Binary PSOGSA for Load Balancing Task Scheduling in Cloud Environment

06/01/2018
by   Thanaa S. Alnusairi, et al.
0

In cloud environments, load balancing task scheduling is an important issue that directly affects resource utilization. Unquestionably, load balancing scheduling is a serious aspect that must be considered in the cloud research field due to the significant impact on both the back end and front end. Whenever an effective load balance has been achieved in the cloud, then good resource utilization will also be achieved. An effective load balance means distributing the submitted workload over cloud VMs in a balanced way, leading to high resource utilization and high user satisfaction. In this paper, we propose a load balancing algorithm, Binary Load Balancing-Hybrid Particle Swarm Optimization and Gravitational Search Algorithm (Bin-LB-PSOGSA), which is a bio-inspired load balancing scheduling algorithm that efficiently enables the scheduling process to improve load balance level on VMs. The proposed algorithm finds the best Task-to-Virtual machine mapping that is influenced by the length of submitted workload and VM processing speed. Results show that the proposed Bin-LB-PSOGSA achieves better VM load average than the pure Bin-LB-PSO and other benchmark algorithms in terms of load balance level.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
09/17/2018

The Serverless Scheduling Problem and NOAH

The serverless scheduling problem poses a new challenge to Cloud service...
research
01/25/2021

Novel Dynamic Load Balancing Algorithm for Cloud-Based Big Data Analytics

Big data analytics in cloud environments introduces challenges such as r...
research
03/31/2021

Scheduling Applications on Containers Based on Dependency of The Applications

Cloud computing technology has been one of the most critical development...
research
07/09/2021

QoS-Aware Load Balancing in Wireless Networks using Clipped Double Q-Learning

In recent years, long-term evolution (LTE) and 5G NR (5th Generation New...
research
11/14/2021

Practical Scheduling for Real-World Serverless Computing

Serverless computing has seen rapid growth due to the ease-of-use and co...
research
03/16/2018

Fair non-monetary scheduling in federated clouds

In a hybrid cloud, individual cloud service providers (CSPs) often have ...
research
02/26/2022

Review of Hybrid Load Balancing Algorithms in Cloud Computing Environment

In cloud computing environment, load balancing is a key issue which is r...

Please sign up or login with your details

Forgot password? Click here to reset