Machine Learning and Data Mining Applications in Power Systems

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