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A Generic Framework for the Definition of Key Performance Indicators for Smart Energy Systems at Different Scales (2022)

Efkarpidis. N, Goranovic. A, Yang. C, Geidl. M, Herbst. I, Wilker. S, et al.
Energies, Vol. 15, nr. 4
Artikel i tidskrift

A methodology for generating a digital twin for process industry: a case study of a fiber processing pilot plant (2022)

Azangoo. M, Sorsamäki. L, Sierla. S, Mätäsniemi. T, Rantala. M, Rainio. K, et al.
IEEE Access, Vol. 10, s. 58787-58810
Artikel, forskningsöversikt

A Review of Reinforcement Learning Applications to Control of Heating, Ventilation and Air Conditioning Systems (2022)

Sierla. S, Ihasalo. H, Vyatkin. V
Ingår i: Energies

A Robust KPI Framework for Smart Energy Systems of Different Scales (2022)

Efkarpidis. N, Geidl. M, Yang. C, Goranović. A, Wilker. S, Sauter. T, et al.
Ingår i: 2022 IEEE 31st International Symposium on Industrial Electronics (ISIE), s. 454-461, IEEE, 2022
Artikel, forskningsöversikt

A taxonomy of machine learning applications for virtual power plants and home/building energy management systems (2022)

Sierla. S, Pourakbari-Kasmaei. M, Vyatkin. V
Ingår i: Automation in Construction
Artikel i tidskrift

Bidding a Battery on Electricity Markets and Minimizing Battery Aging Costs: A Reinforcement Learning Approach (2022)

Aaltonen. H, Sierla. S, Kyrki. V, Pourakbari-Kasmaei. M, Vyatkin. V
Energies, Vol. 15, nr. 14
Artikel, forskningsöversikt

Exploiting battery storages with reinforcement learning: a review for energy professionals (2022)

Subramanya. R, Sierla. S, Vyatkin. V
Ingår i: IEEE Access
Artikel i tidskrift

Imbalanced multiclass classification with active learning in strip rolling process (2022)

Deng. J, Sun. J, Peng. W, Zhang. D, Vyatkin. V
Knowledge-Based Systems, Vol. 255
Artikel i tidskrift

Integer Echo State Networks: Efficient Reservoir Computing for Digital Hardware (2022)

Kleyko. D, Frady. E, Kheffache. M, Osipov. E
IEEE Transactions on Neural Networks and Learning Systems, Vol. 33, nr. 4, s. 1688-1701

Monitoring design pattern for distributed automation systems in IEC 61499 and its formal modelling (2022)

Jhunjhunwala. P, Zoitl. A, Dwi Atmojo. U, Vyatkin. V
Ingår i: 2022 IEEE 31st International Symposium on Industrial Electronics (ISIE), s. 220-225, IEEE, 2022
Artikel i tidskrift

Novel development tool for IEC 61499 based on domain-specific languages (2022)

Sorokin. R, Patil. S, Vyatkin. V
IFAC-PapersOnLine, Vol. 55, nr. 2, s. 439-444

On automatic generation of OPC UA connections in IEC 61499 automation systems (2022)

Lyu. T, Atmojo. U, Vyatkin. V
Ingår i: Proceedings 2022 IEEE 5th International Conference on Industrial Cyber-Physical Systems (ICPS), Institute of Electrical and Electronics Engineers Inc., 2022