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Container-based architecture for optimal face-recognition tasks in edge computing

Published: 07 November 2019 Publication History

Abstract

Edge Computing has been proposed as an architecture for offering services to mobile devices or sensors. Modern multimedia applications such as face recognition, object and pose identification, and mobile augmented reality require cloud computing resources close to the mobile and sensors devices. Docker and containers have been proposed as a platform for edge computing and as a tool for efficient service handoff across edge computing servers. This paper presents a novel container-based Fog computing environment to improve resource usage for the architecture using optimization algorithms.

References

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K. Ha et al., "The Impact of Mobile Multimedia Applications on Data Center Consolidation," in 2013 IEEE International Conference on Cloud Engineering (IC2E), 2013, pp. 166--176.
[2]
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. 2009.
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M. Satyanarayanan, "The Emergence of Edge Computing," Computer, vol. 50, no. 1, pp. 30--39, Jan. 2017.
[4]
F. Bonomi, R. Milito, J. Zhu, and S. Addepalli, "Fog Computing and Its Role in the Internet of Things," in Proceedings of the First Edition of the MCC Workshop on Mobile Cloud Computing, New York, NY, USA, 2012, pp. 13--16.
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B. I. Ismail et al., "Evaluation of Docker as Edge computing platform," in 2015 IEEE Conference on Open Systems (ICOS), 2015, pp. 130--135.
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L. Ma, S. Yi, and Q. Li, "Efficient Service Handoff Across Edge Servers via Docker Container Migration," in Proceedings of the Second ACM/IEEE Symposium on Edge Computing, New York, NY, USA, 2017, p. 11:1--11:13.
[7]
N. Tellez, M. Jimeno, A. Salazar, and E. Nino-Ruiz, "A Tabu Search Method for Load Balancing in Fog Computing," Int. J. Artif. Intell., vol. 16, no. 2, Oct. 2018.
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"Gurobi Optimization - The State-of-the-Art Mathematical Programming Solver." [Online]. Available: http://www.gurobi.com/. [Accessed: 26-Jul-2018].
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"Welcome | Flask (A Python Microframework)." [Online]. Available: http://flask.pocoo.org/. [Accessed: 26-Jul-2018].

Cited By

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  • (2023)Resource Management with Load Balancing Strategies in Fog-IoT Computing Environment: Trends, Challenges and Future directions2023 International Conference on Artificial Intelligence and Smart Communication (AISC)10.1109/AISC56616.2023.10085287(1358-1359)Online publication date: 27-Jan-2023
  • (2021)Container-Based Fast Service Migration Method for Mobile Edge ComputingJournal of Circuits, Systems and Computers10.1142/S021812662250117130:15Online publication date: 20-Dec-2021
  • (2021)Container Placement and Migration in Edge Computing: Concept and Scheduling ModelsIEEE Access10.1109/ACCESS.2021.30775509(68028-68043)Online publication date: 2021
  • Show More Cited By

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Published In

cover image ACM Conferences
SEC '19: Proceedings of the 4th ACM/IEEE Symposium on Edge Computing
November 2019
455 pages
ISBN:9781450367332
DOI:10.1145/3318216
Permission to make digital or hard copies of part or all of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for third-party components of this work must be honored. For all other uses, contact the Owner/Author.

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  • IEEE-CS\DATC: IEEE Computer Society

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Association for Computing Machinery

New York, NY, United States

Publication History

Published: 07 November 2019

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Author Tags

  1. docker
  2. edge computing
  3. face-recognition
  4. optimization

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SEC '19
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SEC '19: The Fourth ACM/IEEE Symposium on Edge Computing
November 7 - 9, 2019
Virginia, Arlington

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SEC '19 Paper Acceptance Rate 20 of 59 submissions, 34%;
Overall Acceptance Rate 40 of 100 submissions, 40%

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Cited By

View all
  • (2023)Resource Management with Load Balancing Strategies in Fog-IoT Computing Environment: Trends, Challenges and Future directions2023 International Conference on Artificial Intelligence and Smart Communication (AISC)10.1109/AISC56616.2023.10085287(1358-1359)Online publication date: 27-Jan-2023
  • (2021)Container-Based Fast Service Migration Method for Mobile Edge ComputingJournal of Circuits, Systems and Computers10.1142/S021812662250117130:15Online publication date: 20-Dec-2021
  • (2021)Container Placement and Migration in Edge Computing: Concept and Scheduling ModelsIEEE Access10.1109/ACCESS.2021.30775509(68028-68043)Online publication date: 2021
  • (2020)IoT‐fog‐cloud based architecture for smart systems: Prototypes of autism and COVID‐19 monitoring systemsSoftware: Practice and Experience10.1002/spe.292451:1(91-116)Online publication date: 3-Nov-2020

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