A smart campus internet of things framework

Yi Wang, Brandon Saez, Joseph Szczechowicz, Jonathan Ruisi, Tyler Kraft, Stephen Toscano, Zachary Vacco, Kervins Nicolas
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引用次数: 13

Abstract

Smart cities and communities (S&CC) are experiencing transformational change across the nation and globally with the proliferation deployment of Internet of Things (IoT). Smart campus is an important part of S&CC. We built a smart campus IoT framework to address functionality, energy consumption, security and safety in a user-centric perspective. To achieve these, machine learning algorithms are employed in the hardware-software co-design process. During experiment, we focused on energy consumption management using support vector machine to learn the classroom schedule, so that the system can respond to dynamic change of the schedules. The experimental results show that our proposed framework can recognize the classroom regular events and irregular events with high accuracy.
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智能校园物联网框架
随着物联网(IoT)的扩散部署,智慧城市和社区(S&CC)正在全国乃至全球范围内经历转型变革。智慧校园是科技合作的重要组成部分。我们构建了一个智能校园物联网框架,以用户为中心的角度解决功能、能源消耗、安全和安全问题。为了实现这些,在硬件软件协同设计过程中使用了机器学习算法。在实验中,我们重点研究了利用支持向量机学习课堂课程表的能耗管理,使系统能够对课程表的动态变化做出响应。实验结果表明,我们提出的框架能够以较高的准确率识别课堂上的规则事件和不规则事件。
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