Decision support for computational offloading by probing unknown services

2017 26th International Conference on Computer Communications and Networks, ICCCN 2017

Volumn , Issue , 2017, Pages

  Meurisch, Christian ^a   Gedeon, Julien ^a   Nguyen, The An Binh ^a   Kaup, Fabian ^a   Mühlhäuser, Max ^a  

^a DARMSTADT UNIVERSITY OF TECHNOLOGY   (Germany)

Author keywords

Computational offloading; Decision support; Micro benchmarking; Mobile cloud computing; Probing

Indexed keywords

CLOUD COMPUTING; COMPUTER NETWORKS; DECISION SUPPORT SYSTEMS; ENERGY EFFICIENCY; MOBILE CLOUD COMPUTING; REGRESSION ANALYSIS;

COMPUTATIONAL OFFLOADING; DECISION ALGORITHMS; DECISION SUPPORTS; MICRO-BENCHMARKING; PROBING; REAL WORLD DEPLOYMENT; RESOURCE LIMITATIONS; THIRD PARTY SERVICES;

DISTRIBUTED COMPUTER SYSTEMS;

EID: 85032295702     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICCCN.2017.8038406     Document Type: Conference Paper

References (43)

1. N. D. Lane, E. Miluzzo, H. Lu, D. Peebles, T. Choudhury, and A. T. Campbell, "A Survey of Mobile Phone Sensing," Communications Magazine, IEEE, vol. 48, no. 9, pp. 140-150, 2010.
2. N. Fernando, S. W. Loke, and W. Rahayu, "Mobile Cloud Computing: A Survey," Future Generation Computer Systems, Elsevier, vol. 29, no. 1, pp. 84-106, 2013.
3. H. T. Dinh, C. Lee, D. Niyato, and P. Wang, "A Survey of Mobile Cloud Computing: Architecture, Applications, and Approaches," Wireless Communications and Mobile Computing, vol. 13, no. 18, pp. 1587-1611, 2013.
4. M. Satyanarayanan, P. Bahl, R. Caceres, and N. Davies, "The Case for VM-Based Cloudlets in Mobile Computing," Pervasive Computing, IEEE, vol. 8, no. 4, pp. 14-23, 2009.
5. C. Meurisch, A. Seeliger, B. Schmidt, I. Schweizer, F. Kaup, and M. Mühlhäuser, "Upgrading Wireless Home Routers for Enabling Largescale Deployment of Cloudlets," in 7th Intl. Conf. on Mobile Computing, Applications, and Services (MobiCASE'15). Springer, 2015, pp. 12-29.
6. B. Zhou, A. V. Dastjerdi, R. N. Calheiros, S. N. Srirama, and R. Buyya, "A context Sensitive Offloading Scheme for Mobile Cloud Computing Service," in 8th International Conference on Cloud Computing (CLOUD'15). IEEE, 2015, pp. 869-876.
7. E. Cuervo, A. Balasubramanian, D.-k. Cho, A. Wolman, S. Saroiu, R. Chandra, and P. Bahl, "MAUI: Making Smartphones Last Longer With Code Offload," in 8th International Conference on Mobile Systems, Applications, and Services (MobiSys'10). ACM, 2010, pp. 49-62.
8. A. N. Khan, M. M. Kiah, S. U. Khan, and S. A. Madani, "Towards Secure Mobile Cloud Computing: A survey," Future Generation Computer Systems, Elsevier, vol. 29, no. 5, pp. 1278-1299, 2013.
9. Z. Sanaei, S. Abolfazli, A. Gani, and R. Buyya, "Heterogeneity in Mobile Cloud Computing: Taxonomy and Open Challenges," Communications Surveys & Tutorials, IEEE, vol. 16, no. 1, pp. 369-392, 2014.
10. A. Aijaz, H. Aghvami, and M. Amani, "A Survey on Mobile Data Offloading: Technical and Business Perspectives," Wireless Communications, IEEE, vol. 20, no. 2, pp. 104-112, 2013.
11. M. Satyanarayanan, "Pervasive Computing: Vision and Challenges," Personal Communications, IEEE, vol. 8, no. 4, pp. 10-17, 2001.
12. R. Balan, J. Flinn, M. Satyanarayanan, S. Sinnamohideen, and H.-I. Yang, "The Case for Cyber Foraging," in 10th Workshop on ACM SIGOPS European Workshop. ACM, 2002, pp. 87-92.
13. P. Mell and T. Grance, "The NIST Definition of Cloud Computing," 2011.
