Intelligent Forecasting and Optimization in Electrical Power Systems

This reprint explores the latest developments and advancements in the application of artificial intelligence (AI) and machine learning (ML) for forecasting and optimization in the field of power engineering. In recent years, AI and ML methods have been gaining significant traction and are becoming t...

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Bibliographic Details
Format:	eBook
Language:	English
Published:	Basel MDPI - Multidisciplinary Digital Publishing Institute 2023
Subjects:	Energy industries and utilities History of engineering and technology Technology: general issues artificial intelligence methods auto-regressive integrated moving average (ARIMA) autoencoders autoregressive forecasting methods behind-the-meter (BTM) Big Data bootstrap aggregating calendar variation chillers classical forecasting methods CLONALG cooling towers Data Mining deep learning deep neural network deep neural networks distributed storage and generation distribution of electric power e-mobility electric energy production electric vehicles (EVs) electrical power demand electricity load forecasting elliptic envelope (EE) energy efficiency ensemble methods evaluation criteria metrics evolutionary multi-objective optimization forecast forecasting error GA hybrid AC/DC microgrid hybrid methods information and communication technology interval type-2 fuzzy logic system isolation forest (IF) load profile forecast long short-term memory (LSTM) LSTM machine learning machine learning (ML) medium voltage medium-term load forecasting metaheuristic optimisation microgrids mid-term forecast modified hypermutation operator n/a neuromorphic computing one-class support vector machine (OCSVM) operation control optimisation optimization of configuration and operating states Optuna pattern representation of time series pattern-based forecasting photovolatic power photovoltaic (PV) power distribution reliability power generation power system demand power systems PSO PV system Q(U) characteristics random forest regression tree renewable energy short-term forecasting short-term load forecasting short-term wind power forecasting singular spectrum analysis smart grids spatio-temporal spiking neural network statistical analysis of errors strategic training swarm intelligence time series time series analysis time series forecasting time series prediction time-series preprocessing transfer learning very-short-term forecasting voltage control voltage quality wind energy wind farm wind power wind power forecasting wind power prediction wind turbine
Online Access:	Open Access: DOAB: description of the publication Open Access: DOAB, download the publication

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Open Access: DOAB: description of the publication
Open Access: DOAB, download the publication

Intelligent Forecasting and Optimization in Electrical Power Systems

Internet

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