G. Narendrababu Reddy

Work place: Department of CSE, GITAM University, GNITS, Hyderabad, India

E-mail: gnbreddy25@gmail.com

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Research Interests: Information Security, Network Security, Distributed Computing, Information-Theoretic Security

Biography

G.Narendrababu Reddy received his BE  from the University of Madras and M.Tech in Computer Science and Engineering from Acharya Nagarjuna University, India. He is working towards his PhD at GITAM University. He is currently working as Assistant Professor in Computer Science Engineering division at GNITS, Hyderabad, India. His research interests include cloud computing, distributed computing, Network security.

Author Articles
MACO-MOTS: Modified Ant Colony Optimization for Multi Objective Task Scheduling in Cloud Environment

By G. Narendrababu Reddy S. Phani Kumar

DOI: https://doi.org/10.5815/ijisa.2019.01.08, Pub. Date: 8 Jan. 2019

Cloud computing is the development of distributed computing, parallel computing, and grid computing, or defined as a commercial implementation of such computer science concepts. One of the main issues in a cloud computing environment is Task scheduling (TS). In Cloud task scheduling, many Non deterministic Polynomial time-hard optimization problem, and many meta-heuristic (MH) algorithms have been proposed to solve it. A task scheduler should adapt its scheduling strategy to changing environment and variable tasks. This paper amends a cloud task scheduling policy based on Modified Ant Colony Optimization (MACO) algorithm. The main contribution of recommended method is to minimize makespan and to perform Multi Objective Task Scheduling (MOTS) process by assigning pheromone amount relative to corresponding virtual machine efficiency. MACO algorithm improves the performance of task scheduling by reducing makespan and degree of imbalance comparatively lower than a basic ACO algorithm by its multi-objective and deliberate nature.

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