Big data analytics with applications

被引:101
作者
Bi, Zhuming [1 ]
Cochran, David [1 ,2 ]
机构
[1] Indiana Univ Purdue Univ, Dept Engn, Ft Wayne, IN 46805 USA
[2] IPFW Ctr Excellence Syst Engn, Ft Wayne, IN 46805 USA
关键词
Big data analytics (BDA); cloud computing; Internet of Things (IoT); software as a service (SaaS); platform as a service (PaaS); infrastructure as a service (IaaS); predictive manufacturing; cloud manufacturing;
D O I
10.1080/23270012.2014.992985
中图分类号
F [经济];
学科分类号
02 ;
摘要
In this paper, recent developments on the Internet of Things (IoT) and its applications are surveyed, and the impact of newly developed Big Data (BD) on manufacturing information systems is especially discussed. Big Data analytics (BDA) has been identified as a critical technology to support data acquisition, storage, and analytics in data management systems in modern manufacturing. The purpose of the presented work is to clarify the requirements of predictive systems, and to identify research challenges and opportunities on BDA to support cloud-based information systems.
引用
收藏
页码:249 / 265
页数:17
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