CIMS: A Context-Based Intelligent Multimedia System for Ubiquitous Cloud Computing

被引:2
作者
Sreeramaneni, Abhilash [1 ]
Im, Hyungjin [1 ]
Kang, Won Min [1 ]
Koh, Chan [1 ]
Park, Jong Hyuk [1 ,2 ]
机构
[1] Seoul Natl Univ Sci & Technol, Dept Comp Sci & Engn, Seoul 139743, South Korea
[2] Seoul Natl Univ Sci & Technol, Dept Interdisciplinary Bio IT Mat, Seoul 139743, South Korea
关键词
context-based intelligent multimedia system; mobile users; ubiquitous cloud computing; K-means clustering; mobile-cloud offloading system; context-aware decision; pervasive cloud computing;
D O I
10.3390/info6020228
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Mobile users spend a tremendous amount of time surfing multimedia contents over the Internet to pursue their interests. A resource-constrained smart device demands more intensive computing tasks and lessens the battery life. To address the resource limitations (i.e., memory, lower maintenance cost, easier access, computing tasks) in mobile devices, mobile cloud computing is needed. Several approaches have been proposed to confront the challenges of mobile cloud computing, but difficulties still remain. However, in the coming years, context collecting, processing, and interchanging the results on a heavy network will cause vast computations and reduce the battery life in mobiles. In this paper, we propose a "context-based intelligent multimedia system" (CIMS) for ubiquitous cloud computing. The main goal of this research is to lessen the computing percentage, storage complexities, and battery life for mobile users by using pervasive cloud computing. Moreover, to reduce the computing and storage concerns in mobiles, the cloud server collects several groups of user profiles with similarities by executing K-means clustering on users' data (context and multimedia contents). The distribution process conveys real-time notifications to smartphone users, according to what is stated in his/her profile. We considered a mobile cloud offloading system, which decides the offloading actions to/from cloud servers. Context-aware decision-making (CAD) customizes the mobile device performance with different specifications such as short response time and lesser energy consumption. The analysis says that our CIMS takes advantage of cost-effective features to produce high-quality information for mobile (or smart device) users in real time. Moreover, our CIMS lessens the computation and storage complexities for mobile users, as well as cloud servers. Simulation analysis suggests that our approach is more efficient than existing domains.
引用
收藏
页码:228 / 245
页数:18
相关论文
共 17 条
[1]  
Baluja S., 2008, P 17 INT C WORLD WID, P895
[2]   Challenges to Next Generation Services in IP Multimedia Subsystem [J].
Chang, Kai-Di ;
Chen, Chi-Yuan ;
Chen, Jiann-Liang ;
Chao, Han-Chieh .
JOURNAL OF INFORMATION PROCESSING SYSTEMS, 2010, 6 (02) :129-146
[3]  
Chun BG, 2011, EUROSYS 11: PROCEEDINGS OF THE EUROSYS 2011 CONFERENCE, P301
[4]  
Cuervo E., 2010, PROC ACM INT C MOBIL, DOI [10.1145/1814433.1814441, DOI 10.1145/1814433.1814441]
[5]  
Dong M., 2011, PROC 9 INT C MOBILE, P335, DOI 10.1145/1999995.2000027
[6]  
Geonhyeok Go, 2010, Proceedings of the 2010 IEEE Second International Conference on Social Computing (SocialCom 2010). the Second IEEE International Conference on Privacy, Security, Risk and Trust (PASSAT 2010), P439, DOI 10.1109/SocialCom.2010.70
[7]  
Kosta S, 2012, IEEE INFOCOM SER, P945, DOI 10.1109/INFCOM.2012.6195845
[8]   Energy-Efficient and Fault-Tolerant Distributed Mobile Execution [J].
Kwon, Young-Woo ;
Tilevich, Eli .
2012 IEEE 32ND INTERNATIONAL CONFERENCE ON DISTRIBUTED COMPUTING SYSTEMS (ICDCS), 2012, :586-595
[9]   DLNA-Based Multimedia Sharing System for OSGI Framework With Extension to P2P Network [J].
Lai, Chin-Feng ;
Huang, Yueh-Min ;
Chao, Han-Chieh .
IEEE SYSTEMS JOURNAL, 2010, 4 (02) :262-270
[10]  
Li L, 2011, PROCEEDINGS OF THE 34TH INTERNATIONAL ACM SIGIR CONFERENCE ON RESEARCH AND DEVELOPMENT IN INFORMATION RETRIEVAL (SIGIR'11), P125