A Comparative Study of Load Balancing Algorithms: Static Approaches vs. Real-time Adaptation

Amrita Soni; Mayank Pathak

A Comparative Study of Load Balancing Algorithms: Static Approaches vs. Real-time Adaptation

Amrita Soni, Mayank Pathak | International Journal of Embedded Systems and Emerging Technologies | Vol 10, Issue 02 | pp. 1-5 | ISSN: 2456-723X

Abstract

Pay-per-use cloud computing offers scalable IT resources over the internet, making it a major paradigm in distributed computing. Because of its adaptability, it has been quickly adopted by various industries, which has accelerated the growth of data centers. In cloud computing, load balancing is essential for improving system performance, cutting down on execution times, and making the best use of available resources. This study investigates the effects of several load-balancing strategies on distributed systems, with a focus on dynamic and static algorithms. Static load balancing depends on a predetermined distribution and makes no adjustments during runtime, whereas dynamic load balancing, which can be distributed or non-distributed, adjusts in real time to system changes. The study also compares various methods, emphasizing their advantages and disadvantages. To highlight developments in load balancing techniques, notably those utilizing metaheuristic algorithms, job scheduling in Infrastructure as a Service (IaaS), and server consolidation, important findings from recent studies are also discussed. The analysis emphasizes how crucial effective load balancing is to maintaining system resilience, making the best use of available resources, and enhancing service quality.

Keywords: Cloud computing, load balancing, dynamic load balancing, static load balancing, distributed systems

Keywords

Cloud computing, static load balancing, dynamic load balancing, load balancing

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References

Sidhu AK, Kinger S. Analysis of load balancing techniques in cloud computing. International Journal of computers & technology. 2013 Mar;4(2):737-41.
Lowe D, Galhotra B. An overview of pricing models for using cloud services with analysis of the pay-per-use model. International Journal of Engineering & Technology. 2018 Jul;7(3.12):248-54.
Ashalatha R, Agarkhed J. Dynamic load balancing methods for resource optimization in a cloud computing environment. In2015 Annual IEEE India Conference (INDICON) 2015 Dec 17 (pp. 1-6). IEEE.
Ramezani F, Lu J, Hussain FK. Task-based system load balancing in cloud computing using particle swarm optimization. International journal of parallel programming. 2014 Oct;42:739-54.
Sran N, Kaur N. Zero proof authentication and efficient load balancing algorithm for dynamic cloud environment. Int J Adv Res Comput Sci Softw Eng. 2013 Jul;3(7):128-2277.
Kumar YR, Priya MM, Chatrapati KS. Effective distributed dynamic load balancing for the clouds. International Journal of Engineering Research & Technology (IJERT). 2013 Feb;2(2):1-6.
Desai T, Prajapati J. A survey of various load balancing techniques and challenges in cloud computing. International Journal of Scientific & Technology Research. 2013 Nov 25;2(11):158-61.
Mishra SK, Sahoo B, Parida PP. Load balancing in cloud computing: a big picture. Journal of King Saud University-Computer and Information Sciences. 2020 Feb 1;32(2):149-58.
Shah N, Farik M. Static load balancing algorithms in cloud computing: challenges & solutions. International Journal of Scientific & Technology Research. 2015 Oct;4(10):365-7.
Shahid MA, Islam N, Alam MM, Su’ud MM, Musa S. A comprehensive study of load balancing approaches in the cloud computing environment and a novel fault tolerance approach. IEEE Access. 2020 Jul 14;8:130500-26.
Syed D, Muhammad G, Rizvi S. Systematic Review: Load Balancing in Cloud Computing by Using Metaheuristic Based Dynamic Algorithms. Intelligent Automation & Soft Computing. 2024 Mar 1;39(3).
Shafiq DA, Jhanjhi NZ, Abdullah A, Alzain MA. A load balancing algorithm for the data centers to optimize cloud computing applications. IEEE Access. 2021 Mar 10;9:41731-44.
Ala’Anzy M, Othman M. Load balancing and server consolidation in cloud computing environments: a meta-study. IEEE Access. 2019 Sep 30;7:141868-87.
Ghomi EJ, Rahmani AM, Qader NN. Load-balancing algorithms in cloud computing: A survey. Journal of Network and Computer Applications. 2017 Jun 15;88:50-71.
Maurya SK, Sinha G. Load balancing in cloud computing: an analytical review and proposal. Indonesian Journal of Electrical Engineering and Computer Science. 2022 Jun;26(3):1530-7.
Elmagzoub MA, Syed D, Shaikh A, Islam N, Alghamdi A, Rizwan S. A survey of swarm intelligence based load balancing techniques in a cloud computing environment. Electronics. 2021 Nov 8;10(21):2718.

How to cite this article

APA

Soni, A., & Pathak, M. (2024). A Comparative Study of Load Balancing Algorithms: Static Approaches vs. Real-time Adaptation. International Journal of Embedded Systems and Emerging Technologies, 10(02), 1-5.

