DC-DC Boost Converters Parameters Estimation Based on Digital Twin

被引:13
|
作者
Di Nezio, Giulia [1 ]
di Benedetto, Marco [2 ]
Lidozzi, Alessandro [1 ]
Solero, Luca [1 ]
机构
[1] Roma Tre Univ, Dept Civil Comp Sci & Aeronaut Technol Engn, I-00154 Rome, Italy
[2] Roma Tre Univ, Dept Ind Elect & Mech Engn, I-00154 Rome, Italy
关键词
Monitoring; Real-time systems; Digital twins; Resistance; Optimization; Mathematical models; Field programmable gate arrays; Digital twin; DC-DC boost converter; parameters monitoring; PSO algorithm; POWER ELECTRONIC CONVERTERS; CONDITION MONITORING METHOD; RELIABILITY; FAILURE; CAPACITORS; MODULES; SYSTEM;
D O I
10.1109/TIA.2023.3286832
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This paper presents the real-time monitoring of the degradation parameters of the DC-DC boost converter by utilizing the Digital Twin (DT) method. The DT is a real-time high-fidelity mathematical (digital) model that runs in parallel to the physical DC-DC boost converter, providing information for its monitoring and control using the measurement data coming from the sensors already existing in the asset. The digital model is obtained by means of the Backward Euler numerical methodology for discrete-time representation of the mathematical switching model of the physical system. The estimation of degradation parameters of the physical system is based on the data analysis carried out by comparing the data measured by the sensors existing in the physical system and the data coming from the digital model. The data analysis is done by applying the heuristic algorithm like Particle Swarm Optimization (PSO) method. The proposed method is validated through the digital-switching model realized by means of the FPGA and it runs on a suitable control board. Experimental tests on the converter prototype are illustrated. For further validation, a sensitivity analysis is carried out.
引用
收藏
页码:6232 / 6241
页数:10
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