Edge Computing: Vision and Challenges

IEEE Internet of Things Journal

Volumn 3, Issue 5, 2016, Pages 637-646

  Shi, Weisong ^a   Cao, Jie ^a   Zhang, Quan ^a   Li, Youhuizi ^a   Xu, Lanyu ^a  

^a Wayne State University   (United States)

Author keywords

Edge computing; Internet of Things (IoT); smart home and city

Indexed keywords

AUTOMATION; DATA HANDLING; INTELLIGENT BUILDINGS; INTERNET; INTERNET OF THINGS;

CASE-STUDIES; CLOUD SERVICES; COMPUTING PARADIGM; DATA SAFETIES; EDGE COMPUTING; INTERNET OF THINGS (IOT); SMART HOMES; TIME REQUIREMENTS;

DISTRIBUTED COMPUTER SYSTEMS;

EID: 84987842183     PISSN: None     EISSN: 23274662     Source Type: Journal    
DOI: 10.1109/JIOT.2016.2579198     Document Type: Article

References (40)

1. M. Armbrust et al., "A view of cloud computing," Commun. ACM, vol. 53, no. 4, pp. 50-58, 2010
2. S. Ghemawat, H. Gobioff, and S.-T. Leung, "The Google file system," ACM SIGOPS Oper. Syst. Rev., vol. 37, no. 5, pp. 29-43, 2003
3. J. Dean and S. Ghemawat, "MapReduce: Simplified data processing on large clusters," Commun. ACM, vol. 51, no. 1, pp. 107-113, 2008
4. K. Shvachko, H. Kuang, S. Radia, and R. Chansler, "The hadoop distributed file system," in Proc. IEEE 26th Symp. Mass Storage Syst. Technol. (MSST), Incline Village, NV, USA, 2010, pp. 1-10
5. M. Zaharia, M. Chowdhury, M. J. Franklin, S. Shenker, and I. Stoica, "Spark: Cluster computing with working sets," in Proc. 2nd USENIX Conf. Hot Topics Cloud Comput., vol. 10. Boston, MA, USA, 2010, p. 10
6. K. Ashton, "That Internet of Things thing," RFiD J., vol. 22, no. 7, pp. 97-114, 2009
7. H. Sundmaeker, P. Guillemin, P. Friess, and S. Woelfflé, "Vision and challenges for realising the Internet of things," vol. 20, no. 10, 2010
8. J. Gubbi, R. Buyya, S. Marusic, and M. Palaniswami, "Internet of Things (IoT): A vision, architectural elements, and future directions," Future Gener. Comput. Syst., vol. 29, no. 7, pp. 1645-1660, 2013
9. "Cisco global cloud index: Forecast and methodology, 2014-2019 white paper," 2014
10. D. Evans, "The Internet of Things: How the next evolution of the Internet is changing everything," CISCO White Paper, vol. 1, pp. 1-11, 2011
11. D. Evans, "The Internet of Things: How the next evolution of the Internet is changing everything," CISCO White Paper, vol. 1, pp. 1-11, 2011
12. A. Greenberg, J. Hamilton, D. A. Maltz, and P. Patel, "The cost of a cloud: Research problems in data center networks," ACM SIGCOMM Comput. Commun. Rev., vol. 39, no. 1, pp. 68-73, 2008
13. E. Cuervo et al., "MAUI: Making smartphones last longer with code offload," in Proc. 8th Int. Conf. Mobile Syst. Appl. Services, San Francisco, CA, USA, 2010, pp. 49-62
14. M. Satyanarayanan, P. Bahl, R. Caceres, and N. Davies, "The case for VM-based cloudlets in mobile computing," IEEE Pervasive Comput., vol. 8, no. 4, pp. 14-23, Oct./Dec. 2009
15. F. Bonomi, R. Milito, J. Zhu, and S. Addepalli, "Fog computing and its role in the Internet of things," in Proc. 1st Edition MCC Workshop Mobile Cloud Comput., Helsinki, Finland, 2012, pp. 13-16
16. Boeing 787s to Create Half a Terabyte of Data Per Flight, Says Virgin Atlantic. Accessed on Dec. 7, 2016. [Online]. Available: https://datafloq.com/read/self-driving-carscreate-2-petabytes-data-annually/172
17. Self-Driving Cars Will Create 2 Petabytes of Data, What are the Big Data Opportunities for the Car Industry? Accessed on Dec. 7, 2016. [Online]. Available: http://www.computerworlduk.com/news/data/boeing-787screate-half-terabyte-of-data-per-flight-says-virgin-atlantic-3433595
18. Data Never Sleeps 2.0. Accessed on Dec. 7, 2016. [Online]. Available: https://www.domo.com/blog/2014/04/data-never-sleeps-2-0/
19. OpenFog Architecture Overview. OpenFog Consortium Architecture Working Group. Accessed on Dec. 7, 2016. [Online]. Available: http://www.openfogconsortium.org/wp-content/ uploads/OpenFog-Architecture-Overview-WP-2-2016.pdf(2016)
