DC-DC Boost Converters Parameters Estimation Based on Digital Twin

被引:9
|
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
下载
收藏
页码:6232 / 6241
页数:10
相关论文
共 50 条
  • [31] Robust Control of DC-DC Boost Converters for Solar Systems
    Wang, Yeqin
    Ren, Beibei
    Zhong, Qing-Chang
    2017 AMERICAN CONTROL CONFERENCE (ACC), 2017, : 5071 - 5076
  • [32] Analysis and design of boost DC-DC converters for intrinsic safety
    Liu, Shu-Lin
    Liu, Jian
    Mao, Hong
    IPEMC 2006: CES/IEEE 5TH INTERNATIONAL POWER ELECTRONICS AND MOTION CONTROL CONFERENCE, VOLS 1-3, CONFERENCE PROCEEDINGS, 2006, : 1267 - +
  • [33] Analysis of Boost DC-DC Converters with Integrated Coupled Inductors
    Shaltout, Ahmed
    Lipski, Mark
    Gregori, Stefano
    2016 28TH INTERNATIONAL CONFERENCE ON MICROELECTRONICS (ICM 2016), 2016, : 129 - 132
  • [34] Analysis of limit cycle behavior in DC-DC boost converters
    Zhang, Hao
    Yang, Xiao-Ping
    Ma, Xi-Kui
    He, Bo
    NONLINEAR ANALYSIS-REAL WORLD APPLICATIONS, 2012, 13 (05) : 2049 - 2062
  • [35] Reliability Evaluation of Conventional and Interleaved DC-DC Boost Converters
    Khosroshahi, Alireza
    Abapour, Mehdi
    Sabahi, Mehran
    IEEE TRANSACTIONS ON POWER ELECTRONICS, 2015, 30 (10) : 5821 - 5828
  • [36] An improved adaptive cascade control for DC-DC boost converters
    Li Po
    Li Ruiyu
    Shao Tianying
    Zhu Jianfeng
    IECON 2017 - 43RD ANNUAL CONFERENCE OF THE IEEE INDUSTRIAL ELECTRONICS SOCIETY, 2017, : 4857 - 4862
  • [37] Investigation and Modeling of Startup Techniques for Boost DC-DC Converters
    Wu, Hung-Hsien
    Huang, Chi-Hsiang
    Wei, Chia-Ling
    2016 19TH INTERNATIONAL CONFERENCE ON ELECTRICAL MACHINES AND SYSTEMS (ICEMS 2016), 2016,
  • [38] Hybrid Z-Source Boost DC-DC Converters
    Shen, Hanyun
    Zhang, Bo
    Qiu, Dongyuan
    IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2017, 64 (01) : 310 - 319
  • [39] Load transient boost applied to multiphase DC-DC converters
    STMicroelectronics, Italy
    Electron World, 2006, 1841 (40-45):
  • [40] Stability Analysis of Nonlinear Digital Control of dc-dc Boost Power Converters with Dynamical Feedback
    El Fadil, H.
    Giri, F.
    Ahmed-Ali, T.
    Gaouzi, K.
    IFAC PAPERSONLINE, 2016, 49 (13): : 211 - 216