 0306-2619
Editor: Pergamon Press Ltd.
DOI: 10.1016/j.apenergy.2024.123404

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

Autores: Md Shajalal, Alexander Boden, Gunnar Stevens
Publicado en: Electronic Markets, Edición 2022, 2022, ISSN 1422-8890
Editor: Springer
DOI: 10.1007/s12525-022-00599-z

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

Autores: Tamara Sobot, Vladimir Stankovic, Lina Stankovic
Publicado en: Engineering Applications of Artificial Intelligence, Edición vol. 133, 2024, ISSN 0952-1976
Editor: Pergamon Press Ltd.
DOI: 10.1016/j.engappai.2024.108589

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

Autores: Stavros Sykiotis Maria Kaselimi Anastasios Doulamis Nikolaos Doulamis
Publicado en: ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2023
Editor: IEEE
DOI: 10.1109/icassp49357.2023.10095696

How do smart energy systems aggravate injustices against marginalised groups?

Autores: Sharma, N
Publicado en: STS Conference, Graz 2022, Edición Joint Annual Conference of the Science, Technology and Society Unit, 2022
Editor: Graz University of Technology

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

Autores: Sharma, N., & Pereira, V
Publicado en: RELINK Project Workshop, 2021
Editor: RELINK Project

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

Autores: Tamara Todic, Lina Stankovic, Vladimir Stankovic
Publicado en: IEEE International Conference on Smart Computing 2022, 2022
Editor: IEEE
DOI: 10.1109/smartcomp55677.2022.00082

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

Autores: Jin, Lu, and Alexander Boden
Publicado en: UCAI 2023: Workshop on User-Centered Artificial Intelligence, 2023
Editor: Mensch und Computer conference
DOI: 10.18420/muc2023-mci-ws16-384

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

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

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

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

Interpreting Black-box Machine Learning Models for High Dimensional Datasets

Autores: 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
Publicado en: 2023 IEEE 10th International Conference on Data Science and Advanced Analytics (DSAA), 2023
Editor: IEEE
DOI: 10.1109/dsaa60987.2023.10302562

An efficient deep bidirectional Transformer model for energy disaggregation

Autores: Stavros Sykiotis, Maria Kaselimi, Anastasios Doulamis, Nikolaos Doulamis
Publicado en: 30th European Signal Processing Conference, EUSIPCO 2022, 2022
Editor: EURASIP

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

Autores: Djordje Batic, Giulia Tanoni, Lina Stankovic, Vladimir Stankovic, Emanuele Principi
Publicado en: ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Edición Jun 2023, 2023, ISBN 9781728163277
Editor: IEEE
DOI: 10.1109/icassp49357.2023.10095109

Collective construction of responsible and explainable AI for Smart Home technologies

Autores: Pereira, V.
Publicado en: ARIES Winter School, 2021
Editor: ARIES Doctoral Training Partnership

Benefits of three-phase metering for load disaggregation

Autores: Apostolos Vavouris, Lina Stankovic, Vladimir Stankovic
Publicado en: 6th International Workshop on Non-Intrusive Load Monitoring (NILM '22), 2022
Editor: ACM

Integration of Drivers’ Routines into Lifecycle Assessment of Electric Vehicles

Autores: Apostolos Vavouris, Lina Stankovic and Vladimir Stankovic
Publicado en: 8th International Electric Vehicle Conference (EVC2023), 2023
Editor: 8th International Electric Vehicle Conference (EVC2023)

Solar Power driven EV Charging Optimization with Deep Reinforcement Learning

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

Textual Entailment Recognition with Semantic Features from Empirical Text Representation

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

Learning to consume less energy through strategies of sufficiency

Autores: Chiara Tellarini, Toke Haunstrup Christensen
Publicado en: European Council for an Energy Efficient Economy (ECEEE) Summer Study on Energy Efficiency, 2022
Editor: European Council for an Energy Efficient Economy (ECEEE)

Social justice implications of smart urban technologies: an intersectional approach

Autores: Sharma, N.K., Hargreaves, T., & Pallett, H.
Publicado en: Buildings and Cities, Edición 4(1), 2023, Página(s) 315-333, ISSN 2632-6655
Editor: Ubiquity Press
DOI: 10.5334/bc.290

Towards user-centered explainable energy demand forecasting systems

Autores: Shajalal, M., Boden, A., & Stevens, G.
Publicado en: e-Energy ’22: Proceedings of the Thirteenth ACM International Conference on Future Energy Systems, 2022
Editor: ACM
DOI: 10.1145/3538637.3538877

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

Autores: Md Shajalal, Milad Bohlouli, Hari Prasanna Das, Alexander Boden, Gunnar Stevens
Publicado en: BuildSys '22: Proceedings of the 9th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation, Edición Nov 2022, 2022, Página(s) 496-499
Editor: ACM
DOI: 10.1145/3563357.3567406

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

Autores: Pereira, V.
Publicado en: 2021
Editor: Grupo de Pesquisa Representação: Imaginário e Tecnologia (RITe)

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

Autores: Jin, L., Boden, A., & Shajalal, M.
Publicado en: CHI Conference on Human Factors in Computing Systems workshop AutomationXP22: Engaging with Automation, 2022
Editor: Organisers

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

Autores: Jin, Lu; Boden, Alexander
Publicado en: HHAI 2023: Augmenting Human Intellect, 2023
Editor: IOS Press
DOI: 10.3233/faia230076

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

Autores: Sotirios Athanasoulias, Stavros Sykiotis, Maria Kaselimi, Eftychios Protopapadakis, Nikolaos Ipiotis
Publicado en: PETRA '22: Proceedings of the 15th International Conference on Pervasive Technologies Related to Assistive Environments, Edición June 2022, 2022, Página(s) 601–607, ISBN 978-1-4503-9631-8
Editor: 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.

Autores: Pereira, V., & Barros, G.
Publicado en: 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
Editor: 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

Autores: Fernanda Guasselli, Aalborg, Vinicius Pereira, Kirsten Gram-Hanssen,
Publicado en: European Council for an Energy Efficient Economy (eceee) Summer Study on Energy Efficiency., 2022
Editor: European Council for an Energy Efficient Economy (eceee)

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

Autores: Christoforos Menos-Aikateriniadis, Stavros Sykiotis, Pavlos S. Georgilakis
Publicado en: 13th Mediterranean Conference on Power Generation, Transmission, Distribution and Energy Conversion (MEDPOWER2022), 2022
Editor: IET

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

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

Provocative AI: Beyond Calm Interactions

Autores: Hargreaves, T., Pereira V.J.
Publicado en: IEEE Pervasive Computing, Edición 22(3), 2023, ISSN 1536-1268
Editor: IEEE Computer Society
DOI: 10.1109/mprv.2023.3282819

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