A Smart Campus Internet of Things Framework

被引:0
作者
Wang, Yi [1 ]
Saez, Brandon [1 ]
Szczechowicz, Joseph [1 ]
Ruisi, Jonathan [1 ]
Kraft, Tyler [1 ]
Toscano, Stephen [1 ]
Vacco, Zachary [1 ]
Nicolas, Kervins [1 ]
机构
[1] Manhattan Coll, Elect & Comp Engn Dept, Riverdale, NY 10471 USA
来源
2017 IEEE 8TH ANNUAL UBIQUITOUS COMPUTING, ELECTRONICS AND MOBILE COMMUNICATION CONFERENCE (UEMCON) | 2017年
关键词
smart campus; internet of things; machine learning; energy consumption;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
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.
引用
收藏
页码:498 / +
页数:200
相关论文
共 12 条
[1]  
[Anonymous], 2016, MANHATTAN COLL SECUR
[2]  
Comet A. J., 2015, ARI JAY COMET BLOG
[3]   Activity Learning as a Foundation for Security Monitoring in Smart Homes [J].
Dahmen, Jessamyn ;
Thomas, Brian L. ;
Cook, Diane J. ;
Wang, Xiaobo .
SENSORS, 2017, 17 (04)
[4]  
Godsil A., 2014, WIRELESSLY CONTROLLE
[5]  
Hernandez G., 2014, Black Hat USA
[6]   A Smart Home Test Bed for Undergraduate Education to Bridge the Curriculum Gap From Traditional Power Systems to Modernized Smart Grids [J].
Hu, Qinran ;
Li, Fangxing ;
Chen, Chien-fei .
IEEE TRANSACTIONS ON EDUCATION, 2015, 58 (01) :32-38
[7]   Hardware Design of Smart Home Energy Management System With Dynamic Price Response [J].
Hu, Qinran ;
Li, Fangxing .
IEEE TRANSACTIONS ON SMART GRID, 2013, 4 (04) :1878-1887
[8]   An Internet of Things Framework for Smart Energy in Buildings: Designs, Prototype, and Experiments [J].
Pan, Jianli ;
Jain, Raj ;
Paul, Subharthi ;
Vu, Tam ;
Saifullah, Abusayeed ;
Sha, Mo .
IEEE INTERNET OF THINGS JOURNAL, 2015, 2 (06) :527-537
[9]   Power Management of Intelligent Buildings Facilitated by Smart Grid: A Market Approach [J].
Quang Duy La ;
Chan, Yiu Wing Edwin ;
Soong, Boon-Hee .
IEEE TRANSACTIONS ON SMART GRID, 2016, 7 (03) :1389-1400
[10]  
Razmara M., 2016, IEEE Transactions on Smart Grid, P1