Importance Scaling for Elastic Appliance for Automated Power Management in Smart Homes

Andrew Tittaferrante, A. Yassine
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引用次数: 3

Abstract

This paper examines the effect of importance scaling of individual appliance utility functions in an automated energy management system, considering only appliances which have continuously variable energy consumption settings. These appliances are divided into three categories along the memory property of their utility functions, which are described as full-memory, partial memory, and memoryless appliances. The energy management system is formulated as a convex optimization problem which is solved daily to determine optimal appliance settings for the day. This paper provides a weighting-based mechanism to the overall utility function to scale for the relative importance of individual appliances. Our results indicate greater user satisfaction can be achieved by parameterising the objective function around appliance importance.
智能家居中自动化电源管理弹性设备的重要性缩放
本文考察了自动化能源管理系统中单个电器效用函数的重要性尺度的影响,仅考虑具有连续可变能耗设置的电器。这些设备按照其实用功能的内存属性分为三类,分别是全内存、部分内存和无内存设备。所述能源管理系统被制定为每天解决的凸优化问题,以确定当天的最佳设备设置。本文为整体效用函数提供了一种基于权重的机制,以衡量单个设备的相对重要性。我们的结果表明,更大的用户满意度可以通过参数化目标函数围绕家电的重要性来实现。
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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