An overview of artificial intelligence applications for power electronics

S Zhao, F Blaabjerg, H Wang - IEEE Transactions on Power …, 2020 - ieeexplore.ieee.org
This article gives an overview of the artificial intelligence (AI) applications for power
electronic systems. The three distinctive life-cycle phases, design, control, and maintenance …

Deep learning for prognostics and health management: State of the art, challenges, and opportunities

B Rezaeianjouybari, Y Shang - Measurement, 2020 - Elsevier
Improving the reliability of engineered systems is a crucial problem in many applications in
various engineering fields, such as aerospace, nuclear energy, and water declination …

A survey on active fault-tolerant control systems

A Abbaspour, S Mokhtari, A Sargolzaei, KK Yen - Electronics, 2020 - mdpi.com
Faults and failures in the system components are two main reasons for the instability and the
degradation in control performance. In recent decades, fault-tolerant control (FTC) …

A data-driven fault diagnosis methodology in three-phase inverters for PMSM drive systems

B Cai, Y Zhao, H Liu, M Xie - IEEE Transactions on Power …, 2016 - ieeexplore.ieee.org
Permanent magnet synchronous motor and power electronics-based three-phase inverter
are the major components in the modern industrial electric drive system, such as electrical …

An online data-driven method for simultaneous diagnosis of IGBT and current sensor fault of three-phase PWM inverter in induction motor drives

B Gou, Y Xu, Y Xia, Q Deng, X Ge - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
This article presents an online data-driven diagnosis method for multiple insulated gate
bipolar transistors (IGBTs) open-circuit faults and current sensor faults in the three-phase …

Fault diagnosis method based on FFT-RPCA-SVM for cascaded-multilevel inverter

T Wang, J Qi, H Xu, Y Wang, L Liu, D Gao - ISA transactions, 2016 - Elsevier
Thanks to reduced switch stress, high quality of load wave, easy packaging and good
extensibility, the cascaded H-bridge multilevel inverter is widely used in wind power system …

A transferrable data-driven method for IGBT open-circuit fault diagnosis in three-phase inverters

Y Xia, Y Xu - IEEE Transactions on Power Electronics, 2021 - ieeexplore.ieee.org
Machine learning (ML) based data-driven methods have shown promising performance in
power converter fault diagnosis. However, the existing ML model trained by one fault …

Fault detection and localization for cascaded H-bridge multilevel converter with model predictive control

M Chai, NBY Gorla, SK Panda - IEEE Transactions on Power …, 2020 - ieeexplore.ieee.org
The cascaded H-bridge (CHB) multilevel converter has been used in various applications,
such as the STATCOMs and solid-state transformers. Due to its modular structure, fault …

[HTML][HTML] A state-of-the-art review on wind power converter fault diagnosis

J Liang, K Zhang, A Al-Durra, SM Muyeen, D Zhou - Energy Reports, 2022 - Elsevier
The rapid expansion of installed wind energy capacity and the continuous development of
wind turbine technology has drawn attention to operation and maintenance issues. In order …

Multi-kernel optimized relevance vector machine for probabilistic prediction of concrete dam displacement

S Chen, C Gu, C Lin, K Zhang, Y Zhu - Engineering with Computers, 2021 - Springer
The observation data of dam displacement can reflect the dam's actual service behavior
intuitively. Therefore, the establishment of a precise data-driven model to realize accurate …