International Journal of Science and Research (IJSR)

International Journal of Science and Research (IJSR)
Call for Papers | Fully Refereed | Open Access | Double Blind Peer Reviewed

ISSN: 2319-7064


Downloads: 2 | Views: 145 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1

Experimental Result Paper | Computer and Mathematical Sciences | India | Volume 12 Issue 9, September 2023 | Popularity: 4.9 / 10


     

Enhancing Load Balancing in Heterogeneous High Performance Cloud Computing with MMWRR+: A Novel Task Allocation Approach

Suvarna N A


Abstract: Cloud computing has emerged as a leading paradigm for providing scalable, on - demand and pervasive computing resources. But load balancing through efficient task allocation remains a challenging problem in cloud environments due to the dynamic and unpredictable nature of workloads across diverse virtualized resources. Addressing this, we present an innovative task allocation approach by amalgamating two state - of - the - art scheduling algorithms, namely Max - Min and Weighted Round - Robin to achieve effective load balancing in heterogeneous high performance distributed computing (HPDC). The proposed method MMWRR+ emphasizes resource awareness, scalability and dynamic adaptability, alleviating resource contention and optimizing resource utilization. Comparative evaluations demonstrate that the proposed approach outperforms the referred individual algorithms and prior research - based improvement techniques to these algorithms. Moreover, it effectively mitigates resource imbalances, efficiently manages diverse workloads and empowers cloud systems to handle fault tolerance.


Keywords: Load Balancing; Resource Optimization; Max - Min; Heuristic Algorithm; Fault Tolerance


Edition: Volume 12 Issue 9, September 2023


Pages: 757 - 766


DOI: https://www.doi.org/10.21275/SR23907175427



Make Sure to Disable the Pop-Up Blocker of Web Browser




Text copied to Clipboard!
Suvarna N A, "Enhancing Load Balancing in Heterogeneous High Performance Cloud Computing with MMWRR+: A Novel Task Allocation Approach", International Journal of Science and Research (IJSR), Volume 12 Issue 9, September 2023, pp. 757-766, https://www.ijsr.net/getabstract.php?paperid=SR23907175427, DOI: https://www.doi.org/10.21275/SR23907175427



Similar Articles

Downloads: 0

Research Paper, Computer and Mathematical Sciences, Philippines, Volume 10 Issue 5, May 2021

Pages: 772 - 774

Symbolic Regression via Genetic Programming; Philippines Population Prediction: 2010-2020

Teotima Evangelista Gorres - Abato

Share this Article

Downloads: 0

Research Paper, Computer and Mathematical Sciences, India, Volume 10 Issue 6, June 2021

Pages: 869 - 873

Transitive Closure of a Graph using Graph Powering & Further Optimization by Euler's Fast Powering Algorithm

Abhijit Tripathy

Share this Article

Downloads: 0

Research Paper, Computer and Mathematical Sciences, Saudi Arabia, Volume 11 Issue 10, October 2022

Pages: 424 - 427

A Proposed Clustering Technique for Arabic Text Summarization

Raed Muhammad Albadrani, Mohammed Abdullah Al-Hagery, Mohamed Tahar Ben Othman

Share this Article

Downloads: 0

Research Paper, Computer and Mathematical Sciences, United Arab Emirates, Volume 12 Issue 10, October 2023

Pages: 1863 - 1868

Effi-FallNet: Harnessing EfficientNet and LSTM for Advanced Video-Based Seizure Detection

Naima Hammad

Share this Article

Downloads: 1 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1

Research Paper, Computer and Mathematical Sciences, India, Volume 12 Issue 1, January 2023

Pages: 278 - 283

Inverse Soft Rough Sets and Its Application in Decision Making

Manamohan Maharana, Dr. Debadutta Mohanty

Share this Article
Top