Cloud Computing Load Balancing Mechanism Taking into Account Load Balancing Ant Colony Optimization Algorithm

Abstract

The networking scale and traffic have exploded. At the same time, the rapid development of virtualization and cloud computing technologies not only poses a considerable challenge to the endurance of the network, but also causes more and more problems to the traditional network architecture with IP as the core. Cloud computing is a supercomputing model based on the Internet. With the rapid growth of network access and data traffic, the processing power and computing intensity will also increase, and a single server cannot afford the increase in business. In order to reduce network pressure and improve computing efficiency, load balancing for network computing is particularly important. This paper uses ant colony algorithm to design cloud computing load balance. The ant colony algorithm runs in the controller. According to the real-time network load situation provided by the controller, it calculates the link with the smallest load and provides a dynamic data stream forwarding strategy. The result of the experiments shows that the load-balanced ACO optimized technique can significantly provide an improved computational response. In the ACO algorithm, the average response time is about 30% lower than that in other algorithms. This shows that the use of the ant colony algorithm achieves a good optimization effect.

Rational load balancing in collaborated cloud computing environments *

“…According to [17], throttled load balancers address just a predefined count of cloudlets for the assignment of virtual machines. An ant colony algorithm [18] based load balancing technique works on a controller for dynamic data stream forwarding and by calculating the link with the least load. The simulation results indicated a decrease in response time and an improvement in the computational response.…”

An Efficient Energy Makespan Optimization Based Task Mapping In Fog Enabled IoT Application

“…He et al [4] use an Ant colony algorithm for load balancing in a cloud computing environment. In this method, the real time load information is shared by the controller.…”

Detection of DDoS Vulnerability in Cloud Computing Using the Perplexed Bayes Classifier

“…Probabilistic classi ers choose the most likely class based on the features of the data item being categorized, as shown in equation (1). (1)…”

“…The world is seeing unprecedented growth in cloud-enabled services. It is expanding exponentially to enjoy the advantages of improved efficiency, better scalability, load balancing, and faster deployments [ 1 ]. However, as cloud computing grew more prevalent, worries about data security, systems, and the development of cloud services became the most formidable job.…”