Subramanya R, Sierla S, Vyatkin V (2022).
"Exploiting battery storages with reinforcement learning: a review for energy professionals", IEEE Access (Early Access)
Sierla S, Ihasalo H, Vyatkin V (2022).
"A Review of Reinforcement Learning Applications to Control of Heating, Ventilation and Air Conditioning Systems", Energies 2022, 15(10), 3526.
Sierla S, Pourakbari-Kasmaei M, Vyatkin V (2022).
"A taxonomy of machine learning applications for virtual power plants and home/building energy management systems". Automation in Construction, volume 136, April 2022, 104174.
Subramanya R, Sierla S, Yli-Ojanperä M, Makkonen H, Pourakbari-Kasmaei M, Vyatkin V (2021). **
"Interfacing Third Party Cloud Services to a Virtual Power Plant", IEEE PES Innovative Smart Grid Technologies Europe 2021 (ISGT Europe 2021), Oct 18-20, Espoo, Finland.
Aaltonen H, Subramanya R, Sierla S, Vyatkin V (2021).
"A Simulation Environment for Training a Reinforcement Learning Agent Trading a Battery Storage", Energies 2021, 14(17), 5587.
Haputhanthri D, De Silva D, Sierla S, Alahakoon D, Nawaratne R, Jennings A, Vyatkin V (2021).
"Solar Irradiance Nowcasting for Virtual Power Plants Using Multimodal Long Short-Term Memory Networks", Frontiers in Energy Research, 9: 469-482.
Subramanya R, Yli-Ojanperä M, Sierla S, Hölttä T, Valtakari J, Vyatkin V (2021). *
"A Virtual Power Plant Solution for Aggregating Photovoltaic Systems and Other Distributed Energy Resources for Northern European Primary Frequency Reserves", Energies 2021, 14(5), 1242.
Kempitiya T, Sierla S, De Silva D, Yli-Ojanperä M, Alahakoon D, Vyatkin V (2020).
"An artificial intelligence framework for bidding optimization with uncertainty in multiple frequency reserve markets", Applied Energy, vol. 280, no. 115918.
De Silva D, Sierla S, Alahakoon D, Osipov E, Yu X, Vyatkin V (2020).
"Toward Intelligent Industrial Informatics: A Review of Current Developments and Future Directions of Artificial Intelligence in Industrial Applications", IEEE Industrial Electronics Magazine, vol. 14, no. 2, pp. 57-72.
Giovanelli C, Kilkki O, Sierla S, Seilonen I, Vyatkin V (2019).
"Task Allocation Algorithm for Energy Resources Providing Frequency Containment Reserves", IEEE Transactions on Industrial Informatics, 15(2), pp. 677-688.
Giovanelli C, Sierla S, Ichise R, Vyatkin V (2018).
"Exploiting Artificial Neural Networks for the Prediction of Ancillary Energy Market Prices", Energies, 11(7): 1906.
Giovanelli C, Liu X, Sierla S, Vyatkin V, Ichise R (2017).
"Towards an aggregator that exploits big data to bid on frequency containment reserve market", IECON 2017: 43rd Annual Conference of the IEEE Industrial Electronics Society, Oct 29-Nov 1, Beijing, China