14. M. Satyanarayanan, G. Lewis, E. Morris, S. Simanta, J. Boleng, and K. Ha, "The Role of Cloudlets in Hostile Environments," Pervasive Computing, IEEE, vol. 12, no. 4, pp. 40-49, 2013.
15. T. Verbelen, P. Simoens, F. De Turck, and B. Dhoedt, "Cloudlets: Bringing the Cloud to the Mobile User," in 3th Workshop on Mobile Cloud Computing and Services (MCS'12). ACM, 2012, pp. 29-36.
16. J. Gedeon, C. Meurisch, D. Bhat, M. Stein, L. Wang, and M. Mühlhäuser, "Router-based Brokering for Surrogate Discovery in Edge Computing," in International Workshop on Hot Topics in Planet-Scale Mobile Computing and Online Social Networking (HotPOST'17). IEEE, 2017, pp. 1-6.
17. F. Bonomi, R. Milito, J. Zhu, and S. Addepalli, "Fog Computing and Its Role in the Internet of Things," in 1st Workshop on Mobile Cloud Computing (MCC'12). ACM, 2012, pp. 13-16.
18. I. Stojmenovic, "Fog Computing: A Cloud to the Ground Support for Smart Things and Machine-to-machine Networks," in International Telecommunication Networks and Applications Conference (ITNAC'14). IEEE, 2014, pp. 117-122.
19. B.-G. Chun, S. Ihm, P. Maniatis, M. Naik, and A. Patti, "CloneCloud: Elastic Execution Between Mobile Device and Cloud," in 6th Conference on Computer Systems (EuroSys'11). ACM, 2011, pp. 301-314.
20. Q. Xia, W. Liang, and W. Xu, "Throughput Maximization for Online Request Admissions in Mobile Cloudlets," in 38th International Conference on Local Computer Networks (LCN'13). IEEE, 2013, pp. 589-596.
21. B. Patra, S. Roy, and C. Chowdhury, "A Framework for Energy Efficient and Flexible Offloading Scheme for Handheld Devices," in 9th International Conference on Advanced Networks and Telecommuncations Systems (ANTS'15). IEEE, 2015, pp. 1-6.
22. M. Satyanarayanan, "Fundamental Challenges in Mobile Computing," in 15th Symposium on Principles of Distributed Computing (PODC'96). ACM, 1996, pp. 1-7.
23. C. Meurisch, B. Jeutter, W. Schmidt, N. Gündling, B. Schmidt, F. Herrlich, and M. Mühlhäuser, "An Extensible Pervasive Platform for Largescale Anticipatory Mobile Computing," in 41st Annual IEEE Computer Software and Applications Conference (COMPSAC'17). IEEE, 2017.
24. Y. Chen, B. Liu, Y. Chen, A. Li, X. Yang, and J. Bi, "PacketCloud: An Open Platform for Elastic In-network Services," in 8th International Workshop on Mobility in the Evolving Internet Architecture (MobiArch'13). ACM, 2013, pp. 17-22.
25. M.-R. Ra, A. Sheth, L. Mummert, P. Pillai, D. Wetherall, and R. Govindan, "Odessa: Enabling Interactive Perception Applications on Mobile Devices," in 9th International Conference on Mobile Systems, Applications, and Services (MobiSys'11). ACM, 2011, pp. 43-56.
26. C. Meurisch, T. A. B. Nguyen, J. Gedeon, F. Kohnhäuser, M. Schmittner, S. Niemczyk, S. Wullkotte, and M. Mühlhäuser, "Upgrading Wireless Home Routers as Emergency Cloudlet and Secure DTN Communication Bridge," in 26th International Conference on Computer Communications and Networks (ICCCN'17). IEEE, 2017.
27. C. Meurisch, T. A. B. Nguyen, S. Wullkotte, S. Niemczyk, F. Kohnhäuser, and M. Mühlhäuser, "NICER911: Ad-hoc Communication and Emergency Services Using Networking Smartphones and Wireless Home Routers," in 18th International Symposium on Mobile Ad Hoc Networking and Computing (MobiHoc'17): Poster. ACM, 2017.
28. Z. Xu, W. Liang, W. Xu, M. Jia, and S. Guo, "Capacitated Cloudlet Placements in Wireless Metropolitan Area Networks," in 40th Intl. Conf. on Local Computer Networks (LCN'15). IEEE, 2015, pp. 570-578.
