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Three-Dimensional Matching based Resource Provisioning for the Design of Low-Latency Heterogeneous IoT Networks
Proceedings of the 22nd International ACM Conference on Modeling, Analysis and Simulation of Wireless and Mobile Systems (2019, Miami Beach, FL)
  • Ajay Pratap
  • Frederico Concone
  • V. Sriram Siddhardh Nadendla, Missouri University of Science and Technology
  • Sajal K. Das, Missouri University of Science and Technology
Abstract

Internet-of-Things (IoT) is a networking architecture where promising, intelligent services are designed via leveraging information from multiple heterogeneous sources of data within the network. However, the availability of such information in a timely manner requires processing and communication of raw data collected from these sources. Therefore, the economic feasibility of IoT-enabled networks relies on the efficient allocation of both computational and communication resources within the network. Since fog computing and 5G cellular networks approach this problem independently, there is a need for joint resource-provisioning of both communication and computational resources in the networks. As the solution to this problem, we propose a novel three-dimensional matching based resource provisioning algorithm that minimizes average service latency in the presence of various resource constraints, task deadlines and non-identical preferences at IoT devices, fog access points (FAPs) and small-cell access points (SAPs) in 5G networks. We prove the stability and termination of the proposed algorithm and also demonstrate that our proposed algorithm outperforms other state-of-the-art algorithms through both, simulation and real-world experiments on the laboratory test-bed.

Meeting Name
22nd ACM International Conference on Modelling, Analysis, and Simulation of Wireless and Mobile Systems, MSWiM 2019 (2019: Nov. 25-29, Miami Beach, FL)
Department(s)
Computer Science
Research Center/Lab(s)
Center for Research in Energy and Environment (CREE)
Second Research Center/Lab
Center for High Performance Computing Research
Comments
This work is partially supported by the NSF grants under award numbers CNS-1818942, CCF-1725755, CNS-1545037, CNS-1545050.
Keywords and Phrases
  • 5G,
  • Fog,
  • IoT,
  • Matching,
  • PRB,
  • Resource provisioning,
  • SAP
International Standard Book Number (ISBN)
978-145036904-6
Document Type
Article - Conference proceedings
Document Version
Citation
File Type
text
Language(s)
English
Rights
© 2019 Association for Computing Machinery (ACM), All rights reserved.
Publication Date
11-1-2019
Publication Date
01 Nov 2019
Disciplines
Citation Information
Ajay Pratap, Frederico Concone, V. Sriram Siddhardh Nadendla and Sajal K. Das. "Three-Dimensional Matching based Resource Provisioning for the Design of Low-Latency Heterogeneous IoT Networks" Proceedings of the 22nd International ACM Conference on Modeling, Analysis and Simulation of Wireless and Mobile Systems (2019, Miami Beach, FL) (2019) p. 79 - 86
Available at: http://works.bepress.com/sajal-das/164/