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Article

Modeling Unpredictable Behavior of Energy Facilities to Ensure Reliable Operation in a Cyber-Physical System

1
School of Power Engineering, Irkutsk National Research Technical University, 664074 Irkutsk, Russia
2
Corporate Training & Research Center “Eurosibenergo”, Irkutsk National Research Technical University, 664074 Irkutsk, Russia
3
Industrial Mathematics Laboratory, Baikal School of BRICS, Irkutsk National Research Technical University, 664074 Irkutsk, Russia
*
Authors to whom correspondence should be addressed.
Energies 2023, 16(19), 6960; https://doi.org/10.3390/en16196960
Submission received: 4 September 2023 / Revised: 20 September 2023 / Accepted: 3 October 2023 / Published: 5 October 2023
(This article belongs to the Special Issue Machine Learning for Cyber-Physical Energy Systems)

Abstract

This research focuses on exploring various techniques and models for simulating the random behavior of energy facilities or systems. These simulations are essential in identifying the likelihood of component failures within the studied facilities. By assessing the potential consequences of emergency scenarios, this analysis serves as a fundamental aspect of synthesizing and analyzing reliability in the cyber-physical system. Ultimately, the study aims to enhance the management and control of reliability and safety for these facilities. In this study, a unified heating source is considered as an energy facility (as part of district heating systems), for example, a combined heat and power plant. However, the developed methods and models have sufficient universality for their adaptation to other energy facilities without significant changes. The research methodology is based on the use of Markov random processes and laws of the probability theory. The basic model of the energy facilities is formulated for the conditions of the simplest events flow with appropriate assumptions and constraints, in particular, ordinary events and independence of events (failures and restorations). To take into account the non-ordinary events (failures) and dependences between some failures, corresponding modifications of the basic model are proposed. A computational experiment was carried out using the developed models, and graphical interpretations of the results are presented. The obtained results allow us to formulate some preliminary conclusions about the range of influence of the simulated factors on the reliability analysis of studied facilities and to outline conditions and areas of their admissible application.
Keywords: energy system; energy facilities; heating source; combined heat and power plant; reliability analysis; Markov random process; events flow; ordinariness and independence of events; state probabilities; reliability function energy system; energy facilities; heating source; combined heat and power plant; reliability analysis; Markov random process; events flow; ordinariness and independence of events; state probabilities; reliability function

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MDPI and ACS Style

Postnikov, I.; Samarkina, E.; Penkovskii, A.; Kornev, V.; Sidorov, D. Modeling Unpredictable Behavior of Energy Facilities to Ensure Reliable Operation in a Cyber-Physical System. Energies 2023, 16, 6960. https://doi.org/10.3390/en16196960

AMA Style

Postnikov I, Samarkina E, Penkovskii A, Kornev V, Sidorov D. Modeling Unpredictable Behavior of Energy Facilities to Ensure Reliable Operation in a Cyber-Physical System. Energies. 2023; 16(19):6960. https://doi.org/10.3390/en16196960

Chicago/Turabian Style

Postnikov, Ivan, Ekaterina Samarkina, Andrey Penkovskii, Vladimir Kornev, and Denis Sidorov. 2023. "Modeling Unpredictable Behavior of Energy Facilities to Ensure Reliable Operation in a Cyber-Physical System" Energies 16, no. 19: 6960. https://doi.org/10.3390/en16196960

APA Style

Postnikov, I., Samarkina, E., Penkovskii, A., Kornev, V., & Sidorov, D. (2023). Modeling Unpredictable Behavior of Energy Facilities to Ensure Reliable Operation in a Cyber-Physical System. Energies, 16(19), 6960. https://doi.org/10.3390/en16196960

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