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Publishing Language: Chinese | Open Access

Indirect measurement method of DC charging module conversion efficiency based on grey box theory

Linlin TAN1Zhichong GUO1Jin BAO2Mingming CHEN2
School of Electrical Engineering, Southeast University, Nanjing 210096, China
State Grid Jiangsu Electric Power Co., Ltd. Marketing Service Center, Nanjing 210024, China
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Abstract

Energy conversion efficiency constitutes a critical parameter in the operation of charging facilities and serves as a pivotal focus of research in the domain of remote metering for these facilities. However, currently, the primary method for evaluating the energy efficiency of charging modules remains the direct method. This approach is challenging to measure indirectly due to the complex circuit structure and the characteristics of the components involved. An indirect measurement method for assessing the efficiency of charging modules based on grey box theory is proposed in this paper. Firstly, an accurate calculation model is established through the analysis of component losses. Next, the parameters of the complex model are processed using a parameter fusion method, resulting in an indirect measurement model of efficiency that utilizes the voltage and current outputs of the charging module as variables. Finally, the Levenberg-Marquardt (L-M) algorithm is employed to solve for the model parameters. The experimental verification of typical 15 kW and 20 kW charging modules demonstrates that the error of this method is less than 1.3% under low load conditions, and less than 0.5% under high load conditions. The indirect measurement method proposed in this paper exhibits high measurement accuracy and can be directly applied to most standard charging modules. It possesses good universality and can effectively meet the indirect measurement requirements for the conversion efficiency of charging modules.

CLC number: TM933 Document code: A

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Electric Power Engineering Technology
Pages 64-74

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Cite this article:
TAN L, GUO Z, BAO J, et al. Indirect measurement method of DC charging module conversion efficiency based on grey box theory. Electric Power Engineering Technology, 2026, 45(4): 64-74. https://doi.org/10.12158/j.2096-3203.2026.04.007

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Received: 25 July 2025
Revised: 22 October 2025
Published: 30 April 2026
© After publication of the article, the authors shall own the right of signature. 2026.

The authors can use or share the published article under the Attribution-Non Commercial 4.0 International (CC BY-NC 4.0) license.