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Digital Twin of the Distributed Generation Plant

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Published under licence by IOP Publishing Ltd
, , Citation Yu N Bulatov et al 2020 IOP Conf. Ser.: Mater. Sci. Eng. 976 012024 DOI 10.1088/1757-899X/976/1/012024

1757-899X/976/1/012024

Abstract

This article describes the concept of building a digital twin of the distributed generation (DG) plant operating on based on a synchronous generator with a fuzzy auto-tuning unit for automatic voltage regulator and automatic speed regulator. The structure of the digital twin is represented as a hierarchal fuzzy model built using experimental data. Programmatically implemented algorithms for optimization of term aggregations membership functions and numerals from knowledge base rules. The results of experiments on obtaining an optimized neuro-fuzzy model for regulating the generator rotor frequency are presented. The proposed algorithms can be used in further research on the construction of a digital twin of the DG plant, as well as for solving the problem of automatic regulators tuning.

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10.1088/1757-899X/976/1/012024