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Bücher Englische Bücher Wissen & Bildung Naturwissenschaft, Medizin, Informatik, Technik Technik Elektronik, Elektro- und Nachrichtentechnik Distributed Economic Operation in Smart Grid: Model-Based and Model-Free Perspectives
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Distributed Economic Operation in Smart Grid: Model-Based and Model-Free Perspectives
Jiahu Qin, Yanni Wan, Fangyuan Li, Yu Kang, Weiming Fu (Broschiert, Englisch)
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Beschreibung
This book aims to work out the distributed economic operation in smart grids in a systematic way, which ranges from model-based to model-free perspectives. The main contributions of this book can be summarized into three folds. First, we investigate the fundamental economic operation problems in smart grids from model-based perspective. Specifically, these problems can be modeled as deterministic… optimization models, and we propose some distributed optimization algorithms by integrating the multi-agent consensus theory and optimization techniques to achieve the distributed coordination of various generation units and loads. Second, due to the randomness of the large-scale renewable energies and the flexibility of the loads, we further address these economic operation problems from a model-free perspective, and we propose learning-based approaches to address the uncertainty and randomness. At last, we extend the idea of model-based and model-free algorithms to plug-in electric vehicles(PEVs) charging/discharging scheduling problem, the key challenge of which involves multiple objectives simultaneously while the behavior of PEVs and the electricity price are intrinsically random. This book presents several recent theoretical findings on distributed economic operation in smart grids from model-based and model-free perspectives. By systematically integrating novel ideas, fresh insights, and rigorous results, this book provides a base for further theoretical research on distributed economic operation in smart grids. It can be a reference for graduates and researchers to study the operation and management in smart grids. Some prerequisites for reading this book include optimization theory, matrix theory, game theory, reinforcement learning, etc. Dieses Produkt haben wir gerade leider nicht auf Lager.
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Technische Daten
Erscheinungsdatum
27.01.2024
Sprache
Englisch
EAN
9789811985966
Herausgeber
Springer Singapore
Serien- oder Bandtitel
Studies in Systems, Decision and Control
Sonderedition
Nein
Autor
Jiahu Qin, Yanni Wan, Fangyuan Li, Yu Kang, Weiming Fu
Seitenanzahl
237
Auflage
1
Einbandart
Broschiert
Schlagwörter
Smart grid, Economic operation, Distributed optimization, Model-based, Model-free, Demand response, Optimal power flow, Unit commitment, EV charging/discharging, Multi-agent system
Thema-Inhalt
THY - Energieerzeugung und -verteilung
PBU - Optimierung
TR - Verkehrstechnik und Transportwesen
PBT - Wahrscheinlichkeitsrechnung und Statistik
PBV - Kombinatorik und Graphentheorie
TJF - Elektronik
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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