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Publications

Conference paper

A Design Pattern for Monitoring Adapter Connections in IEC 61499 (2021)

Jhunjhunwala. P, Blech. J, Zoitl. A, Atmojo. U, Vyatkin. V
Part of: Proceedings, 2021 22nd IEEE International Conference on Industrial Technology (ICIT), s. 967-972, IEEE, 2021
Article in journal

A formal model of IEC 61499-based Industrial automation architecture supporting time-aware computations (2021)

Drozdov. D, Dubinin. V, Patil. S, Vyatkin. V
IEEE Open Journal of the Industrial Electronics Society, Vol. 2, s. 169-183
Article in journal

A simulation environment for training a reinforcement learning agent trading a battery storage (2021)

Aaltonen. H, Sierla. S, Subramanya. R, Vyatkin. V
Energies, Vol. 14, nr. 17
Article in journal

A Virtual Power Plant Solution for Aggregating Photovoltaic Systems and Other Distributed Energy Resources for Northern European Primary Frequency Reserves (2021)

Subramanya. R, Yli-Ojanperä. M, Sierla. S, Hölttä. T, Valtakari. J, Vyatkin. V
Energies, Vol. 14, nr. 5
Article in journal

Density Encoding Enables Resource-Efficient Randomly Connected Neural Networks (2021)

Kleyko. D, Kheffache. M, Frady. E, Wiklund. U, Osipov. E
IEEE Transactions on Neural Networks and Learning Systems, Vol. 32, nr. 8, s. 3777-3783
Conference paper

Dynamic Adapter Connections for IEC 61499 (2021)

Kajola. P, Blech. J, Atmojo. U, Vyatkin. V
Part of: Proceedings, 2021 22nd IEEE International Conference on Industrial Technology (ICIT), s. 1054-1059, IEEE, 2021
Article in journal

Oeritte (2021)

User-Friendly Counterexample Explanation for Model Checking
Ovsiannikova. P, Buzhinsky. I, Pakonen. A, Vyatkin. V
IEEE Access, Vol. 9, s. 61383-61397
Article in journal

Roadmap to Semi-Automatic Generation of Digital Twins for Brownfield Process Plants (2021)

Sierla. S, Azangoo. M, Rainio. K, Papakonstantinou. N, Fay. A, Honkamaa. P, et al.
Journal of Industrial Information Integration
Article in journal

Robust Multi-Step Predictor for Electricity Markets with Real-Time Pricing (2021)

Kahawala. S, De Silva. D, Sierla. S, Alahakoon. D, Nawaratne. R, Osipov. E, et al.
Energies, Vol. 14, nr. 14
Conference paper

SMT-based deployment calculation for IEC 61499 control applications (2021)

Lyu. T, Blech. J, Vyatkin. V
Part of: 2021 4th IEEE International Conference on Industrial Cyber-Physical Systems (ICPS), s. 172-178, IEEE, 2021
Article in journal

Solar Irradiance Nowcasting for Virtual Power Plants Using Multimodal Long Short-Term Memory Networks (2021)

Haputhanthri. D, De Silva. D, Sierla. S, Alahakoon. D, Nawaratne. R, Jennings. A, et al.
Frontiers in Energy Research, Vol. 9