Condition monitoring (CM) of modular multilevel converters (MMCs) submodule insulated gate bipolar transistors (IGBTs) is of significance to ensure reliable operation. The ON-state voltage of IGBT is a promising indicator to perform CM while its application in MMC is tricky due to high blocking voltage and numerous submodules. In this article, a novel sensor-reduction approach is presented to infer the ON-state voltages of MMC submodule IGBTs. Such an estimation method of the ON-state voltages is based ON Kirchhoffs voltage law (KVL) applied to an MMC arm. This method focuses on a statistical analysis of capacitor voltages and arm voltages. The switching-state combinations are specifically selected for the purpose. A case study is conducted on a single-phase seven-level MMC test bench to verify the proposed ON-state voltage estimation method, which only shows an error of less than 3%. Furthermore, continuous ON-state voltage estimations are made with this MMC test bench under steady-state operations and carry out statistical analysis of the inferred ON-state voltage at various deterioration levels. Finally, a confusion matrix is proposed, whose maximum accuracy reaches 92.4% for the early-deterioration condition.

A Novel Sensor-Reduction Condition Monitoring Approach for MMC Submodule IGBTs Based on Statistics of Inferred On-State Voltage / Zhan, Cao; Wang, Weicheng; Tang, Yizheng; Li, Yixin; Iannuzzo, Francesco; Zhu, Lingyu; Yu, Kefan; Ji, Shengchang; Blaabjerg, Frede. - In: IEEE JOURNAL OF EMERGING AND SELECTED TOPICS IN POWER ELECTRONICS. - ISSN 2168-6777. - ELETTRONICO. - 12:(2024), pp. 1068-1077. [10.1109/JESTPE.2023.3334643]

A Novel Sensor-Reduction Condition Monitoring Approach for MMC Submodule IGBTs Based on Statistics of Inferred On-State Voltage

Francesco Iannuzzo;
2024

Abstract

Condition monitoring (CM) of modular multilevel converters (MMCs) submodule insulated gate bipolar transistors (IGBTs) is of significance to ensure reliable operation. The ON-state voltage of IGBT is a promising indicator to perform CM while its application in MMC is tricky due to high blocking voltage and numerous submodules. In this article, a novel sensor-reduction approach is presented to infer the ON-state voltages of MMC submodule IGBTs. Such an estimation method of the ON-state voltages is based ON Kirchhoffs voltage law (KVL) applied to an MMC arm. This method focuses on a statistical analysis of capacitor voltages and arm voltages. The switching-state combinations are specifically selected for the purpose. A case study is conducted on a single-phase seven-level MMC test bench to verify the proposed ON-state voltage estimation method, which only shows an error of less than 3%. Furthermore, continuous ON-state voltage estimations are made with this MMC test bench under steady-state operations and carry out statistical analysis of the inferred ON-state voltage at various deterioration levels. Finally, a confusion matrix is proposed, whose maximum accuracy reaches 92.4% for the early-deterioration condition.
File in questo prodotto:
File Dimensione Formato  
A_Novel_Sensor-Reduction_Condition_Monitoring_Approach_for_MMC_Submodule_IGBTs_Based_on_Statistics_of_Inferred_On-State_Voltage.pdf

accesso riservato

Tipologia: 2a Post-print versione editoriale / Version of Record
Licenza: Non Pubblico - Accesso privato/ristretto
Dimensione 3.83 MB
Formato Adobe PDF
3.83 MB Adobe PDF   Visualizza/Apri   Richiedi una copia
Pubblicazioni consigliate

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11583/2999702