Evaluation of behavior estimation using Ward's method in multifunction outlet system

S. Kimura, T. Sasama, T. Kawamura, K. Sugahara
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Abstract

Home Energy Management System(HEMS) is standard as a system for reducing power consumption in ordinary homes. The system prevents the users from forgetting to turn off home appliances. However the system is too simple to more reduce power consumption. Therefore we aim to reduce power consumption by figuring out a user's behavior to control home appliances. However to estimate user's behavior is difficult for the system. So we develop Multifunction Outlet System into a function to control home appliances. The function uses Ward's method which is an unsupervised learning for estimation of a user's behavior. In this paper, we evaluated a result of estimate of a user's behavior from sensor data by Ward's method.
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多功能出口系统中Ward方法的行为估计评价
家庭能源管理系统(HEMS)是一个标准的系统,以减少普通家庭的电力消耗。该系统可以防止用户忘记关闭家用电器。然而,该系统过于简单,无法进一步降低功耗。因此,我们的目标是通过了解用户控制家用电器的行为来降低功耗。然而,系统很难对用户的行为进行估计。因此,我们将多功能插座系统开发成一个控制家用电器的功能。该函数使用Ward的方法,这是一种用于估计用户行为的无监督学习方法。在本文中,我们用Ward的方法评估了从传感器数据中估计用户行为的结果。
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