29. V. Pejovic and M. Musolesi, "Anticipatory Mobile Computing: A Survey of the State of the Art and Research Challenges," ACM Computing Surveys (CSUR), vol. 47, no. 3, p. 47, 2015.
30. T. A. B. Nguyen, C. Meurisch, S. Niemczyk, D. Böhnstedt, K. Geihs, M. Mühlhäuser, and R. Steinmetz, "Adaptive Task-oriented Message Template for In-Network Processing," in International Conference on Networked Systems (NetSys'17). IEEE, 2017.
31. S. Kosta, A. Aucinas, P. Hui, R. Mortier, and X. Zhang, "Thinkair: Dynamic Resource Allocation and Parallel Execution in the Cloud for Mobile Code Offloading," in 31st International Conference on Computer Communications (INFOCOM'12). IEEE, 2012, pp. 945-953.
32. S. Yang, Y. Kwon, Y. Cho, H. Yi, D. Kwon, J. Youn, and Y. Paek, "Fast Dynamic Execution Offloading for Efficient Mobile Cloud Computing," in 11th International Conference on Pervasive Computing and Communications (PerCom'13). IEEE, 2013, pp. 20-28.
33. C. Xian, Y.-H. Lu, and Z. Li, "Adaptive Computation Offloading for Energy Conservation on Battery-powered Systems," in 13rd International Conference on Parallel and Distributed Systems (ICPADS'07), vol. 2. IEEE, 2007, pp. 1-8.
34. C. Shi, K. Habak, P. Pandurangan, M. Ammar, M. Naik, and E. Zegura, "COSMOS: Computation Offloading as a Service for Mobile Devices," in 15th International Symposium on Mobile Ad Hoc Networking and Computing (MobiHoc'14). ACM, 2014, pp. 287-296.
35. H. Flores, S. N. Srirama, and R. Buyya, "Computational Offloading or Data Binding? Bridging the Cloud Infrastructure to the Proximity of the Mobile User," in 2nd Intl. Conference on Mobile Cloud Computing, Services, and Engineering (MobileCloud'14). IEEE, 2014, pp. 10-18.
36. Y. Geng, W. Hu, Y. Yang, W. Gao, and G. Cao, "Energy-Efficient Computation Offloading in Cellular Networks," in 23rd Intl. Conference on Network Protocols (ICNP'15). IEEE, 2015, pp. 145-155.
37. C. Meurisch, B. Schmidt, M. Scholz, I. Schweizer, and M. Mühlhäuser, "Labels-Quantified Self App for Human Activity Sensing," in 17th International Conference on Ubiquitous Computing (UbiComp'15): Adjunct Publications. ACM, 2015, pp. 1413-1422.
38. F. Kaup, M. Wichtlhuber, S. Rado, and D. Hausheer, "Can Multipath TCP Save Energy? A Measuring and Modeling Study of MPTCP Energy Consumption," in 40th Conference on Local Computer Networks (LCN'15). IEEE, 2015, pp. 442-445.
39. M. Ester, H.-P. Kriegel, J. Sander, and X. Xu, "A Density-based Algorithm for Discovering Clusters in Large Spatial Databases with Noise." in 2th International Conference on Knowledge, Discovery and Data Mining (KDD'96), vol. 96, no. 34, 1996, pp. 226-231.
40. L. Zhang, C. Zhang, J. Liu, X. Chu, K. Xu, H. Wang, and Y. Jiang, "Power-Aware Wireless Transmission for Computation Offloading in Mobile Cloud," in 25th International Conference on Computer Communication and Networks (ICCCN'16). IEEE, 2016, pp. 1-9.
41. S. Clinch, J. Harkes, A. Friday, N. Davies, and M. Satyanarayanan, "How Close is Close Enough? Understanding the Role of Cloudlets in Supporting Display Appropriation by Mobile Users," in 10th International Conference on Pervasive Computing and Communications (PerCom'12). IEEE, 2012, pp. 122-127.
42. C. Wang and Z. Li, "A Computation Offloading Scheme on Handheld Devices," Journal of Parallel and Distributed Computing, vol. 64, no. 6, pp. 740-746, 2004.
43. R. J. Hyndman and A. B. Koehler, "Another Look at Measures of Forecast Accuracy," International Journal of Forecasting, vol. 22, no. 4, pp. 679-688, 2006.