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A Systematic Survey on Energy-Efficient Techniques in Sustainable Cloud Computing

Author

Listed:
  • Salil Bharany

    (CET Department, Guru Nanak Dev University, Amritsar 143005, India)

  • Sandeep Sharma

    (CET Department, Guru Nanak Dev University, Amritsar 143005, India)

  • Osamah Ibrahim Khalaf

    (Al-Nahrain Nano Renewable Energy Research Center, Al-Nahrain University, Baghdad 10072, Iraq)

  • Ghaida Muttashar Abdulsahib

    (Department of Computer Engineering, University of Technology, Baghdad 19006, Iraq)

  • Abeer S. Al Humaimeedy

    (Software Engineering Department, College of Computer and Information Sciences, King Saud University, P.O. Box 103786, Riyadh 11616, Saudi Arabia)

  • Theyazn H. H. Aldhyani

    (Applied College in Abqaiq, King Faisal University, P.O. Box 400, Al-Ahsa 31982, Saudi Arabia)

  • Mashael Maashi

    (Software Engineering Department, King Saud University, Riyadh 11543, Saudi Arabia)

  • Hasan Alkahtani

    (College of Computer Science and Information Technology, King Faisal University, P.O. Box 400, Al-Ahsa 31982, Saudi Arabia)

Abstract

Global warming is one of the most compelling environmental threats today, as the rise in energy consumption and CO 2 emission caused a dreadful impact on our environment. The data centers, computing devices, network equipment, etc., consume vast amounts of energy that the thermal power plants mainly generate. Primarily fossil fuels like coal and oils are used for energy generation in these power plants that induce various environmental problems such as global warming ozone layer depletion, which can even become the cause of premature deaths of living beings. The recent research trend has shifted towards optimizing energy consumption and green fields since the world recognized the importance of these concepts. This paper aims to conduct a complete systematic mapping analysis on the impact of high energy consumption in cloud data centers and its effect on the environment. To answer the research questions identified in this paper, one hundred nineteen primary studies published until February 2022 were considered and further categorized. Some new developments in green cloud computing and the taxonomy of various energy efficiency techniques used in data centers have also been discussed. It includes techniques like VM Virtualization and Consolidation, Power-aware, Bio-inspired methods, Thermal-management techniques, and an effort to evaluate the cloud data center’s role in reducing energy consumption and CO 2 footprints. Most of the researchers proposed software level techniques as with these techniques, massive infrastructures are not required as compared with hardware techniques, and it is less prone to failure and faults. Also, we disclose some dominant problems and provide suggestions for future enhancements in green computing.

Suggested Citation

  • Salil Bharany & Sandeep Sharma & Osamah Ibrahim Khalaf & Ghaida Muttashar Abdulsahib & Abeer S. Al Humaimeedy & Theyazn H. H. Aldhyani & Mashael Maashi & Hasan Alkahtani, 2022. "A Systematic Survey on Energy-Efficient Techniques in Sustainable Cloud Computing," Sustainability, MDPI, vol. 14(10), pages 1-89, May.
  • Handle: RePEc:gam:jsusta:v:14:y:2022:i:10:p:6256-:d:820331
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    References listed on IDEAS

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    1. Salil Bharany & Sandeep Sharma & Surbhi Bhatia & Mohammad Khalid Imam Rahmani & Mohammed Shuaib & Saima Anwar Lashari, 2022. "Energy Efficient Clustering Protocol for FANETS Using Moth Flame Optimization," Sustainability, MDPI, vol. 14(10), pages 1-22, May.
    2. Yeganeh Charband & Nima Jafari Navimipour, 2016. "Online knowledge sharing mechanisms: a systematic review of the state of the art literature and recommendations for future research," Information Systems Frontiers, Springer, vol. 18(6), pages 1131-1151, December.
    3. Adam Kozakiewicz & Andrzej Lis, 2021. "Energy Efficiency in Cloud Computing: Exploring the Intellectual Structure of the Research Field and Its Research Fronts with Direct Citation Analysis," Energies, MDPI, vol. 14(21), pages 1-17, October.
    4. Anders S. G. Andrae & Tomas Edler, 2015. "On Global Electricity Usage of Communication Technology: Trends to 2030," Challenges, MDPI, vol. 6(1), pages 1-41, April.
    5. Nicola Jones, 2018. "How to stop data centres from gobbling up the world’s electricity," Nature, Nature, vol. 561(7722), pages 163-166, September.
    6. Hemavathi & Sreenatha Reddy Akhila & Youseef Alotaibi & Osamah Ibrahim Khalaf & Saleh Alghamdi, 2022. "Authentication and Resource Allocation Strategies during Handoff for 5G IoVs Using Deep Learning," Energies, MDPI, vol. 15(6), pages 1-27, March.
    7. Salil Bharany & Sandeep Sharma & Sumit Badotra & Osamah Ibrahim Khalaf & Youseef Alotaibi & Saleh Alghamdi & Fawaz Alassery, 2021. "Energy-Efficient Clustering Scheme for Flying Ad-Hoc Networks Using an Optimized LEACH Protocol," Energies, MDPI, vol. 14(19), pages 1-20, September.
    8. Sur Singh Rawat & Saleh Alghamdi & Gyanendra Kumar & Youseef Alotaibi & Osamah Ibrahim Khalaf & Lal Pratap Verma, 2022. "Infrared Small Target Detection Based on Partial Sum Minimization and Total Variation," Mathematics, MDPI, vol. 10(4), pages 1-19, February.
    9. Ayman A. El-Saleh & Abdulraqeb Alhammadi & Ibraheem Shayea & Nizar Alsharif & Nouf M. Alzahrani & Osamah Ibrahim Khalaf & Theyazn H. H. Aldhyani, 2022. "Measuring and Assessing Performance of Mobile Broadband Networks and Future 5G Trends," Sustainability, MDPI, vol. 14(2), pages 1-20, January.
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