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10.1109/ChinaGrid.2011.17guideproceedingsArticle/Chapter ViewAbstractPublication PagesConference Proceedingsacm-pubtype
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Cloud Task Scheduling Based on Load Balancing Ant Colony Optimization

Published: 22 August 2011 Publication History

Abstract

The cloud computing is the development of distributed computing, parallel computing and grid computing, or defined as the commercial implementation of these computer science concepts. One of the fundamental issues in this environment is related to task scheduling. Cloud task scheduling is an NP-hard optimization problem, and many meta-heuristic algorithms have been proposed to solve it. A good task scheduler should adapt its scheduling strategy to the changing environment and the types of tasks. This paper proposes a cloud task scheduling policy based on Load Balancing Ant Colony Optimization (LBACO) algorithm. The main contribution of our work is to balance the entire system load while trying to minimizing the make span of a given tasks set. The new scheduling strategy was simulated using the CloudSim toolkit package. Experiments results showed the proposed LBACO algorithm outperformed FCFS (First Come First Serve) and the basic ACO (Ant Colony Optimization).

Cited By

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  • (2024)Hyperbolic Sine Optimizer: a new metaheuristic algorithm for high performance computing to address computationally intensive tasksCluster Computing10.1007/s10586-024-04328-327:5(6703-6772)Online publication date: 1-Aug-2024
  • (2024)A task allocation schema based on response time optimization in cloud computingCluster Computing10.1007/s10586-023-04185-627:3(3893-3910)Online publication date: 1-Jun-2024
  • (2023)Scheduling Deadline Sensitive Tasks for Reducing Makespan, Task Diversity and Increasing Deadline Hit Ratio Using Backfilling of Resources and Patternized Clustering in Cloud EnvironmentWireless Personal Communications: An International Journal10.1007/s11277-023-10672-1132:2(1503-1525)Online publication date: 1-Aug-2023
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Information

Published In

cover image Guide Proceedings
CHINAGRID '11: Proceedings of the 2011 Sixth Annual ChinaGrid Conference
August 2011
250 pages
ISBN:9780769544724

Publisher

IEEE Computer Society

United States

Publication History

Published: 22 August 2011

Author Tags

  1. Ant Colony Optimization
  2. CloudSim
  3. Load Balancing
  4. cloud computing
  5. task scheduling

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Cited By

View all
  • (2024)Hyperbolic Sine Optimizer: a new metaheuristic algorithm for high performance computing to address computationally intensive tasksCluster Computing10.1007/s10586-024-04328-327:5(6703-6772)Online publication date: 1-Aug-2024
  • (2024)A task allocation schema based on response time optimization in cloud computingCluster Computing10.1007/s10586-023-04185-627:3(3893-3910)Online publication date: 1-Jun-2024
  • (2023)Scheduling Deadline Sensitive Tasks for Reducing Makespan, Task Diversity and Increasing Deadline Hit Ratio Using Backfilling of Resources and Patternized Clustering in Cloud EnvironmentWireless Personal Communications: An International Journal10.1007/s11277-023-10672-1132:2(1503-1525)Online publication date: 1-Aug-2023
  • (2019)A placement architecture for a container as a service (CaaS) in a cloud environmentJournal of Cloud Computing: Advances, Systems and Applications10.1186/s13677-019-0131-18:1(1-15)Online publication date: 1-Dec-2019
  • (2019)Hybrid gradient descent cuckoo search (HGDCS) algorithm for resource scheduling in IaaS cloud computing environmentCluster Computing10.1007/s10586-018-2856-x22:1(301-334)Online publication date: 1-Mar-2019
  • (2018)Service composition and scheduling in cloud-based simulation environmentProceedings of the Model-driven Approaches for Simulation Engineering Symposium10.5555/3213214.3213216(1-10)Online publication date: 15-Apr-2018
  • (2018)A Novel Meta-Heuristic Approach for Load Balancing in Cloud ComputingInternational Journal of Knowledge-Based Organizations10.4018/IJKBO.20180101038:1(29-49)Online publication date: 1-Jan-2018
  • (2018)Fault tolerant big bang-big crunch for task allocation in cloud infrastructureInternational Journal of Advanced Intelligence Paradigms10.1504/IJAIP.2018.09203010:4(329-343)Online publication date: 1-Jan-2018
  • (2018)GMDS Algorithm based on OpenStackProceedings of the 2018 International Conference on Algorithms, Computing and Artificial Intelligence10.1145/3302425.3302498(1-7)Online publication date: 21-Dec-2018
  • (2018)Cuckoo Search-Ant Colony Optimization Based Scheduling in Grid ComputingWorkshop Proceedings of the 47th International Conference on Parallel Processing10.1145/3229710.3229750(1-10)Online publication date: 13-Aug-2018
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