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Edge Computing and its Impact on Information Technology Services

Author(s)
Yogesh Ramaswamy Meta Platforms, Inc., Menlo Park CA India.
Vikram Nattamai Sankaran Giesecke + Devrient Inc., Sandy Springs GA India.
Abstract
Edge Computing decentralizes data processing by shifting it closer to the data source, offering significant advantages in latency reduction, bandwidth optimization, and data privacy over traditional cloud computing models. This paper examines the impact of Edge Computing on Information Technology (IT) services through detailed simulations, architectural analysis, and performance evaluations. We explore various edge architectures using Python-based simulations, evaluating their effectiveness in real-time processing, scalability, and resource management. Key findings reveal that Edge Computing significantly enhances IT services by enabling faster response times, reducing operational costs, and improving data security.
Publication Details
Page(s) 744-758
DOI DOI not available
Published Journal: International Journal of Communication Networks and Information Security, Volume: 16, Issue: 5, Year: 2024

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Keywords
Distributed Computing, Edge computing, Data Privacy, Python Simulation, Latency Reduction, It Services
References
Shi W.,Cao J.,Li Q.,Xu Y.,L. Y. .2016 .Edge Computing: Vision and Challenges. IEEE Internet of Things Journal, 3(5) : 637-646.
Satyanarayanan M. .2017 .. The Emergence of Edge Computing. Computer, 50(1) : 30-39.
Abbas N.,Zhang Y.,Taherkordi A.,Skeie T. .2018 .Mobile Edge Computing: A Survey. IEEE Internet of Things Journal, 5(1) : 450-465.
Varghese B.,Buyya R. .2018 .. Next Generation Cloud Computing: New Trends and Research Directions. Future Generation Computer Systems, 79 : 849-861.
Mach P.,Becvar Z. .2017 .Mobile Edge Computing: A Survey on Architecture and Computation Offloading. IEEE Communications Surveys & Tutorials, 19(3) : 1628-1656.
Deng S.,Zhao H.,Fang W.,Yin J.,Dustdar S.,Zomaya A. Y.,Art Future,Directions Future .2016 .Edge Computing: The State-of-the-. ACM Computing Surveys (CSUR), 51(5) : 1-36.
Shi W.,Dustdar S. .2016 .. The Promise of Edge Computing. Computer, 49(5) : 78-81.
Satyanarayanan M.,Bahl P.,Caceres R.,Davies N. .2009 .The Case for VM-Based Cloudlets in Mobile Computing. IEEE Pervasive Computing, 8(4) : 14-23.
Yu W.,Liang F.,He X.,Hatcher W. G.,Lu C.,Lin J.,Yang X. .2018 .A Survey on the Edge Computing for the Internet of Things. IEEE Access, 6 : 6900-6919.
Zhang W.,Zhang Y.,H. Y. .2018 .Towards a Flexible and Efficient Task Offloading Framework for Mobile Edge Computing. , 18(7) : 2147.
Roman R.,Lopez J.,Mambo M. .2018 .A Survey and Analysis of Security Threats and Challenges. Future Generation Computer Systems, 78 : 680-698.
Taleb T.,Samdanis K.,Mada B.,Flinck H.,Dutta S.,Sabella D. .2017 .On MultiAccess Edge Computing: A Survey of the Emerging 5G Network Edge Cloud Architecture and Orchestration. IEEE Communications Surveys & Tutorials, 19(3) : 1657-1681.
Mouradian C.,Naboulsi D.,Yangui S.,Glitho R. H.,Morrow M. J.,Polakos P. A. .2017 .A Comprehensive Survey on Fog Computing: State-of-the-Art and Research Challenges. IEEE Communications Surveys & Tutorials, 20(1) : 416-464.
Bonomi F.,Milito R.,Zhu J.,Addepalli S. .2012 .Fog Computing and Its Role in the Internet of Things. In Proceedings of the First Edition of the MCC Workshop on Mobile Cloud Computing, : 13-16.
Satyanarayanan M.,Simoens P.,Xiao Y.,Pillai P.,Chen Z.,Ha K.,Hu W. .2015 .Edge Analytics in the Internet of Things. IEEE Pervasive Computing, 14(2) : 24-31.
Shi W.,Dustdar S. .2016 .. The Promise of Edge Computing. Computer, 49(5) : 78-81.
