| 书目名称 | Distributionally Robust Optimization and its Applications in Power System Energy Storage Sizing | | 编辑 | Rui Xie,Wei Wei | | 视频video | | | 概述 | Provides a tutorial on the cutting-edge mathematical theory of distributionally robust optimization.Illustrates how to apply distributionally robust optimization by energy storage sizing problems.Brid | | 图书封面 |  | | 描述 | .This book introduces the mathematical foundations of distributionally robust optimization (DRO) for decision-making problems with ambiguous uncertainties and applies them to tackle the critical challenge of energy storage sizing in renewable-integrated power systems, providing readers with an efficient and reliable approach to analyze and design real-world energy systems with uncertainties... ..Covering a diverse range of topics, this book starts by exploring the necessity for energy storage in evolving power systems and examining the benefits of employing distributionally robust optimization. Subsequently, the cutting-edge mathematical theory of distributionally robust optimization is presented, including both the general theory and moment-based, KL-divergence, and Wasserstein-metric distributionally robust optimization theories. The techniques are then applied to various practical energy storage sizing scenarios, such as stand-alone microgrids, large-scale renewable power plants, bulk power grids, and multi-carrier energy networks... ..This book offers clear explanations and accessible guidance to bridge the gap between advanced optimization methods and industrial applications. | | 出版日期 | Book 2024 | | 关键词 | Distributionally Robust Optimization; Energy Storage Sizing; Data-driven Robust Optimization; Energy St | | 版次 | 1 | | doi | https://doi.org/10.1007/978-981-97-2566-3 | | isbn_softcover | 978-981-97-2568-7 | | isbn_ebook | 978-981-97-2566-3 | | copyright | The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Singapor |
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发表于 2025-3-21 16:10:49
