Sofa: A spark-oriented fog architecture

IECON Proceedings (Industrial Electronics Conference)

Volumn 2019-October, Issue , 2019, Pages 2792-2799

  Maleki, Neda ^a   Loni, Mohammad ^a   Daneshtalab, Masoud ^a   Conti, Mauro ^b   Fotouhi, Hossein ^a  

^a MÄLARDALEN UNIVERSITY   (Sweden)

^b UNIVERSITY OF PADOVA   (Italy)

Author keywords

Distributed processing; Energy efficiency; Fog computing; Iot; Spark programming

Indexed keywords

DATA HANDLING; EMBEDDED SYSTEMS; ENERGY EFFICIENCY; ENERGY UTILIZATION; FOG; GREEN COMPUTING; INDUSTRIAL ELECTRONICS; SCALABILITY;

COMPUTING PLATFORM; DISTRIBUTED PROCESSING; EMBEDDED APPLICATION; EMBEDDED PLATFORMS; HIGH ENERGY EFFICIENCY; PROCESSING CAPACITIES; PROCESSING PLATFORM; SYSTEM UTILIZATION;

FOG COMPUTING;

EID: 85084084172     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IECON.2019.8927065     Document Type: Conference Paper

References (33)

1. J. He, J. Wei, K. Chen, Z. Tang, Y. Zhou, and Y. Zhang, "Multitier Fog Computing With Large-Scale IoT Data Analytics for Smart Cities, " IEEE Internet of Things Journal, 2018.
2. 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, 2013.
3. D. Reinsel, J. Gantz, and J. Rydning, "Data age 2025: The evolution of data to life-critical, " Dont Focus on Big Data, 2017.
4. Cisco Systems. Fog Computing and the Internet of Things: Extend the Cloud to Where the Things Are. Www.Cisco.Com. 2016
5. Y. Liu, J. E. Fieldsend, and G. Min, "A framework of fog computing: Architecture, challenges, and optimization, " IEEE Access, 2017.
6. M. Zaharia, M. J. Franklin, A. Ghodsi, J. Gonzalez, S. Shenker, I. Stoica, R. S. Xin, P. Wendell, T. Das, M. Armbrust, A. Dave, X. Meng, J. Rosen, and S. Venkataraman, "Apache Spark, " Communications of the ACM, 2016.
7. J. Garman, Kerberos: The Definitive Guide: The Definitive Guide. " O?Reilly Media, Inc.", 2003.
8. L. Bittencourt, R. Immich, R. Sakellariou, N. Fonseca, E. Madeira, M. Curado, L. Villas, L. da Silva, C. Lee, and O. Rana, "The internet of things, fog and cloud continuum: Integration and challenges, " Internet of Things, 2018.
9. H. R. Faragardi, "Optimizing timing-critical cloud resources in a smart factory, " Ph.D. dissertation, Mälardalen University, 2018.
10. T. White, Hadoop: The definitive guide. " O?Reilly Media, Inc.", 2012.
11. M. Zaharia, M. Chowdhury, T. Das, A. Dave, J. Ma, M. McCauley, M. J. Franklin, S. Shenker, and I. Stoica, "Resilient distributed datasets: A fault-Tolerant abstraction for in-memory cluster computing, " in Proceedings of the 9th USENIX conference on Networked Systems Design and Implementation. USENIX Association, 2012, pp. 2-2.
12. P. Carbone, A. Katsifodimos, S. Ewen, V. Markl, S. Haridi, and K. Tzoumas, "Apache flink: Stream and batch processing in a single engine, " Bulletin of the IEEE Computer Society Technical Committee on Data Engineering, vol. 36, no. 4, 2015.
13. H. Karau, Fast data processing with Spark. Packt Publishing Ltd, 2013.
14. V. Kumar Vavilapalli, A. C. Murthy, C. Douglas, S. Agarwal, M. Konar, R. Evans, T. Graves, J. Lowe, H. Shah, S. Seth, B. Saha, C. Curino, O. O ?malley, S. Radia, B. Reed, and E. Baldeschwieler, "Apache Hadoop YARN: Yet Another Resource Negotiator, " SOCC ?13 Proceedings of the 4th annual Symposium on Cloud Computing, 2013.
15. D. Kakadia, Apache Mesos Essentials. Packt Publishing Ltd, 2015.