20. S. Yi, Z. Hao, Z. Qin, and Q. Li, "Fog computing: Platform and applications," in Proc. 3rd IEEE Workshop Hot Topics Web Syst. Technol. (HotWeb), Washington, DC, USA, 2015, pp. 73-78
21. K. Ha et al., "Towards wearable cognitive assistance," in Proc. 12th Annu. Int. Conf. Mobile Syst. Appl. Services, Bretton Woods, NH, USA, 2014, pp. 68-81
22. B.-G. Chun, S. Ihm, P. Maniatis, M. Naik, and A. Patti, "CloneCloud: Elastic execution between mobile device and cloud," in Proc. 6th Conf. Comput. Syst., Salzburg, Austria, 2011, pp. 301-314
23. A. Rudenko, P. Reiher, G. J. Popek, and G. H. Kuenning, "Saving portable computer battery power through remote process execution," ACM SIGMOBILE Mobile Comput. Commun. Rev., vol. 2, no. 1, pp. 19-26, 1998
24. G. C. Hunt and M. L. Scott, "The coign automatic distributed partitioning system," in Proc. OSDI, vol. 99. New Orleans, LA, USA, 1999, pp. 187-200
25. K. Kumar and Y.-H. Lu, "Cloud computing for mobile users: Can offloading computation save energy?" Computer, vol. 43, no. 4, pp. 51-56, Apr. 2010
26. 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 Proc. IEEE INFOCOM, Orlando, FL, USA, 2012, pp. 945-953
27. L. Zhang et al., "Named data networking (NDN) project," Xerox Palo Alto Res. Center, Palo Alto, CA, USA, Tech. Rep. NDN-0001, 2010
28. D. Raychaudhuri, K. Nagaraja, and A. Venkataramani, "MobilityFirst: A robust and trustworthy mobility-centric architecture for the future Internet," ACM SIGMOBILE Mobile Comput. Commun. Rev., vol. 16, no. 3, pp. 2-13, 2012
29. J. Feld, "PROFINET-Scalable factory communication for all applications," in Proc. IEEE Int. Workshop Factory Commun. Syst., Vienna, Austria, 2004, pp. 33-38
30. J. Cao, L. Ren, W. Shi, and Z. Yu, "A framework for component selection in collaborative sensing application development," in Proc. 10th IEEE Conf. Coll. Comput. Netw. Appl. Worksharing, Miami, FL, USA, 2014, pp. 104-113
31. F. DaCosta, Rethinking the Internet of Things: A Scalable Approach to Connecting Everything. New York, NY, USA: ApressOpen, 2013
32. WiFi Network Security Statistics/Graph. Accessed on Dec. 7, 2016. [Online]. Available: http://graphs.net/wifi-stats.html
33. Open Mhealth Platform. Accessed on Dec. 7, 2016. [Online]. Available: http://www.openmhealth.org
34. K. R. Jackson et al., "Performance analysis of high performance computing applications on the Amazon Web services cloud," in Proc. IEEE 2nd Int. Conf. Cloud Comput. Technol. Sci. (CloudCom), Indianapolis, IN, USA, 2010, pp. 159-168
35. A. Li, X. Yang, S. Kandula, and M. Zhang, "CloudCmp: Comparing public cloud providers," in Proc. 10th ACM SIGCOMM Conf. Internet Meas., 2010, pp. 1-14. [Online]. Available: http://doi.acm.org/10.1145/1879141.1879143
36. M. Satyanarayanan, "Mobile computing: The next decade," SIGMOBILE Mobile Comput. Commun. Rev., vol. 15, no. 2, pp. 2-10, 2011. [Online]. Available: http://doi.acm.org/ 10.1145/2016598.2016600
37. A. Greenberg, J. Hamilton, D. A. Maltz, and P. Patel, "The cost of a cloud: Research problems in data center networks," SIGCOMM Comput. Commun. Rev., vol. 39, no. 1, pp. 68-73, Dec. 2008. [Online]. Available: http://doi.acm.org/10.1145/1496091.1496103
38. M. Armbrust et al., "A view of cloud computing," Commun. ACM, vol. 53, no. 4, pp. 50-58, Apr. 2010. [Online]. Available: http://doi.acm.org/10.1145/1721654.1721672
39. A. P. Miettinen and J. K. Nurminen, "Energy efficiency of mobile clients in cloud computing," in Proc. 2nd USENIX Conf. Hot Topics Cloud Comput., Boston, MA, USA, 2010, p. 4. [Online]. Available: http://dl.acm.org/citation.cfm?id=1863103.1863107
40. N. Ding et al., "Characterizing and modeling the impact of wireless signal strength on smartphone battery drain," SIGMETRICS Perform. Eval. Rev., vol. 41, no. 1, pp. 29-40, Jun. 2013. [Online]. Available: http://doi.acm.org/10.1145/2494232.2466586