Energy Efficient Virtual Machine Placement in Dynamic Cloud Milieu Using a Hybrid Metaheuristic Technique

Authors

  • Bivasa Ranjan Parida Veer Surendra Sai University of Technology
  • Amiya Kumar Rath Biju Patnaik University of Technology
  • Bibudhendu Pati Rama Devi Women's University
  • Chhabi Rani Panigrahi Rama Devi Women's University
  • Hitesh Mohapatra School of Computer Engineering, KIIT University
  • Rajkumar Buyya University of Melbourne

DOI:

https://doi.org/10.13053/cys-27-4-4640

Keywords:

Cloud computing, salp swarm optimization, emperor penguins colony algorithm, energy consumption, virtual machine placement

Abstract

Energy consumption in cloud datacenters is an alarming issue in recent times. Although handful of researches have been conducted in this domain during virtual machine placement in cloud milieu, efficient techniques are still scarce. Hence, we have worked on a novel approach to propose a hybrid metaheuristic technique combining the salp swarm optimization and emperor penguins colony algorithm, i.e. SSEPC to place the virtual machines in the most suitable datacenters as well as servers in a cloud environment, while optimizing the energy consumption. The method we propose has been compared with certain relevant hybrid algorithms in this direction like Sine Cosine Algorithm and Salp Swarm Algorithm (SCA-SSA), Genetic Algorithm and Tabu-search Algorithm (GATA), and Order Exchange & Migration algorithm and Ant Colony System algorithm (OEMACS) to test its efficacy. It is found that proposed SSEPC is consuming 4.4%, 8.2%, and 16.6% less energy as compared to its counterparts GATA, OEMACS, and SCA-SSA respectively. 

Author Biographies

Bivasa Ranjan Parida, Veer Surendra Sai University of Technology

Bivasa Ranjan Parida is pursuing his Ph.D. in CSE as a scholar in Veer SurendraSai University of Technology, Burla, India under the guidance of Prof. Amiya KumarRath. His research area includes cloud computing, grid computing, and wireless bodyarea network. He has 18 years of teaching and research experience.

Amiya Kumar Rath, Biju Patnaik University of Technology

Amiya Kumar Rath is a Professor with the Department of Computer Science and Engineering,Veer Surendra Sai University of Technology, Burla, India. He has contributedover 80 research level papers to many national and international journals and conferences.He has published seven books by reputed publishers. His research interests includeembedded systems, ad hoc networks, sensor network, power minimization, evolutionarycomputation, and data mining. Currently, he has been deputed as Vice-Chancellor of BijuPatnaik University of Technology, Odisha, India.

Bibudhendu Pati, Rama Devi Women's University

Bibudhendu Pati is the Head in the Department of Computer Science at Rama Devi Women’s University (only Govt. Women’s University in the State of Odisha, India). He received his Bachelor in Engineering in Computer Science degree with Honours, Master in Engineering in Computer Science from National Institute of Technical Teachers' Training and Research (NITTTR), Chandigarh, Panjab, India, PhD degree from Indian Institute of Technology (IIT) Kharagpur, India. He has around 23 years of experience in teaching and research. His current research interests include Wireless Sensor Networks, Mobile Cloud Computing, Big Data, Internet of Things, and Advanced Network Technologies. He has been involved in many professional and editorial activities.  He has got several papers published in reputed journals, conference proceedings, and books of International repute. He also served as Guest Editor of many reputed journals. He was the General Chair of ICACIE 2016, IEEE ANTS 2017, ICACIE 2018, ICACIE 2019, and ICACIE 2020 International Conferences. He has developed Advanced Network Technologies and Software Engineering Virtual Lab available online. He is the Life Member of Indian Society for Technical Education (ISTE), Life Member of Computer Society of India (CSI), and Senior Member of IEEE.

Chhabi Rani Panigrahi, Rama Devi Women's University

Chhabi Rani Panigrahi is an Assistant Professor in the Department of ComputerScience at Rama Devi Women’s University, Bhubaneswar, India. Her current interests includesoftware testing, mobile cloud computing, Internet of Things, and machine learning.She has more than 23 years of teaching and research experience. She has published severalscholarly articles in journals and conferences of international repute. She was invitedto organize and chair many international conferences. She is the author of a text book anda few edited books.

Hitesh Mohapatra, School of Computer Engineering, KIIT University

Hitesh Mohapatra is an Associate Professor at School of Computer Engineering,KIIT University, India. He has contributed 20 SCI and Scopus indexed research papers, 15international/ national conferences and 2 books. He has 12 years of teaching experience.His research interests include wireless sensor network, smart city, and smart grid.

Rajkumar Buyya, University of Melbourne

Rajkumar Buyya is a Professor of Computer Science and Software Engineering andDirector of the Cloud Computing and Distributed Systems (CLOUDS) Laboratory at theUniversity of Melbourne, Australia. He is also serving as the founding CEO of Manjrasoft.He is one of the highly cited authors in computer science and software engineeringworldwide (h-index= 109, g-index= 230, 58, 300+ citations). Microsoft Academic SearchIndex ranked him as no. 1 author in the world (2005 − 2016) for both field rating and citationsevaluations in the area of Distributed and Parallel Computing. "A ScientometricAnalysis of Cloud Computing Literature" by German scientists ranked him as theWorld’sTop-Cited Author and the World’s Most-Productive Author in Cloud Computing.

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Published

2023-12-17

Issue

Vol. 27 No. 4 (2023): 27(4) 2023

Section

Articles

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