MIMO传输下智能电网的跨层带宽和天线配置

Yixuan Zhang, Nan Liu, Zhiwen Pan
{"title":"MIMO传输下智能电网的跨层带宽和天线配置","authors":"Yixuan Zhang, Nan Liu, Zhiwen Pan","doi":"10.1145/3603781.3603918","DOIUrl":null,"url":null,"abstract":"This paper studies the statistical observability of the power grid with multiple-input multiple-output (MIMO) transmission while satisfying the QoS requirement, which is characterized by effective capacity. The problem is to maximize the observability of the power grid over all possible bandwidth allocation, antenna configuration, and the QoS exponent for each PMU. To solve the proposed optimization problem, an alternating optimization algorithm is adopted, where, the simulated annealing algorithm is applied to conduct the antenna configuration, and the deep Q-network (DQN) is adopted to conduct bandwidth allocation. Numerical results demonstrate bandwidth and antenna savings of the proposed algorithm compared with equal allocation scheme.","PeriodicalId":391180,"journal":{"name":"Proceedings of the 2023 4th International Conference on Computing, Networks and Internet of Things","volume":"71 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2023-05-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Cross-layer Bandwidth and Antenna Configuration for Smart Grid under MIMO Transmission\",\"authors\":\"Yixuan Zhang, Nan Liu, Zhiwen Pan\",\"doi\":\"10.1145/3603781.3603918\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"This paper studies the statistical observability of the power grid with multiple-input multiple-output (MIMO) transmission while satisfying the QoS requirement, which is characterized by effective capacity. The problem is to maximize the observability of the power grid over all possible bandwidth allocation, antenna configuration, and the QoS exponent for each PMU. To solve the proposed optimization problem, an alternating optimization algorithm is adopted, where, the simulated annealing algorithm is applied to conduct the antenna configuration, and the deep Q-network (DQN) is adopted to conduct bandwidth allocation. Numerical results demonstrate bandwidth and antenna savings of the proposed algorithm compared with equal allocation scheme.\",\"PeriodicalId\":391180,\"journal\":{\"name\":\"Proceedings of the 2023 4th International Conference on Computing, Networks and Internet of Things\",\"volume\":\"71 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2023-05-26\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Proceedings of the 2023 4th International Conference on Computing, Networks and Internet of Things\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1145/3603781.3603918\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 2023 4th International Conference on Computing, Networks and Internet of Things","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3603781.3603918","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

摘要

本文研究了以有效容量为特征的多输入多输出(MIMO)传输电网在满足QoS要求的情况下的统计可观察性问题。问题是在所有可能的带宽分配、天线配置和每个PMU的QoS指数上最大化电网的可观察性。为解决所提出的优化问题,采用交替优化算法,其中采用模拟退火算法进行天线配置,采用深度Q-network (deep Q-network, DQN)进行带宽分配。数值结果表明,与等分配方案相比,该算法节省了带宽和天线。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Cross-layer Bandwidth and Antenna Configuration for Smart Grid under MIMO Transmission
This paper studies the statistical observability of the power grid with multiple-input multiple-output (MIMO) transmission while satisfying the QoS requirement, which is characterized by effective capacity. The problem is to maximize the observability of the power grid over all possible bandwidth allocation, antenna configuration, and the QoS exponent for each PMU. To solve the proposed optimization problem, an alternating optimization algorithm is adopted, where, the simulated annealing algorithm is applied to conduct the antenna configuration, and the deep Q-network (DQN) is adopted to conduct bandwidth allocation. Numerical results demonstrate bandwidth and antenna savings of the proposed algorithm compared with equal allocation scheme.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信