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Machine Learning and Data Mining Applications in Power Systems

This Special Issue was intended as a forum to advance research and apply machine-learning and data-mining methods to facilitate the development of modern electric power systems, grids and devices, and smart grids and protection devices, as well as to develop tools for more accurate and efficient pow...

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Format: Online
Language:English
Published: MDPI - Multidisciplinary Digital Publishing Institute 2022
Subjects:
virtual power plant (VPP)
power quality (PQ)
global index
distributed energy resources (DER)
energy storage systems (ESS)
power systems
long-term assessment
battery energy storage systems (BESS)
smart grids
conducted disturbances
power quality
supraharmonics
2–150 kHz
Power Line Communications (PLC)
intentional emission
non-intentional emission
mains signalling
virtual power plant
data mining
clustering
distributed energy resources
energy storage systems
short term conditions
cluster analysis (CA)
nonlinear loads
harmonics, cancellation, and attenuation of harmonics
waveform distortion
THDi
low-voltage networks
optimization techniques
different batteries
off-grid microgrid
integrated renewable energy system
cluster analysis
K-means
agglomerative
ANFIS
fuzzy logic
induction generator
MPPT
neural network
renewable energy
variable speed WECS
wind energy conversion system
wind energy
frequency estimation
spectrum interpolation
power network disturbances
COVID-19
time-varying reproduction number
social distancing
load profile
demographic characteristic
household energy consumption
demand-side management
energy management
time series
Hidden Markov Model
short-term forecast
sparse signal decomposition
supervised dictionary learning
dictionary impulsion
singular value decomposition
discrete cosine transform
discrete Haar transform
discrete wavelet transform
transient stability assessment
home energy management
binary-coded genetic algorithms
optimal power scheduling
demand response
Data Injection Attack
machine learning
critical infrastructure
smart grid
water treatment plant
power system
n/a
thema EDItEUR::T Technology, Engineering, Agriculture, Industrial processes::TB Technology: general issues
thema EDItEUR::T Technology, Engineering, Agriculture, Industrial processes::TB Technology: general issues::TBX History of engineering and technology
thema EDItEUR::K Economics, Finance, Business and Management::KN Industry and industrial studies::KNB Energy industries and utilities
Online Access:ONIX_20220621_9783036541778_124
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