<abstract xmlns="http://www.w3.org/1999/xhtml">

<p>This paper introduces a new idea of energy efficiency evaluation of high voltage direct current (HVDC) converter based on deep neural networks. This paper analyzes the leading operating indicators and finds the main influencing factors in constructing the energy-saving hands of each converter table. Then this paper uses the deep neural network method to establish the converter table's energy efficiency model. The deep neural network for energy efficiency evaluation of the converter table is obtained. In this paper, PSCAD/EMTDC was used for simulation to evaluate the energy-saving effect. The research shows that the method of energy efficiency evaluation based on deep neural networks is feasible.</p>
</abstract>

This paper introduces a new idea of energy efficiency evaluation of high voltage direct current (HVDC) converter based on deep neural networks. This paper analyzes the leading operating indicators and finds the main influencing factors in constructing the energy-saving hands of each converter table. Then this paper uses the deep neural network method to establish the converter table's energy efficiency model. The deep neural network for energy efficiency evaluation of the converter table is obtained. In this paper, PSCAD/EMTDC was used for simulation to evaluate the energy-saving effect. The research shows that the method of energy efficiency evaluation based on deep neural networks is feasible.

Energy Efficiency Evaluation of HVDC Converter Station Based on Deep Neural Network Model

Applied Mathematics and Nonlinear Sciences

This work is licensed under the Creative Commons Attribution 4.0 International License.

This paper introduces a new idea of energy efficiency evaluation of high voltage direct current (HVDC) converter based on deep neural networks. This paper...

Energy Efficiency Evaluation of HVDC Converter Station Based on Deep Neural Network Model

Published Online: Jun 06, 2023

Page range: 2003 - 2012

Received: Jul 12, 2022

Accepted: Nov 25, 2022

DOI: https://doi.org/10.2478/amns.2023.1.00304

Keywords
HVDC converter station, Efficiency evaluation, Converter, Deep neural network

© 2023 Jingguo Rong et al., published by Sciendo

This work is licensed under the Creative Commons Attribution 4.0 International License.

Energy Efficiency Evaluation of HVDC Converter Station Based on Deep Neural Network Model

Published Online: Jun 06, 2023

Page range: 2003 - 2012

Received: Jul 12, 2022

Accepted: Nov 25, 2022

DOI: https://doi.org/10.2478/amns.2023.1.00304

KeywordsHVDC converter station, Efficiency evaluation, Converter, Deep neural network

© 2023 Jingguo Rong et al., published by Sciendo

This work is licensed under the Creative Commons Attribution 4.0 International License.

Keywords
HVDC converter station, Efficiency evaluation, Converter, Deep neural network