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Physics-Aware Machine Learning for Integrated Energy Systems Management

Paperback Engels 2025 9780443329845
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Physics-Aware Machine Learning for Integrated Energy Systems Management, a new release in the Advances in Intelligent Energy Systems series, guides the reader through this state-of-the-art approach to computational methods, from data input and training to application opportunities in integrated energy systems. The book begins by establishing the principles, design, and needs of integrated energy systems in the modern sustainable grid before moving into assessing aspects such as sustainability, energy storage, and physical-economic models. Detailed, step-by-step procedures for utilizing a variety of physics-aware machine learning models are provided, including reinforcement learning, feature learning, and neural networks.

Supporting students, researchers, and industry engineers to make renewable-integrated grids a reality, this book is a holistic introduction to an exciting new approach in energy systems management.

Specificaties

ISBN13:9780443329845
Taal:Engels
Bindwijze:Paperback

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Inhoudsopgave

1. Introduction<br>2. The Need for Integrated Energy Systems Management<br>3. Attributes of Integrated Energy Systems in Modern Energy Grids<br>4. Physical-economic Models for Integrated Energy Systems Management<br>5. Decision-making Tools for the Optimal Operation and Planning of Integrated Energy Systems<br>6. Energy Storage Systems for Integrated Energy Systems Management<br>7. Applicability of Machine Learning Techniques in Managing Integrated Energy Systems<br>8. Physics-aware Machine Learning for Integrated Energy Systems Management<br>9. Physics-aware Machine Learning for Improving the Sustainability of Integrated Energy Systems<br>10. Physics-aware Machine Learning for Cyber-security Assessment of Integrated Energy Systems Management<br>11. Physics-aware Reinforcement Learning for Integrated Energy Systems Management<br>12. Physics-aware Feature Learning for Integrated Energy Systems Management<br>13. Physics-aware Neural Networks for Integrated Energy Systems Management<br>14. Physics-aware Machine Learning for Integrated Energy Interaction Management

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€ 208,59
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        Physics-Aware Machine Learning for Integrated Energy Systems Management