Scientific journal and conference publications
Intelligent Consumer Flexibility Management With Neural Network-Based Planning and Control for IEEE Access, vol. 9, 2021,
doi: 10.1109/ACCESS.2021.3060871
Building Heat Demand Forecasting by Training a Common Machine Learning Model with Physics-Based Simulator for Forecasting 2021, 3, doi: https://doi.org/10.3390/forecast3020019
Enabling Technologies for Wide-Scale Implementation of Energy Communities’ Projects for MDPI journals, Environmental Sciences Proceedings, Volume 11, Issue 1, 2021, doi: https://doi.org/10.3390/environsciproc2021011014
An Optimization Framework for Effective Flexibility Management for Prosumers for IEEE International Conference on Communications, Control, and Computing Technologies for Smart Grids (SmartGridComm), 2022, doi: 10.1109/SmartGridComm52983.2022.9961040. Open Access
Flexibility Management for Residential Users Under Participation Uncertainty for IEEE International Conference on Communications, Control, and Computing Technologies for Smart Grids (SmartGridComm), Singapore, 2022, doi: 10.1109/SmartGridComm52983.2022.9961041. Open Access
A Fair Selection Strategy for Residential Demand Response Participants, accepted for SmartGridComm’23, 31.10-03-11.2023. Open Access
Win–Win Coordination between RES and DR Aggregators for Mitigating Energy Imbalances under Flexibility Uncertainty for MDPI Energies, 2024, 17(1), 21, doi: https://doi.org/10.3390/en17010021
Flexibility services for household consumers in Finland: Requirements and provided properties, for Renewable Energy Focus 49 (2024) 100567, doi: https://doi.org/10.1016/j.ref.2024.100567
Lessons learnt during the workshop “Empowerment of citizens: fostering user engagement for innovative demand response for effective flexibility”[version 2; peer review: 3 approved with reservations]. Open Res Europe 2024, 3:1 , proceeding Sustainable Places 2022
Estimating Household’s Physical Parameters Using Neural Ordinary Differential Equations, for MIPRO Conference on Smart Industries and Digital Ecosystems 2024, Opatija, Croatia, MIPRO proceedings 2024, IEEE Xplore (to be published).
Other research publications
The impact of the iFLEX software service on demand response development in apartment buildings, Master Thesis by Jemina Leino (2021).
Flexibility for resilience – How can flexibility support power grids resilience?, European Commission, Directorate-General for Energy, Oleinikova, I., Iliceto, A., Hillberg, E., Publications Office of the European Union, 2022, https://data.europa.eu/doi/10.2833/676635
Utilizing buildings to balance energy networks, Master Thesis by Siiri Lapila (2023).
Exploration of citizen engagement methodologies in European R&I projects, Publications Office of the European Union, 2023, https://data.europa.eu/doi/10.2833/536458
Exploration of citizen engagement methodologies in European R&I projects 3.0, Publications Office of the European Union, 2023, https://data.europa.eu/doi/10.2833/78191
IoT Based Thermal Model Identification Using Neural Differential Equations, Master Thesis by Davud Topalović (planned for 2024).