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Bücher Wissen & Bildung Englische Bücher Naturwissenschaft, Medizin, Informatik, Technik Technik Elektronik, Elektro- und Nachrichtentechnik Artificial Intelligence Enabled Computational Methods for Smart Grid Forecast and Dispatch
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Artificial Intelligence Enabled Computational Methods for Smart Grid Forecast and Dispatch
Yuanzheng Li, Yong Zhao, Lei Wu, Zhigang Zeng (Broschiert, Englisch)
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Beschreibung
With the increasing penetration of renewable energy and distributed energy resources, smart grid is facing great challenges, which could be divided into two categories. On the one hand, the endogenous uncertainties of renewable energy and electricity load lead to great difficulties in smart grid forecast. On the other hand, massive electric devices as well as their complex constraint relationships… bring about significant difficulties in smart grid dispatch. Owe to the rapid development of artificial intelligence in recent years, several artificial intelligence enabled computational methods have been successfully applied in the smart grid and achieved good performances. Therefore, this book is concerned with the research on the key issues of artificial intelligence enabled computational methods for smart grid forecast and dispatch, which consist of three main parts. (1) Introduction for smart grid forecast and dispatch, in inclusion of reviewing previous contribution of various research methods as well as their drawbacks to analyze characteristics of smart grid forecast and dispatch. (2) Artificial intelligence enabled computational methods for smart grid forecast problems, which are devoted to present the recent approaches of deep learning and machine learning as well as their successful applications in smart grid forecast. (3) Artificial intelligence enabled computational methods for smart grid dispatch problems, consisting of edge-cutting intelligent decision-making approaches, which help determine the optimal solution of smart grid dispatch. The book is useful for university researchers, engineers, and graduate students in electrical engineering and computer science who wish to learn the core principles, methods, algorithms, and applications of artificial intelligence enabled computational methods. 171,19 €
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Technische Daten
Erscheinungsdatum
07.05.2024
Sprache
Englisch
EAN
9789819908011
Herausgeber
Springer Singapore
Serien- oder Bandtitel
Engineering Applications of Computational Methods
Sonderedition
Nein
Autor
Yuanzheng Li, Yong Zhao, Lei Wu, Zhigang Zeng
Seitenanzahl
260
Einbandart
Broschiert
Schlagwörter
Smart Grid, Forecast and Dispatch, AI-Enabled, Computational Methods, renewable energy, intelligent decision making, optimization of smart grid dispatch, smart grid forecast, deep learning, machine learning, Load Forecast, Electric Vehicles, Wind Power
Thema-Inhalt
THY - Energieerzeugung und -verteilung
UYQ - Künstliche Intelligenz
UYM - Computermodellierung und -simulation
Höhe
235 mm
Breite
15.5 cm
Hersteller: Springer, Europaplatz 3, Heidelberg, Deutschland, 69115, ProductSafety@springernature.com, Springer Nature Customer Service Center GmbH
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