MLA

Soni, Amrita, and Mayank Pathak. “A Comparative Study of Load Balancing Algorithms: Static Approaches vs. Real-time Adaptation.” International Journal of Embedded Systems and Emerging Technologies, vol. 10, no. 02, 2024, pp. 1-5.

Chicago

Amrita Soni, and Mayank Pathak. “A Comparative Study of Load Balancing Algorithms: Static Approaches vs. Real-time Adaptation.” International Journal of Embedded Systems and Emerging Technologies 10, no. 02 (2024): 1-5.

Vancouver

Soni A, Pathak M. A Comparative Study of Load Balancing Algorithms: Static Approaches vs. Real-time Adaptation. International Journal of Embedded Systems and Emerging Technologies. 2024;10(02):1-5.

BibTeX

@article{SoniA2024,
author = {Amrita Soni and Mayank Pathak},
title = {A Comparative Study of Load Balancing Algorithms: Static Approaches vs. Real-time Adaptation},
journal = {International Journal of Embedded Systems and Emerging Technologies},
year = {2024},
volume = {10},
number = {02},
pages = {1--5},
issn = {2456-723X},
url = {https://journalspub.com/publication/ijeset/article=12030}
}

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Amrita Soni, Mayank Pathak | International Journal of Embedded Systems and Emerging Technologies | Vol 10, Issue 02 | pp. 1-5 | ISSN: 2456-723X

Abstract

Keywords: Cloud computing, load balancing, dynamic load balancing, static load balancing, distributed systems

Keywords

Cloud computing, static load balancing, dynamic load balancing, load balancing

🔒 This is a subscription article

Full text is available to subscribers and institutional members. Please choose an option below to access it.

Subscribe Purchase this article Institutional / Login access

References

Sidhu AK, Kinger S. Analysis of load balancing techniques in cloud computing. International Journal of computers & technology. 2013 Mar;4(2):737-41.
Lowe D, Galhotra B. An overview of pricing models for using cloud services with analysis of the pay-per-use model. International Journal of Engineering & Technology. 2018 Jul;7(3.12):248-54.
Ashalatha R, Agarkhed J. Dynamic load balancing methods for resource optimization in a cloud computing environment. In2015 Annual IEEE India Conference (INDICON) 2015 Dec 17 (pp. 1-6). IEEE.
Ramezani F, Lu J, Hussain FK. Task-based system load balancing in cloud computing using particle swarm optimization. International journal of parallel programming. 2014 Oct;42:739-54.
Sran N, Kaur N. Zero proof authentication and efficient load balancing algorithm for dynamic cloud environment. Int J Adv Res Comput Sci Softw Eng. 2013 Jul;3(7):128-2277.
Kumar YR, Priya MM, Chatrapati KS. Effective distributed dynamic load balancing for the clouds. International Journal of Engineering Research & Technology (IJERT). 2013 Feb;2(2):1-6.
Desai T, Prajapati J. A survey of various load balancing techniques and challenges in cloud computing. International Journal of Scientific & Technology Research. 2013 Nov 25;2(11):158-61.
Mishra SK, Sahoo B, Parida PP. Load balancing in cloud computing: a big picture. Journal of King Saud University-Computer and Information Sciences. 2020 Feb 1;32(2):149-58.
Shah N, Farik M. Static load balancing algorithms in cloud computing: challenges & solutions. International Journal of Scientific & Technology Research. 2015 Oct;4(10):365-7.
Shahid MA, Islam N, Alam MM, Su’ud MM, Musa S. A comprehensive study of load balancing approaches in the cloud computing environment and a novel fault tolerance approach. IEEE Access. 2020 Jul 14;8:130500-26.
Syed D, Muhammad G, Rizvi S. Systematic Review: Load Balancing in Cloud Computing by Using Metaheuristic Based Dynamic Algorithms. Intelligent Automation & Soft Computing. 2024 Mar 1;39(3).
Shafiq DA, Jhanjhi NZ, Abdullah A, Alzain MA. A load balancing algorithm for the data centers to optimize cloud computing applications. IEEE Access. 2021 Mar 10;9:41731-44.
Ala’Anzy M, Othman M. Load balancing and server consolidation in cloud computing environments: a meta-study. IEEE Access. 2019 Sep 30;7:141868-87.
Ghomi EJ, Rahmani AM, Qader NN. Load-balancing algorithms in cloud computing: A survey. Journal of Network and Computer Applications. 2017 Jun 15;88:50-71.
Maurya SK, Sinha G. Load balancing in cloud computing: an analytical review and proposal. Indonesian Journal of Electrical Engineering and Computer Science. 2022 Jun;26(3):1530-7.
Elmagzoub MA, Syed D, Shaikh A, Islam N, Alghamdi A, Rizwan S. A survey of swarm intelligence based load balancing techniques in a cloud computing environment. Electronics. 2021 Nov 8;10(21):2718.

