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Latency-aware Internet of Things Scheduling in Heterogeneous Fog-Cloud Paradigm

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

Nowadays, with the advent of many new technologies, the data is alarmingly generated by the widespread of internet devices in this data world. Cloud computing seems a viable option for scheduling dynamic data with disparate specifications. However, the execution time increases due to the computationally-limited resources causing latency overhead. So, Fog computing has evolved as a promising paradigm to complement Cloud computing. Therefore, effectively utilizing the underlying resources for scheduling enormous tasks generated by the latency-sensitive applications is a critical issue. Hence, to cope with this, the current research considers a Multi-Level Feedback Queue (MLFQ) for task classification depending on the priority of each layer to reduce the latency and waiting time. Moreover, the dynamic tasks are scheduled using a heuristic-based approach. A proposed objective function is optimized through the heuristic-based method for the minimization of latency rate, makespan, and maximization of resource utilization. Dynamic tasks and heterogeneous resources in the Fog-Cloud environment are considered for appraising the nature of heterogeneity. Extensive simulations are carried out and the obtained results demonstrate the novelty of the proposed algorithm against state-of-the-art methods for conflicting scheduling criteria.

Original languageEnglish
Title of host publication2022 3rd International Conference for Emerging Technology, INCET 2022
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)9781665494991
DOIs
Publication statusPublished - 2022
Event3rd International Conference for Emerging Technology, INCET 2022 - Belgaum, India
Duration: 27-05-202229-05-2022

Publication series

Name2022 3rd International Conference for Emerging Technology, INCET 2022

Conference

Conference3rd International Conference for Emerging Technology, INCET 2022
Country/TerritoryIndia
CityBelgaum
Period27-05-2229-05-22

All Science Journal Classification (ASJC) codes

  • Artificial Intelligence
  • Computer Networks and Communications
  • Computer Science Applications
  • Information Systems and Management
  • Energy Engineering and Power Technology
  • Electrical and Electronic Engineering
  • Control and Optimization
  • Instrumentation

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