Digital twins and their use in future power systems

Pálenský, Peter; Cvetković, Miloš; Gusain, Digvijay; Joseph, Arun

doi:10.12688/digitaltwin.17435.2

Cited by 50 publications

(5 citation statements)

References 63 publications

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“…The physical model of the laboratory bench is complemented by its digital twin, a neural network, a base of frequency models and an interface that communicates between the individual elements of the educational and research complex [12][13][18][19].…”

Section: Methodsmentioning

confidence: 99%

Development and research of an intelligent diagnostic system for equipment of electric power complexes

Bashirov,

Akchurin,

Volkova

et al. 2024

E3S Web Conf.

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Intelligent systems represent a new direction in the electrical power industry, and training students in this area requires appropriate updating of curricula and laboratory equipment. In this regard, it is necessary to create educational and research complexes in special disciplines to train specialists in intelligent electric power systems. This article presents an educational and research laboratory complex with elements of artificial intelligence for diagnosing the technical condition of equipment in electric power complexes. A free version of the IDE was used as an integrated development environment, which provides the basic functions and tools necessary for developing and debugging Python projects. The software part of the complex has been developed, including a digital twin of the laboratory installation, an executive part and a neural network model.

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Section: Methodsmentioning

confidence: 99%

Development and research of an intelligent diagnostic system for equipment of electric power complexes

Bashirov,

Akchurin,

Volkova

et al. 2024

E3S Web Conf.

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show abstract

“…There are many different definitions of Digital Twins which can vary from industry to industry and are especially tied to the complexity and reliability requirements of the systems in place [43], [44]. In the context of power systems, it has been a growing topic of discussion, particularly in transmission and distribution systems [45], [46]. Standards and working groups are also dealing with such a subject such as the "IEEE Task Force on Digital Twin of Large Scale Power Systems".…”

Section: Digital Twins For Operational Grid Integration Aspects Of Wi...mentioning

confidence: 99%

Advancements on Grid Compliance in Wind Power: Component & Subsystem Testing, Software-/Hardware-in-the-Loop, and Digital Twins

Gomes Guerreiro,

Martin,

Dreyer

et al. 2024

IEEE Access

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The rapid expansion of wind power needs increased efforts in establishing rules for connecting wind power plants (WPPs) through grid codes and standards. This makes grid compliance testing and model validation more complex for wind turbine generator (WTG) manufacturers and WPP developers. This paper explores various challenges and solutions within the wind industry concerning grid compliance and the integration of large-scale WPPs. Traditionally, WTG original equipment manufacturers (OEMs) conduct grid compliance tests on full-scale prototype turbines, while WPP developers predominantly engage in studies for new WPPs based on offline EMT and RMS simulations. Up to this point, these approaches have sufficed to ensure grid compliance for WTGs and WPPs. However, as the wind sector progresses, new testing methods are required to meet the growing WT capacity, WPP complexity, and deployment pace, aiming to achieve society's sustainability targets. The industry is actively exploring methodologies that address these challenges by testing new turbine subsystems and components at the development level, employing software-/hardware-in-the-loop real-time simulation for WTG/WPP interoperability assessment, and ensuring control and protection performance verification during design and operation. Additionally, digital twin approaches are being considered, encompassing the entire development and operation chain for grid compliance and connection aspects. Ultimately, this paper presents a fresh overview of these strategies, outlining definitions and the pros/cons for the stakeholders involved in the process.

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“…From the viewpoint of the virtual twin [35], simulation refers to the critical imitating capabilities of DT technology, and simulation indicates a broader range of models; since it does not consider the real-time data exchange between the physically existing object, it is a part of the DT rather than another term for it.…”

Section: Simulationmentioning

confidence: 99%

A Review of Digital Twins and Their Application in Cybersecurity Based on Artificial Intelligence

Homaei,

Mogollón Gutiérrez,

Sancho Núñez

et al. 2023

Preprint

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The potential of digital twin technology is yet to be fully realised due to its diversity and untapped potential. Digital twins enable systems’ analysis, design, optimisation, and evolution to be performed digitally or in conjunction with a cyber-physical approach to improve speed, accuracy, and efficiency over traditional engineering methods. Industry 4.0, factories of the future, and digital twins continue to benefit from the technology and provide enhanced efficiency within existing systems. Due to the lack of information and security standards associated with the transition to cyber digitisation, cybercriminals have been able to take advantage of the situation. Access to a digital twin of a product or service is equivalent to threatening the entire collection. There is a robust interaction between digital twins and artificial intelligence tools, which leads to strong interaction between these technologies, so it can be used to improve the cybersecurity of these digital platforms based on their integration with these technologies. This study aims to investigate the role of artificial intelligence in providing cybersecurity for digital twin versions of various industries, as well as the risks associated with these versions. In addition, this research serves as a road map for researchers and others interested in cybersecurity and digital security.

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Digital twins and their use in future power systems

Cited by 50 publications

References 63 publications

Development and research of an intelligent diagnostic system for equipment of electric power complexes

Development and research of an intelligent diagnostic system for equipment of electric power complexes

Advancements on Grid Compliance in Wind Power: Component & Subsystem Testing, Software-/Hardware-in-the-Loop, and Digital Twins

A Review of Digital Twins and Their Application in Cybersecurity Based on Artificial Intelligence

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