Carte Reliable Non-Parametric Techniques for Energy System Operation and Control Hongcai Zhang

Reliable Non-Parametric Techniques for Energy System Operation and Control

Fundamentals and Applications of Constraint Learning and Safe Reinforcement Learning Methods

Limbă: engleză
Legare: Carte broșată
Editura: Elsevier Science
Disponibilitate: La editor doar la comandă
Expediem în 28-34 zile
957.63 lei
Reliable Non-Parametric Techniques for Energy System Operation and Control: Fundamentals and Applica...

Informații despre carte

Limbă
engleză
Legare
Carte - Carte broșată
Publicat
2025
Pagini
350
EAN
9780443364921
ISBN
0443364923
Enbook ID
47237991
Greutate
450
Dimensiuni
152 x 229

Descriere completă

Reliable Non-Parametric Techniques for Energy System Operation and Control: Fundamentals and Applications of Constraint Learning and Safe Reinforcement Learning Methods offers a comprehensive guide to cutting-edge smart methods in energy system operation and control. This book begins by covering fundamentals, applications in deterministic and uncertain environments, accuracy in imbalanced datasets, and overcoming measurement limitations. It also delves into mathematical insights and computationally-efficient implementations. Part II addresses energy system control using safe reinforcement learning, exploring training-efficient intrinsic-motivated reinforcement learning, physical layer-based control, barrier function-based control, and CVaR-based control for systems without hard operation constraints. Designed for graduate students, researchers, and engineers, Reliable Non-Parametric Techniques for Energy System Operation and Control stands out for its practical approach to advanced methods in energy system control, enabling sustainable developments in real-world conditions.

  • Bridges the gap between theory and practice, providing essential insights for graduate students, researchers, and engineers
  • Includes visual elements, data and code, and case studies for easy understanding and implementation
  • Part of the Series Advances in Intelligent Energy Systems, bringing together the latest innovations in smart, sustainable energy

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