AI Applications to Power Systems

Today, the flow of electricity is bidirectional, and not all electricity is centrally produced in large power plants. With the growing emergence of prosumers and microgrids, the amount of electricity produced by sources other than large, traditional power plants is ever-increasing. These alternative...

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Year of Publication:2022
Language:English
Physical Description:1 electronic resource (156 p.)
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spelling Tjing Lie, Tek edt
AI Applications to Power Systems
Basel MDPI - Multidisciplinary Digital Publishing Institute 2022
1 electronic resource (156 p.)
text txt rdacontent
computer c rdamedia
online resource cr rdacarrier
Open access Unrestricted online access star
Today, the flow of electricity is bidirectional, and not all electricity is centrally produced in large power plants. With the growing emergence of prosumers and microgrids, the amount of electricity produced by sources other than large, traditional power plants is ever-increasing. These alternative sources include photovoltaic (PV), wind turbine (WT), geothermal, and biomass renewable generation plants. Some renewable energy resources (solar PV and wind turbine generation) are highly dependent on natural processes and parameters (wind speed, wind direction, temperature, solar irradiation, humidity, etc.). Thus, the outputs are so stochastic in nature. New data-science-inspired real-time solutions are needed in order to co-develop digital twins of large intermittent renewable plants whose services can be globally delivered.
English
Technology: general issues bicssc
History of engineering & technology bicssc
self-healing grid
machine-learning
feature extraction
event detection
optimization techniques
manta ray foraging optimization algorithm
multi-objective function
radial networks
optimal power flow
automatic P2P energy trading
Markov decision process
deep reinforcement learning
deep Q-network
long short-term delayed reward
inter-area oscillations
modal analysis
reduced order modeling
dynamic mode decomposition
machine learning
artificial neural networks
steady-state security assessment
situation awareness
cellular computational networks
load flow prediction
contingency
fuzzy system
change detection
data analytics
data mining
filtering
optimization
power quality
signal processing
total variation smoothing
3-0365-3653-1
3-0365-3654-X
Tjing Lie, Tek oth
language English
format eBook
author2 Tjing Lie, Tek
author_facet Tjing Lie, Tek
author2_variant l t t lt ltt
author2_role Sonstige
title AI Applications to Power Systems
spellingShingle AI Applications to Power Systems
title_full AI Applications to Power Systems
title_fullStr AI Applications to Power Systems
title_full_unstemmed AI Applications to Power Systems
title_auth AI Applications to Power Systems
title_new AI Applications to Power Systems
title_sort ai applications to power systems
publisher MDPI - Multidisciplinary Digital Publishing Institute
publishDate 2022
physical 1 electronic resource (156 p.)
isbn 3-0365-3653-1
3-0365-3654-X
illustrated Not Illustrated
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is_hierarchy_title AI Applications to Power Systems
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