Demand side management with wireless channel impact in IoT-enabled smart grid system

IF 7.5 2区 计算机科学 Q1 TELECOMMUNICATIONS
Md. Farhad Hossain , Kumudu S. Munasinghe , Nishant Jagannath , Khandakar Tanvir Ahmed , Md. Nabid Hasan , Ibrahim Elgendi , Abbas Jamalipour
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引用次数: 0

Abstract

Demand Side Management (DSM) is a vital issue in smart grids, given the time-varying user demand for electricity and power generation cost over a day. On the other hand, wireless communications with ubiquitous connectivity and low latency have emerged as a suitable option for smart grid. The design of any DSM system using a wireless network must consider the wireless link impairments, which is missing in existing literature. In this paper, we propose a DSM system using a Real-Time Pricing (RTP) mechanism and a wireless Neighborhood Area Network (NAN) with data transfer uncertainty. A Zigbee-based Internet of Things (IoT) model is considered for the communication infrastructure of the NAN. A sample NAN employing XBee and Raspberry Pi modules is also implemented in real-world settings to evaluate its reliability in transferring smart grid data over a wireless link. The proposed DSM system determines the optimal price corresponding to the optimum system welfare based on the two-way wireless communications among users, decision-makers, and energy providers. A novel cost function is adopted to reduce the impact of changes in user numbers on electricity prices. Simulation results indicate that the proposed system benefits users and energy providers. Furthermore, experimental results demonstrate that the success rate of data transfer significantly varies over the implemented wireless NAN, which can substantially impact the performance of the proposed DSM system. Further simulations are then carried out to quantify and analyze the impact of wireless communications on the electricity price, user welfare, and provider welfare.
基于物联网的智能电网系统中无线信道影响的需求侧管理
考虑到用户对电力的需求和一天内的发电成本是随时间变化的,需求侧管理(DSM)是智能电网的一个重要问题。另一方面,具有无处不在的连接和低延迟的无线通信已经成为智能电网的合适选择。任何使用无线网络的DSM系统的设计都必须考虑无线链路损伤,这在现有文献中是缺失的。本文提出了一种采用实时定价(RTP)机制和具有数据传输不确定性的无线邻域网络(NAN)的电力需求侧管理系统。考虑了基于zigbee的物联网(IoT)模型用于NAN的通信基础设施。采用XBee和树莓派模块的示例NAN也在实际环境中实现,以评估其通过无线链路传输智能电网数据的可靠性。提出的电力需求侧管理系统基于用户、决策者和能源供应商之间的双向无线通信,确定与系统福利最优相对应的最优电价。采用新颖的成本函数,降低用户数量变化对电价的影响。仿真结果表明,该系统对用户和能源供应商都有好处。此外,实验结果表明,在实现的无线NAN中,数据传输的成功率会发生显著变化,这将极大地影响所提出的DSM系统的性能。然后进行进一步的模拟,以量化和分析无线通信对电价、用户福利和供应商福利的影响。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Digital Communications and Networks
Digital Communications and Networks Computer Science-Hardware and Architecture
CiteScore
12.80
自引率
5.10%
发文量
915
审稿时长
30 weeks
期刊介绍: Digital Communications and Networks is a prestigious journal that emphasizes on communication systems and networks. We publish only top-notch original articles and authoritative reviews, which undergo rigorous peer-review. We are proud to announce that all our articles are fully Open Access and can be accessed on ScienceDirect. Our journal is recognized and indexed by eminent databases such as the Science Citation Index Expanded (SCIE) and Scopus. In addition to regular articles, we may also consider exceptional conference papers that have been significantly expanded. Furthermore, we periodically release special issues that focus on specific aspects of the field. In conclusion, Digital Communications and Networks is a leading journal that guarantees exceptional quality and accessibility for researchers and scholars in the field of communication systems and networks.
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