How to cite this article

APA

MLA

Chicago

Vancouver

Soni A, Pathak M. A Comparative Study of Load Balancing Algorithms: Static Approaches vs. Real-time Adaptation. International Journal of Embedded Systems and Emerging Technologies. 2024;10(02):1-5.

BibTeX

@article{SoniA2024,
author = {Amrita Soni and Mayank Pathak},
title = {A Comparative Study of Load Balancing Algorithms: Static Approaches vs. Real-time Adaptation},
journal = {International Journal of Embedded Systems and Emerging Technologies},
year = {2024},
volume = {10},
number = {02},
pages = {1--5},
issn = {2456-723X},
url = {https://journalspub.com/publication/ijeset/article=12030}
}

Amrita Soni, Mayank Pathak | International Journal of Embedded Systems and Emerging Technologies | Vol 10, Issue 02 | pp. 1-5 | ISSN: 2456-723X

Abstract

Keywords: Cloud computing, load balancing, dynamic load balancing, static load balancing, distributed systems

Keywords

Cloud computing, static load balancing, dynamic load balancing, load balancing

🔒 This is a subscription article

Full text is available to subscribers and institutional members. Please choose an option below to access it.

Subscribe Purchase this article Institutional / Login access

References

Sidhu AK, Kinger S. Analysis of load balancing techniques in cloud computing. International Journal of computers & technology. 2013 Mar;4(2):737-41.
Lowe D, Galhotra B. An overview of pricing models for using cloud services with analysis of the pay-per-use model. International Journal of Engineering & Technology. 2018 Jul;7(3.12):248-54.
Ashalatha R, Agarkhed J. Dynamic load balancing methods for resource optimization in a cloud computing environment. In2015 Annual IEEE India Conference (INDICON) 2015 Dec 17 (pp. 1-6). IEEE.
Ramezani F, Lu J, Hussain FK. Task-based system load balancing in cloud computing using particle swarm optimization. International journal of parallel programming. 2014 Oct;42:739-54.
Sran N, Kaur N. Zero proof authentication and efficient load balancing algorithm for dynamic cloud environment. Int J Adv Res Comput Sci Softw Eng. 2013 Jul;3(7):128-2277.
Kumar YR, Priya MM, Chatrapati KS. Effective distributed dynamic load balancing for the clouds. International Journal of Engineering Research & Technology (IJERT). 2013 Feb;2(2):1-6.
Desai T, Prajapati J. A survey of various load balancing techniques and challenges in cloud computing. International Journal of Scientific & Technology Research. 2013 Nov 25;2(11):158-61.
Mishra SK, Sahoo B, Parida PP. Load balancing in cloud computing: a big picture. Journal of King Saud University-Computer and Information Sciences. 2020 Feb 1;32(2):149-58.
Shah N, Farik M. Static load balancing algorithms in cloud computing: challenges & solutions. International Journal of Scientific & Technology Research. 2015 Oct;4(10):365-7.
Shahid MA, Islam N, Alam MM, Su’ud MM, Musa S. A comprehensive study of load balancing approaches in the cloud computing environment and a novel fault tolerance approach. IEEE Access. 2020 Jul 14;8:130500-26.
Syed D, Muhammad G, Rizvi S. Systematic Review: Load Balancing in Cloud Computing by Using Metaheuristic Based Dynamic Algorithms. Intelligent Automation & Soft Computing. 2024 Mar 1;39(3).
Shafiq DA, Jhanjhi NZ, Abdullah A, Alzain MA. A load balancing algorithm for the data centers to optimize cloud computing applications. IEEE Access. 2021 Mar 10;9:41731-44.
Ala’Anzy M, Othman M. Load balancing and server consolidation in cloud computing environments: a meta-study. IEEE Access. 2019 Sep 30;7:141868-87.
Ghomi EJ, Rahmani AM, Qader NN. Load-balancing algorithms in cloud computing: A survey. Journal of Network and Computer Applications. 2017 Jun 15;88:50-71.
Maurya SK, Sinha G. Load balancing in cloud computing: an analytical review and proposal. Indonesian Journal of Electrical Engineering and Computer Science. 2022 Jun;26(3):1530-7.
Elmagzoub MA, Syed D, Shaikh A, Islam N, Alghamdi A, Rizwan S. A survey of swarm intelligence based load balancing techniques in a cloud computing environment. Electronics. 2021 Nov 8;10(21):2718.

How to cite this article

APA

MLA

Chicago

Vancouver

Soni A, Pathak M. A Comparative Study of Load Balancing Algorithms: Static Approaches vs. Real-time Adaptation. International Journal of Embedded Systems and Emerging Technologies. 2024;10(02):1-5.

BibTeX

@article{SoniA2024,
author = {Amrita Soni and Mayank Pathak},
title = {A Comparative Study of Load Balancing Algorithms: Static Approaches vs. Real-time Adaptation},
journal = {International Journal of Embedded Systems and Emerging Technologies},
year = {2024},
volume = {10},
number = {02},
pages = {1--5},
issn = {2456-723X},
url = {https://journalspub.com/publication/ijeset/article=12030}
}

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