A Privacy-Preserving Distributed Greedy Framework to Desynchronize Power Consumption in a Network of Thermostatically Controlled Loads

IF 4.9 2区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS IEEE Transactions on Control Systems Technology Pub Date : 2024-07-18 DOI:10.1109/TCST.2024.3425210
Mojtaba Kaheni;Alessandro V. Papadopoulos;Elio Usai;Mauro Franceschelli
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Abstract

This manuscript presents a novel distributed greedy framework applicable to a network of thermostatically controlled loads (TCLs) to desynchronize the network’s aggregated power consumption. Compared to the existing literature, our proposed framework offers two distinct novelties. First, our proposed algorithm relaxes the restrictive assumptions associated with the communication graph among TCLs. To elaborate, our algorithm only requires a connected graph to execute control, a condition less demanding than its counterpart algorithms that mandate a star architecture, K-regular graphs, or undirected connected graphs. Second, a significant novel feature is the relaxation of the obligation to share private information, such as each unit’s local power consumption and appliance temperatures, either with a central coordinator or neighboring TCLs. The findings presented in this brief are validated through simulations conducted over a network comprising 1000 TCLs.
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一种保护隐私的分布式贪婪框架,用于在恒温控制负载网络中实现电力消耗的非同步化
本手稿提出了一种适用于恒温控制负载(TCL)网络的新型分布式贪婪框架,以实现网络总功耗的非同步化。与现有文献相比,我们提出的框架有两个明显的新颖之处。首先,我们提出的算法放宽了与 TCL 间通信图相关的限制性假设。详细地说,我们的算法只需要连通图就能执行控制,这比那些必须使用星形架构、K-规则图或无向连通图的同类算法要求更低。其次,一个重要的新特点是放宽了与中央协调器或相邻 TCL 共享私人信息的义务,如每个单元的本地功耗和设备温度。本简介中介绍的研究结果通过对一个由 1000 个 TCL 组成的网络进行模拟验证。
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来源期刊
IEEE Transactions on Control Systems Technology
IEEE Transactions on Control Systems Technology 工程技术-工程:电子与电气
CiteScore
10.70
自引率
2.10%
发文量
218
审稿时长
6.7 months
期刊介绍: The IEEE Transactions on Control Systems Technology publishes high quality technical papers on technological advances in control engineering. The word technology is from the Greek technologia. The modern meaning is a scientific method to achieve a practical purpose. Control Systems Technology includes all aspects of control engineering needed to implement practical control systems, from analysis and design, through simulation and hardware. A primary purpose of the IEEE Transactions on Control Systems Technology is to have an archival publication which will bridge the gap between theory and practice. Papers are published in the IEEE Transactions on Control System Technology which disclose significant new knowledge, exploratory developments, or practical applications in all aspects of technology needed to implement control systems, from analysis and design through simulation, and hardware.
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