A load balancing and optimization strategy (LBOS) using reinforcement learning in fog computing environment

FM Talaat, MS Saraya, AI Saleh, HA Ali… - Journal of Ambient …, 2020 - Springer
Fog computing (FC) can be considered as a computing paradigm which performs Internet of
Things (IoT) applications at the edge of the network. Recently, there is a great growth of data …

Effective load balancing strategy (ELBS) for real-time fog computing environment using fuzzy and probabilistic neural networks

FM Talaat, SH Ali, AI Saleh, HA Ali - Journal of Network and Systems …, 2019 - Springer
Fog computing (FC) is an extension of cloud computing, however, it utilizes the resources
close to the edge of the network. FC is a valuable choice to support real time applications …

Task scheduling in edge-fog-cloud architecture: a multi-objective load balancing approach using reinforcement learning algorithm

F Ramezani Shahidani, A Ghasemi… - Computing, 2023 - Springer
The rapid development of internet of things (IoT) gadgets and the increase in the rate of
sending requests from these devices to cloud data centers resulted in congestion and …

Effective scheduling algorithm for load balancing in fog environment using CNN and MPSO

FM Talaat, HA Ali, MS Saraya, AI Saleh - Knowledge and Information …, 2022 - Springer
Fog computing (FC) designates a decentralized computing structure placed among the
devices that produce data and cloud. Such flexible structure empowers users to place …

Reinforcement learning based resource management for fog computing environment: Literature review, challenges, and open issues

H Tran-Dang, S Bhardwaj, T Rahim… - Journal of …, 2022 - ieeexplore.ieee.org
In the IoT-based systems, the fog computing allows the fog nodes to offload and process
tasks requested from IoT-enabled devices in a distributed manner instead of the centralized …

Load balancing in the fog nodes using particle swarm optimization-based enhanced dynamic resource allocation method

D Baburao, T Pavankumar, CSR Prabhu - Applied Nanoscience, 2023 - Springer
Fog computing is the new technology era, which is deployed as a middle layer computing
system between Internet of Things (IoT) devices and cloud computing systems, where data …

SSLB: self-similarity-based load balancing for large-scale fog computing

C Li, H Zhuang, Q Wang, X Zhou - Arabian Journal for Science and …, 2018 - Springer
As a novelty approach to achieve Internet of things and an important supplement of cloud,
fog computing has been widely studied in recent years. The research in this domain is still in …

Saving time and cost on the scheduling of fog-based IoT applications using deep reinforcement learning approach

P Gazori, D Rahbari, M Nickray - Future Generation Computer Systems, 2020 - Elsevier
Due to the rapid growth of intelligent devices and the Internet of Things (IoT) applications in
recent years, the volume of data that is generated by these devices is increasing …

A novel four-tier architecture for delay aware scheduling and load balancing in fog environment

S Sharma, H Saini - Sustainable Computing: Informatics and Systems, 2019 - Elsevier
Fog computing paradigm is located between IoT devices and cloud paradigm that aim is to
minimize the latency in terms of task scheduling and load balancing. To deal with the huge …

A novel bio-inspired hybrid algorithm (NBIHA) for efficient resource management in fog computing

H Rafique, MA Shah, SU Islam, T Maqsood… - IEEE …, 2019 - ieeexplore.ieee.org
Fog computing has emerged as a revolutionary paradigm to serve the massive data
generated in the Internet of Things (IoT) environments. It can be considered a derivative of …