16. K. Hightower, B. Burns, and J. Beda, Kubernetes: up and running: dive into the future of infrastructure. " O?Reilly Media, Inc.", 2017.
17. B. C. Neuman and T. Ts?o, "Kerberos: An authentication service for computer networks, " IEEE Communications magazine, vol. 32, no. 9, pp. 33-38, 1994.
18. H. Gupta, A. Vahid Dastjerdi, S. K. Ghosh, and R. Buyya, "ifogsim: A toolkit for modeling and simulation of resource management techniques in the internet of things, edge and fog computing environments, " Software: Practice and Experience, vol. 47, no. 9, pp. 1275-1296, 2017.
19. F. Bonomi, R. Milito, P. Natarajan, and J. Zhu, "Fog computing: A platform for internet of things and analytics, " in Big data and internet of things: A roadmap for smart environments. Springer, 2014, pp. 169-186.
20. D. Rośario, M. Schimuneck, J. Camargo, J. Nobre, C. Both, J. Rochol, and M. Gerla, "Service migration from cloud to multi-Tier fog nodes for multimedia dissemination with qoe support, " Sensors, vol. 18, no. 2, p. 329, 2018.
21. P. G. V. Naranjo, Z. Pooranian, M. Shojafar, M. Conti, and R. Buyya, "Focan: A fog-supported smart city network architecture for management of applications in the internet of everything environments, " Journal of Parallel and Distributed Computing, 2018.
22. S. Yang, "Iot stream processing and analytics in the fog, " IEEE Communications Magazine, vol. 55, no. 8, pp. 21-27, 2017.
23. M. Satyanarayanan, P. Simoens, Y. Xiao, P. Pillai, Z. Chen, K. Ha, W. Hu, and B. Amos, "Edge analytics in the internet of things, " IEEE Pervasive Computing, vol. 14, no. 2, pp. 24-31, 2015.
24. S. R. Madden, M. J. Franklin, J. M. Hellerstein, and W. Hong, "Tinydb: An acquisitional query processing system for sensor networks, " ACM Transactions on database systems (TODS), vol. 30, no. 1, pp. 122-173, 2005.
25. O. Diallo, J. J. Rodrigues, M. Sene, and J. Lloret, "Distributed database management techniques for wireless sensor networks, " IEEE Transactions on Parallel and Distributed Systems, vol. 26, no. 2, pp. 604-620, 2013.
26. L. Canzian and M. Van Der Schaar, "Real-Time stream mining: online knowledge extraction using classifier networks." IEEE Network, vol. 29, no. 5, pp. 10-16, 2015.
27. R. A. Gupta and M.-Y. Chow, "Networked control system: Overview and research trends, " IEEE transactions on industrial electronics, vol. 57, no. 7, pp. 2527-2535, 2009.
28. M. H. Iqbal and T. R. Soomro, "Big data analysis: Apache storm perspective, " International journal of computer trends and technology, vol. 19, no. 1, pp. 9-14, 2015.
29. K. Shvachko, H. Kuang, S. Radia, R. Chansler et al., "The hadoop distributed file system." in MSST, vol. 10, 2010, pp. 1-10.
30. A. Cassandra, "Apache cassandra, " Website. Available online at http://planetcassandra. org/what-is-Apache-cassandra, p. 13, 2014.
31. N. Garg, Apache Kafka. Packt Publishing Ltd, 2013.
32. S. Yang, Y. Tahir, P.-y. Chen, A. Marshall, and J. McCann, "Distributed optimization in energy harvesting sensor networks with dynamic innetwork data processing, " in IEEE INFOCOM 2016-The 35th Annual IEEE International Conference on Computer Communications. IEEE, 2016, pp. 1-9.
33. J. Ivkovíc, A. Veljovíc, B. Ranelovíc, and V. Veljovíc, "Odroid-xu4 as a desktop pc and microcontroller development boards alternative, " in Proc. 6th Int. Conf.(TIO), 2016.