Integrating Internet-of-Things with the power of Cloud Computing and the Intelligence of Big Data Analytics - A Three Layered Approach

被引:0
作者
Khorshed, Md Tanzim [1 ]
Sharma, Neeraj Anand [2 ]
Kumar, Kunal [2 ]
Prasad, Mishal [2 ]
Ali, A. B. M. Shawkat [2 ]
Xiang, Yang [1 ]
机构
[1] Deakin Univ, Sch Informat Technol, Geelong, Vic, Australia
[2] Univ Fiji, Sch Sci & Technol, Lautoka, Fiji
来源
2015 2ND ASIA-PACIFIC WORLD CONGRESS ON COMPUTER SCIENCE AND ENGINEERING (APWC ON CSE 2015) | 2015年
关键词
Internet of Things; IoT; Cloud Computing; Big Data; Hadoop; Machine Learning; Cyber-attack; Network Security;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
This paper is written through the vision on integrating Internet-of-Things (IOT) with the power of Cloud Computing and the intelligence of Big Data analytics. But integration of all these three cutting edge technologies is complex to understand In this research we first provide a security centric view of three layered approach for understanding the technology, gaps and security issues. Then with a series of lab experiments on different hardware, we have collected performance data from all these three layers, combined these data together and finally applied modern machine learning algorithms to distinguish 18 different activities and cyber-attacks. From our experiments we find classification algorithm RandomForest can identify 93.9% attacks and activities in this complex environment. From the existing literature, no one has ever attempted similar experiment for cyber-attack detection for IoT neither with performance data nor with a three layered approach.
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页数:8
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