Zhang K.,Mao Y.,Leng S.,Zhang Y. .2016 .Mobile-Edge Computing for Vehicular Networks: A Promising Network Paradigm with Predictive Off-Loading. IEEE Vehicular Technology Magazine, 12(2) : 36-44.
Wang S.,Zhang X.,Zhang Y.,Wang L.,Yang J.,Wang W. .2017 .A Survey on Mobile Edge Networks: Convergence of Computing, Caching and Communications. IEEE Access, 5 : 6757-6779.
Li W.,Zeng D. .2018 .Energy-Efficient Computation Offloading and Resource Allocation for Mobile Edge Computing. IEEE Transactions on Services Computing, 12(5) : 1-12.
Mao Y.,Zhang J.,Letaief K. B. .2017 .. Mobile Edge Computing: Survey and Research Outlook. arXiv preprint arXiv:1701, : 01090.
Satyanarayanan M. .2017 .. The Emergence of Edge Computing. Computer, 50(1) : 30-39.
Shi W.,Cao J.,Li Q.,Xu Y.,L. Y. .2016 .Edge Computing: Vision and Challenges. IEEE Internet of Things Journal, 3(5) : 637-646.
Abbas N.,Zhang Y.,Taherkordi A.,Skeie T. .2018 .Mobile Edge Computing: A Survey. IEEE Internet of Things Journal, 5(1) : 450-465.
Deng S.,Zhao H.,Fang W.,Yin J.,Dustdar S.,Zomaya A. Y.,Art Future,Directions Future .2016 .Edge Computing: The State-of-the-. ACM Computing Surveys (CSUR), 51(5) : 1-36.
Mach P.,Becvar Z. .2017 .Mobile Edge Computing: A Survey on Architecture and Computation Offloading. IEEE Communications Surveys & Tutorials, 19(3) : 1628-1656.
Roman R.,Lopez J.,Mambo M. .2018 .A Survey and Analysis of Security Threats and Challenges. , : .
Khalid O.,Bilal K.,Erbad A.,Khan S. U. .2019 .Edge Computing for Mobile Internet of Things: A Review, Framework, and Challenges. IEEE Internet of Things Journal, 6(1) : 830-846.
Alam M.,Rathore M. M.,Paul A.,Buyya R. .2017 .Fog Computing for Mobile Health Monitoring System. ACM Transactions on Internet Technology, 17(2) : 1-24.
Gai K.,Qiu M.,Zhao H. .2018 .Energy-Aware Task Assignment for Mobile Edge Computing. IEEE Transactions on Cloud Computing, 7(1) : 1-15.
Yang C.,Wang Q. .2019 .A Survey of Distributed Optimization Methods for Edge Computing. IEEE Transactions on Signal Processing, 67(3) : 763-784.
Zhang C.,Chen Z.,Xu W. .2020 .. Machine Learning on Mobile Edge Devices: A Review. Sensors, 20(24) : 7200.
Rahmani A. M.,Thanigaivelan N. K.,Gia T. N.,Granados J.,Negash B.,Liljeberg P.,Tenhunen H. .2018 .Smart e-Health Gateway: Bringing Intelligence to Internet-ofThings-Based Ubiquitous Healthcare Systems. , 18(1) : 236.
Premsankar G.,Di Francesco,Taleb M.,T. M. .2018 .Edge Computing for the Internet of Things: A Case Study. IEEE Internet of Things Journal, 5(2) : 1275-1284.
Wang J.,Hu J.,Huang G.,X. G. .2019 .Secure and Efficient Data Storage and Sharing Scheme in Edge Computing. IEEE Transactions on Industrial Informatics, 15(8) : 4509-4518.
Zhou X.,Wang X.,Wang G.,Yu H. .2021 .Blockchain and Edge Computing for Internet of Things: A Comprehensive Survey. IEEE Internet of Things Journal, 8(5) : 3559-3581.
Bertin E.,Crespi N.,Toka L. .2021 .Edge Computing for Distributed Applications: A Survey. Computer Networks, 187 : 107837.
Li Y.,Xing R.,Zhang T. .2021 .Distributed Resource Allocation in Multi-Access Edge Computing: A Survey. IEEE Communications Surveys & Tutorials, 23(1) : 480-511.
Lin P.,Duan X.,Tian L. .2020 .Resource Scheduling for Edge Computing with AI: A Survey. IEEE Communications Surveys & Tutorials, 22(3) : 2074-2100.
