Multi-Criteria-based Dynamic User Behaviour Aware Resource Allocation in Fog Computing

12/17/2019
by   Ranesh Kumar Naha, et al.
0

Fog computing is a promising computing paradigm in which IoT data can be processed near the edge to support time-sensitive applications. However, the availability of the resources in the computation device is not stable since they may not be exclusively dedicated to the processing in the Fog environment. This, combined with dynamic user behaviour, can affect the execution of applications. To address dynamic changes in user behaviour in a resource limited Fog device, this paper proposes a Multi-Criteria-based resource allocation policy with resource reservation in order to minimise overall delay, processing time and SLA violation which considers Fog computing-related characteristics, such as device heterogeneity, resource constraint and mobility, as well as dynamic changes in user requirements. We employ multiple objective functions to find appropriate resources for execution of time-sensitive tasks in the Fog environment. Experimental results show that our proposed policy performs better than the existing one, reducing the total delay by 51 which is beneficial to run time-sensitive applications in the Fog environment.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
01/27/2022

A Resources Representation For Resource Allocation In Fog Computing Networks

Fog computing is emerging as a new paradigm to deal with latency-sensiti...
research
03/10/2021

Multiple Linear Regression-Based Energy-Aware Resource Allocation in the Fog Computing Environment

Fog computing is a promising computing paradigm for time-sensitive Inter...
research
07/17/2021

Priority-Queue based Dynamic Scaling for Efficient Resource Allocation in Fog Computing

In this emerging world of connected devices, the need for more computing...
research
09/07/2022

A Review of Resource Management in Fog Computing: Machine Learning Perspective

Fog computing becomes a promising technology to process user's requests ...
research
03/10/2021

Fuzzy Logic-based Robust Failure Handling Mechanism for Fog Computing

Fog computing is an emerging computing paradigm which is mainly suitable...
research
01/01/2023

Federated Fog Computing for Remote Industry 4.0 Applications

Industry 4.0 operates based on IoT devices, sensors, and actuators, tran...

Please sign up or login with your details

Forgot password? Click here to reset