Review of machine learning techniques for power electronics control and optimization

M Bahrami, Z Khashroum - arXiv preprint arXiv:2310.04699, 2023 - arxiv.org
In the rapidly advancing landscape of contemporary technology, power electronics assume
a pivotal role across diverse applications, ranging from renewable energy systems to electric …

[HTML][HTML] Machine Learning in Active Power Filters: Advantages, Limitations, and Future Directions

K Chahine - AI, 2024 - mdpi.com
Machine learning (ML) techniques have permeated various domains, offering intelligent
solutions to complex problems. ML has been increasingly explored for applications in active …

Finite-Control-Set Model Predictive Control for Single-Phase CHB 5-Level Inverter as an Active Power Filter With Discrete-Time FO-PI DC-Link Controller

R Morales-Caporal, E Bonilla-Huerta… - IEEE …, 2024 - ieeexplore.ieee.org
This paper presents a finite-control-set model predictive control (FCS-MPC) with fractional-
order proportional-integral (FO-PI) controller to regulate the dc-link voltage of a single …

Shunt compensation using Deep Belief Learning Network Based Inductively Coupled DSTATCOM

J Sabat, M Mangaraj, PKY Kundala, K Subbaramaiah… - Energy Systems, 2023 - Springer
The directly coupled distributed static compensator (DC-DSTATCOM) is often utilized to
achieve better power quality (PQ) in the power distribution network (PDN). However, this …

New Trends for Machine Learning Applications in Future Power Systems

MM Amiri, A Jalilian, H Abdi, M Rezaei - … in the Operation and Control of … - books.google.com
This chapter explores emerging trends in ML capabilities within future power systems. For
this purpose, after outlining contemporary power systems and their associated challenges, it …

Improving Power Quality in Grid-Connected Photovoltaic Systems: A Comparative Analysis of Model Predictive Control in Three-Level and Two-Level Inverters

S Gada, A Fekik, M Mahdal, S Vaidyanathan, A Maidi… - Sensors, 2023 - mdpi.com
The Single-Stage Grid-Connected Solar Photovoltaic (SSGC-SPV) topology has recently
gained significant attention, as it offers promising advantages in terms of reducing overall …