Energy-Efficient Dynamic Traffic Offloading and Reconfiguration of Networked Data Centers for Big Data Stream Mobile Computing: Review, Challenges, and a Case Study

被引:148
作者
Baccarelli, Enzo [1 ]
Cordeschi, Nicola [1 ]
Mei, Alessandro [2 ]
Panella, Massimo [3 ]
Shojafar, Mohammad [1 ]
Stefa, Julinda [2 ]
机构
[1] Univ Roma La Sapienza, DIET Dept, Informat & Commun Engn, Rome, Italy
[2] Univ Roma La Sapienza, Comp Sci, Rome, Italy
[3] Univ Roma La Sapienza, Circuit Theory & Learning Syst Pervas Comp, Rome, Italy
来源
IEEE NETWORK | 2016年 / 30卷 / 02期
关键词
D O I
10.1109/MNET.2016.7437025
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Big data stream mobile computing is proposed as a paradigm that relies on the convergence of broadband Internet mobile networking and real-time mobile cloud computing. It aims at fostering the rise of novel self-configuring integrated computing-communication platforms for enabling in real time the offloading and processing of big data streams acquired by resource-limited mobile/wireless devices. This position article formalizes this paradigm, discusses its most significant application opportunities, and outlines the major challenges in performing real-time energy-efficient management of the distributed resources available at both mobile devices and Internet-connected data centers. The performance analysis of a small-scale prototype is also included in order to provide insight into the energy vs. performance trade-off that is achievable through the optimized design of the resource management modules. Performance comparisons with some state-of-the-art resource managers corroborate the discussion. Hints for future research directions conclude the article.
引用
收藏
页码:54 / 61
页数:8
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