| 来源类型 | Book Section |
| DOI | 10.5220/0007349105600567 |
| Cooperative Linker for the Distributed Control of the Barcelona Drinking Water Network. | |
| Cayuela VP; Seix BM; Orduña-Cabrera F | |
| 发表日期 | 2019 |
| 出处 | Proceedings of the 11th International Conference on Agents and Artificial Intelligence (ICAART 2019). pp. 560-567 Porto, Portugal: ICAART. ISBN 978-989-758-350-6 DOI: 10.5220/0007349105600567 . |
| 出版年 | 2019 |
| 语种 | 英语 |
| 摘要 | This work shows how a Linker agent coordinates a cooperative MAS environment to seek a global optimum. The approach is applied to the Barcelona Drinking Water Network (DWN) administrated by AGBAR where the main problem was to coordinate the control of three different sectors of the network. Each part has a local controller (local agent) to solve the local water demands, but it also has to cooperate with the other agents to satisfy the water demands of the whole network. The cooperative Linker agent implemented, learns by using a Reinforcement Learning algorithm, called PlanningByExploration Behaviour with penalization (Javalera et al., 2019), to converge towards an optimal (or suboptimal) value of each of the variables that connect the local agents. For the training and simulation of the Linker agents real historical data of the Barcelona DWN provided by AGBAR were used, as well as the data to model the distributed topology of the DWN. Moreover, some results of the simulations of this approach in contrast with the results of a centralized Model Predictive Controller are depicted. |
| 主题 | Advanced Systems Analysis (ASA) ; Ecosystems Services and Management (ESM) |
| 关键词 | Multi-Agent Systems, Large Scale Systems, Linkage ofModels, Reinforcement Learning, Distributed Control, Water Networks, Large Scale Systems |
| URL | http://pure.iiasa.ac.at/id/eprint/15791/ |
| 来源智库 | International Institute for Applied Systems Analysis (Austria) |
| 引用统计 | |
| 资源类型 | 智库出版物 |
| 条目标识符 | http://119.78.100.153/handle/2XGU8XDN/134683 |
| 推荐引用方式 GB/T 7714 | Cayuela VP,Seix BM,Orduña-Cabrera F. Cooperative Linker for the Distributed Control of the Barcelona Drinking Water Network.. 2019. |
| 条目包含的文件 | ||||||
| 文件名称/大小 | 资源类型 | 版本类型 | 开放类型 | 使用许可 | ||
| poster%20ICAART2019.（980KB） | 智库出版物 | 限制开放 | CC BY-NC-SA | 浏览 | ||
| ICAART_2019_56_CR.pd（374KB） | 智库出版物 | 限制开放 | CC BY-NC-SA | 浏览 | ||
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