A review of machine learning approaches to power system security and stability

OA Alimi, K Ouahada, AM Abu-Mahfouz - IEEE Access, 2020 - ieeexplore.ieee.org
Increasing use of renewable energy sources, liberalized energy markets and most
importantly, the integrations of various monitoring, measuring and communication …

A critical review of detection and classification of power quality events

OP Mahela, AG Shaik, N Gupta - Renewable and Sustainable Energy …, 2015 - Elsevier
Requirement of green supply with higher quality has been consumers' demand around the
globe. The electrical power system is expected to deliver undistorted sinusoidal rated …

The current state of Distributed Renewable Generation, challenges of interconnection and opportunities for energy conversion based DC microgrids

S Ullah, AMA Haidar, P Hoole, H Zen… - Journal of Cleaner …, 2020 - Elsevier
As distributed renewable energy sources (RES) continue to expand, the necessity arises for
more robust coordination approaches and conversion techniques to tackle the challenges …

Variational mode decomposition and decision tree based detection and classification of power quality disturbances in grid-connected distributed generation system

PD Achlerkar, SR Samantaray… - IEEE Transactions on …, 2016 - ieeexplore.ieee.org
This paper presents a variational mode decomposition (VMD) and decision tree based
detection and classification method of single and mixed power quality (PQ) disturbances in …

A comprehensive overview on signal processing and artificial intelligence techniques applications in classification of power quality disturbances

S Khokhar, AABM Zin, ASB Mokhtar… - … and Sustainable Energy …, 2015 - Elsevier
The increasing trend towards renewable energy sources requires higher power quality (PQ)
at the generation, transmission and distribution systems. The PQ disturbances are produced …

A critical and comprehensive review on power quality disturbance detection and classification

P Khetarpal, MM Tripathi - Sustainable Computing: Informatics and …, 2020 - Elsevier
With an elevating demand and use of power electronics equipment, green energy and the
development of smart grids, power quality disturbance detection and classification holds …

Power quality disturbance detection and classification using signal processing and soft computing techniques: A comprehensive review

M Mishra - International transactions on electrical energy …, 2019 - Wiley Online Library
Power quality (PQ) studies have gained huge attention from the academics and the industry
over the past three decades. The main objective of this article is to provide a comprehensive …

A critical analysis of methodologies for detection and classification of power quality events in smart grid

RK Beniwal, MK Saini, A Nayyar, B Qureshi… - IEEE …, 2021 - ieeexplore.ieee.org
Recently, power quality (PQ) issues have drawn considerable attention of the researchers
due to the increasing awareness of the customers towards power quality. The PQ issues …

Feature extraction and power quality disturbances classification using smart meters signals

FAS Borges, RAS Fernandes, IN Silva… - IEEE Transactions on …, 2015 - ieeexplore.ieee.org
This paper presents a methodology aimed at extracting features to obtain information that
will highlight disturbances related to the field of power quality. Due to the concept of smart …

A novel hybrid deep learning approach including combination of 1D power signals and 2D signal images for power quality disturbance classification

H Sindi, M Nour, M Rawa, Ş Öztürk, K Polat - Expert Systems with …, 2021 - Elsevier
As a result of the widespread use of power electronic equipment and the increase in
consumption, the importance of effective energy policies and the smart grid begins to …