基于决策树的信息物理系统数据分类

Lavinia Basaraba, D. Pescaru
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引用次数: 1

摘要

传感器网络在物理系统控制中的应用可以直接受益于数据挖掘技术。本文提出了两种基于决策树的信息物理系统事件预测方法。特别注意有效的资源管理。第一种方法是通过室内空间温度控制应用验证的集中式解决方案。第二种方法基于第一种方法的结果,代表了对具有提高效率的创新设计的分散解决方案的研究。使用蒙特卡罗模拟进行了测试,以涵盖各种实际情况。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Using decision tree for efficient data classification in Cyber-physical systems
Applications of sensor networks to physical systems control can benefit directly from data mining techniques. This paper presents two approaches based on decision tree for event prediction in a Cyber-physical System. Special attention was paid to efficient resources management. The fist approach is a centralized solution validated through an application of temperature control for indoor spaces. The second one is based on results of the first approach and represents a study for a decentralized solution having an innovative design that improves efficiency. Tests are conducted using Monte Carlo simulation to cover various practical situations.
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