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A review of machine learning approaches to power system security and stability
Increasing use of renewable energy sources, liberalized energy markets and most
importantly, the integrations of various monitoring, measuring and communication …
importantly, the integrations of various monitoring, measuring and communication …
On vulnerability and resilience of cyber-physical power systems: A review
Power systems have been transformed into cyber-physical systems that integrate electric
grids with advanced information technology and operational technology. To ensure reliable …
grids with advanced information technology and operational technology. To ensure reliable …
Hacking smart machines with smarter ones: How to extract meaningful data from machine learning classifiers
Machine-learning (ML) enables computers to learn how to recognise patterns, make
unintended decisions, or react to a dynamic environment. The effectiveness of trained …
unintended decisions, or react to a dynamic environment. The effectiveness of trained …
Dimensionality reduction of synchrophasor data for early event detection: Linearized analysis
This paper studies the fundamental dimensionality of synchrophasor data, and proposes an
online application for early event detection using the reduced dimensionality. First, the …
online application for early event detection using the reduced dimensionality. First, the …
Autonomous voltage control for grid operation using deep reinforcement learning
Modern power grids are experiencing grand challenges caused by the stochastic and
dynamic nature of growing renewable energy and demand response. Traditional theoretical …
dynamic nature of growing renewable energy and demand response. Traditional theoretical …
Synchrophasor measurement technology in power systems: Panorama and state-of-the-art
Phasor measurement units (PMUs) are rapidly being deployed in electric power networks
across the globe. Wide-area measurement system (WAMS), which builds upon PMUs and …
across the globe. Wide-area measurement system (WAMS), which builds upon PMUs and …
A hierarchical self-adaptive data-analytics method for real-time power system short-term voltage stability assessment
As one of the most complex and largest dynamic industrial systems, a modern power grid
envisages the wide-area measurement protection and control (WAMPAC) system as the grid …
envisages the wide-area measurement protection and control (WAMPAC) system as the grid …
Robust online dynamic security assessment using adaptive ensemble decision-tree learning
Online dynamic security assessment (DSA) is examined in a data-mining framework by
taking into account the operating condition (OC) variations and possible topology changes …
taking into account the operating condition (OC) variations and possible topology changes …
[BOK][B] The electric power engineering handbook-five volume set
LL Grigsby - 2018 - taylorfrancis.com
The Electric Power Engineering Handbook, Third Edition updates coverage of recent
developments and rapid technological growth in crucial aspects of power systems, including …
developments and rapid technological growth in crucial aspects of power systems, including …
A systematic approach for dynamic security assessment and the corresponding preventive control scheme based on decision trees
This paper proposes a decision tree (DT)-based systematic approach for cooperative online
power system dynamic security assessment (DSA) and preventive control. This approach …
power system dynamic security assessment (DSA) and preventive control. This approach …