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Publications

Article in journal

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
Article in journal

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
Article, review/survey

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

Sierla. S, Pourakbari-Kasmaei. M, Vyatkin. V
Part of: Automation in Construction
Article, review/survey

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

Subramanya. R, Sierla. S, Vyatkin. V
Part of: IEEE Access
Article in journal

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
Article in journal

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
Article in journal

On Modelling of Edge Datacentre Microgrid for Participation in Smart Energy Infrastructures (2022)

Galkin. N, Yang. C, Berezovskaya. Y, Vesterlund. M, Vyatkin. V
IEEE Open Journal of the Industrial Electronics Society, Vol. 3, s. 50-64
Article in journal

poST: A Process-Oriented Extension of the IEC 61131-3 Structured Text Language (2022)

Zyubin. V, Rozov. A, Anureev. I, Garanina. N, Vyatkin. V
IEEE Access, Vol. 10, s. 35238-35250
Article in journal

Proposing and Prototyping an Extension to the Adapter Concept in the IEC 61499 Standard (2022)

Jhunjhunwala. P, Vyatkin. V
IEEE Access, Vol. 10, s. 2564-2577
Article in journal

Roadmap to semi-automatic generation of digital twins for brownfield process plants (2022)

Sierla. S, Azangoo. M, Rainio. K, Papakonstantinou. N, Fay. A, Honkamaa. P, et al.
Journal of Industrial Information Integration, Vol. 27
Article in journal

Toward Dependable Model-Driven Design of Low-Level Industrial Automation Control Systems (2022)

Zhou. N, Li. D, Vyatkin. V, Dubinin. V, Liu. C
IEEE Transactions on Automation Science and Engineering, Vol. 19, nr. 1, s. 425-440