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 …

An overview of condition monitoring techniques for capacitors in DC-link applications

Z Zhao, P Davari, W Lu, H Wang… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Capacitors are widely used in dc links of power electronic converters to balance power,
suppress voltage ripple, and store short-term energy. Condition monitoring (CM) of dc-link …

Parameter estimation of power electronic converters with physics-informed machine learning

S Zhao, Y Peng, Y Zhang… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Physics-informed machine learning (PIML) has been emerging as a promising tool for
applications with domain knowledge and physical models. To uncover its potentials in …

[HTML][HTML] Artificial intelligence methodologies in smart grid-integrated doubly fed induction generator design optimization and reliability assessment: A review

RK Behara, AK Saha - Energies, 2022 - mdpi.com
The reliability assessment of smart grid-integrated distributed power-generating
coordination is an operational measure to ensure appropriate system operational set-ups in …

Condition monitoring of dc-link electrolytic capacitor in back-to-back converters based on dissipation factor

M Ghadrdan, S Peyghami, H Mokhtari… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Condition-monitoring systems are used to determine the best timing for predictive
maintenance of power electronics converters. These monitoring systems can significantly …

Capacitance estimation algorithm based on DC-link voltage harmonics using artificial neural network in three-phase motor drive systems

H Soliman, P Davari, H Wang… - 2017 IEEE Energy …, 2017 - ieeexplore.ieee.org
Reliability of dc-link capacitors in modern design of power electronic converters is an
important aspect that needs to be considered. The requirement of applying condition …

[HTML][HTML] Review of health monitoring techniques for capacitors used in power electronics converters

HL Dang, S Kwak - Sensors, 2020 - mdpi.com
Capacitors are critical components of power converter systems as they influence the cost,
size, performance, and scale of such systems. However, capacitors exhibit the highest …

Advances in Capacitor Health Monitoring Techniques for Power Converters: A Review

MKPM Ramees, MW Ahmad - IEEE Access, 2023 - ieeexplore.ieee.org
Capacitors play a critical role in power electronic systems, and their health and performance
directly impact system reliability and efficiency. This article provides an overview of …

Deep learning-based estimation technique for capacitance and ESR of input capacitors in single-phase DC/AC converters

HJ Park, JC Kim, S Kwak - Journal of Power Electronics, 2022 - Springer
This study proposes an algorithm to estimate the state of an input capacitor based on a deep
neural network (DNN). This algorithm runs in a DC/AC single-phase converter. According to …

[HTML][HTML] Neural Network Applications in Electrical Drives—Trends in Control, Estimation, Diagnostics, and Construction

M Kaminski, T Tarczewski - Energies, 2023 - mdpi.com
Currently, applications of the algorithms based on artificial intelligence (AI) principles can be
observed in various fields. This can be also noticed in the wide area of electrical drives …