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:

Enabling Technologies for Wide-Scale Implementation of Energy Communities’ Projects for MDPI journals, Environmental Sciences Proceedings, Volume 11, Issue 1, 2021, doi:

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:

Flexibility services for household consumers in Finland: Requirements and provided properties, for Renewable Energy Focus 49 (2024) 100567, doi:

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

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,

Utilizing buildings to balance energy networks, Master Thesis by Siiri Lapila (2023).

Exploration of citizen engagement methodologies in European R&I projects 3.0, Publications Office of the European Union, 2023,

IoT Based Thermal Model Identification Using Neural Differential Equations, Master Thesis by Davud Topalović (planned for 2024).