| 书目名称 | Distributed Economic Operation in Smart Grid: Model-Based and Model-Free Perspectives |
| 编辑 | Jiahu Qin,Yanni Wan,Weiming Fu |
| 视频video | |
| 概述 | Provides a systematic view of the fundamental problems of economic operation in the smart grid.Extends the distributed algorithms to a more complicated multi-objective PEVs scheduling problem.Presents |
| 丛书名称 | Studies in Systems, Decision and Control |
| 图书封面 |  |
| 描述 | 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. Thi |
| 出版日期 | Book 2023 |
| 关键词 | Smart grid; Economic operation; Distributed optimization; Model-based; Model-free; Demand response; Optima |
| 版次 | 1 |
| doi | https://doi.org/10.1007/978-981-19-8594-2 |
| isbn_softcover | 978-981-19-8596-6 |
| isbn_ebook | 978-981-19-8594-2Series ISSN 2198-4182 Series E-ISSN 2198-4190 |
| issn_series | 2198-4182 |
| copyright | The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Singapor |
发表于 2025-3-21 17:54:32