Silva L. D.,Wang P.,De Rezende J. F. .2018 .QoS-Aware Resource Allocation in Fog Computing for 5G Networks. Computer Communications, 119 : 199-207.
He Q.,He X.,Liu K.,Wu J. .2020 .AI-Powered Autonomous Decision-Making at the Edge: A Survey. Journal of Network and Computer Applications, 166 : 102709.
Zhang S.,Ren J.,Li D.,W. D. .2020 .Blockchain-Enabled Privacy Preservation and Distributed Computation for Edge Intelligence. Future Generation Computer Systems, 112 : 1073-1083.
Guan L.,Zhang H.,Wang C. .2019 .Task Offloading for Mobile Edge Computing Systems with Wireless Powered Devices. IEEE Transactions on Wireless Communications, 18(9) : 4304-4316.
Yang J.,Shen H.,Wang X. .2018 .Cost-Effective Resource Allocation in Fog Computing Supported IoT. Future Generation Computer Systems, 82 : 521-532.
Yu W.,Liang F.,He X.,Lin J. .2019 .Wireless Communication in Edge Computing Systems: A Review. IEEE Access, 7 : 150567-150587.
Peng K.,Ning J.,He X.,Xu X. .2018 .AI-Driven Edge Computing for Video Surveillance Systems. IEEE Transactions on Industrial Informatics, 14(10) : 4546-4557.
Wang T.,Li J.,Ren K. .2019 .Privacy-Preserving Computation in Edge Computing: State-of-the-Art and Challenges. IEEE Communications Magazine, 57(6) : 103-109.
Zhao W.,Chen J.,Tang Y. .2019 .Collaborative Edge-Cloud Processing for LowLatency Applications. , 7 : 156995-157006.
Yang J.,Liu Z.,Wu G.,Zhou X. .2021 .Real-Time Analytics in Smart City Edge Computing Systems. IEEE Transactions on Cloud Computing, 10(2) : 156-167.
Feng S.,Chen S.,Wu Q. .2020 .Optimizing Energy-Efficient Routing for Edge IoT Networks. , 20(15) : 4269.
Bonomi F.,Milito R.,Natarajan P.,Zhu J. .2014 .Fog Computing: A Platform for Internet of Things and Analytics. Big Data and Internet of Things: A Roadmap for Smart Environments. , : 169-186.
Yi S.,Li C.,Li Q. .2015 .A Survey of Fog Computing: Concepts, Applications, and Issues. Proceedings of the 2015 Workshop on Mobile Big Data, : 37-42.
Luan T. H.,GAO L.,Li Z.,Sun L. .2015 .Fog Computing: Focusing on Mobile Users at the Edge. Proceedings of the ACM Workshop on Mobile Cloud Computing and Services, 69 : 74.
Zhang W.,Sun S.,L. S. .2016 .Fog Computing for Healthcare Big Data Management. IEEE International Conference on Services Computing, : 806-810.
Hong C.,Yu W.,Li H. .2017 .Security and Privacy Issues in Fog Computing: A Survey. International Conference on Cloud Computing and Big Data Analytics, : 207-215.
Mukherjee M.,Matam R.,Shu L. .2017 .Security and Privacy in Fog Computing: Challenges. , 5 : 19293-19304.
Wang S.,Zhang X.,Wu X. .2018 .End-to-End Delay Optimization in Fog Computing. Journal of Parallel and Distributed Computing, 115 : 15-25.
Anawar M. R.,Mahmud M. A.,Sikder S. K. .2020 .. Applications of Fog Computing in 5G Networks. Sensors, 20(19) : 5628.
Ahmed A.,Rehmani M. H. .2017 .Fog and Mobile Edge Computing: A Survey on Emerging Paradigms. ACM Computing Surveys (CSUR), 49(4) : 1-34.
Mahmud R.,Kotagiri R.,Buyya R. .2018 .Fog Computing: A Taxonomy, Survey, and Future Directions. Internet of Everything, : 103-130.
Yu W.,Liang F.,He X. .2017 .A Survey on Fog Computing in IoT. IEEE Access, 5 : 14724-14734.
Zhang H.,Ren J.,Liu K. .2018 .Secure Data Storage and Computation in Fog Computing. Future Generation Computer Systems, 85 : 190-195.
Kashif H.,Shaikh A. M.,Hassan M. A. .2020 .Fog Computing for Smart Grid Systems: Architecture and Challenges. Renewable and Sustainable Energy Reviews, 127 : 109859.
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