Learning automata as a utility for power management in smart grids

IF 8.3 2区计算机科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC

IEEE Communications Magazine Pub Date : 2013-01-04 DOI:10.1109/MCOM.2013.6400445

S. Misra, P. V. Krishna, V. Saritha, M. Obaidat

引用次数: 69

Abstract

The rapid growth of smart grid systems demands efficient management of smart grid services. Smart grids are expected to enable the delivery and management of electricity in a more reliable, efficient, economical, and secured manner. Thus, the development of effective power management solutions for smart grids to meet these challenges is an important area of research in recent times. In this article, we propose using learning automata (LA), a computational learning utility, for efficient power management in smart grids (LAPM). The proposed system, LAPM, helps in identifying the electricity required for various distribution substations and controls the usage of power by various devices (i.e., preventing unauthorized use of power). The use of LA enables performing a dynamic analysis of power usage and providing decision making for its effective usage. The system is evaluated on a real-life-resembling environment, with respect to parameters such as power utilization and customer satisfaction.

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学习自动机在智能电网电源管理中的应用

智能电网系统的快速发展要求对智能电网服务进行高效的管理。智能电网有望以更可靠、高效、经济和安全的方式实现电力的输送和管理。因此，为智能电网开发有效的电源管理解决方案以应对这些挑战是近年来研究的一个重要领域。在本文中，我们建议使用学习自动机(LA)，一种计算学习实用程序，在智能电网(LAPM)中进行有效的电源管理。拟议的LAPM系统有助于确定各种配电变电站所需的电力，并控制各种设备的电力使用(即防止未经授权使用电力)。使用LA可以对电力使用情况进行动态分析，并为其有效使用提供决策。该系统在一个类似于现实生活的环境中进行评估，包括功率利用率和客户满意度等参数。

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

IEEE Communications Magazine 工程技术-电信学

CiteScore

19.80

自引率

0.90%

发文量

333

审稿时长

3-6 weeks

期刊介绍： IEEE Communications Magazine, considered by most to be their most important member benefit, provides timely information on all aspects of communications: monthly feature articles describe technology, systems, services, market trends, development methods, regulatory and policy issues, and significant global events. These articles are complemented by a variety of departments, including: Conference Calendar, Book Reviews, the Global Communications Newsletter, Scanning the Literature, New products and Product Spotlights, Society News, Your Internet Connection, News from JSAC, and the CommuniCrostic puzzle. Articles are tutorial in nature and written in a style comprehensible to readers outside the specialty of the article. Mathematical equations are generally not used (in justified cases up to three simple equations may be allowed with the consent of the Guest Editor. The inclusion of more than three equations requires permission from the Editor-in-Chief).