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An Overview of Hadoop Scheduler Algorithms

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  • Faten Hamad

Abstract

Hadoop is a cloud computing open source system, used in large-scale data processing. It became the basic computing platforms for many internet companies. With Hadoop platform users can develop the cloud computing application and then submit the task to the platform. Hadoop has a strong fault tolerance, and can easily increase the number of cluster nodes, using linear expansion of the cluster size, so that clusters can process larger datasets. However Hadoop has some shortcomings, especially in the actual use of the process of exposure to the MapReduce scheduler, which calls for more researches on Hadoop scheduling algorithms.This survey provides an overview of the default Hadoop scheduler algorithms and the problem they have. It also compare between five Hadoop framework scheduling algorithms in term of the default scheduler algorithm to be enhanced, the proposed scheduler algorithm, type of cluster applied either heterogeneous or homogeneous, methodology, and clusters classification based on performance evaluation. Finally, a new algorithm based on capacity scheduling and use of perspective resource utilization to enhance Hadoop scheduling is proposed.

Suggested Citation

  • Faten Hamad, 2018. "An Overview of Hadoop Scheduler Algorithms," Modern Applied Science, Canadian Center of Science and Education, vol. 12(8), pages 1-69, August.
    • Handle: RePEc:ibn:masjnl:v:12:y:2018:i:8:p:69
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    References listed on IDEAS

    as
    1. Rizik Al-Sayyed & Hussam N. Fakhouri & Ali Rodan & Colin Pattinson, 2017. "Polar Particle Swarm Algorithm for Solving Cloud Data Migration Optimization Problem," Modern Applied Science, Canadian Center of Science and Education, vol. 11(8), pages 1-98, August.
    2. Faten Hamad & Omar Adwan, 2018. "Policy Based Approach for Information Transfer over Mobile ad hoc Network using Messages Privacy Control," Modern Applied Science, Canadian Center of Science and Education, vol. 12(5), pages 1-22, May.
    3. Adel Al Khattab & Hasan Al-Shalabi & Khamis Al-Khattab & Mahmaod Al-Rawad, 2015. "The effect of trust and risk perception on citizen's intention to adopt and use e-government services in Jordan," Proceedings of International Academic Conferences 1003157, International Institute of Social and Economic Sciences.
    4. Faten Hamad & Abdelsalam Alawamrah, 2018. "Measuring the Performance of Parallel Information Processing in Solving Linear Equation Using Multiprocessor Supercomputer," Modern Applied Science, Canadian Center of Science and Education, vol. 12(3), pages 1-74, March.
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    More about this item

    JEL classification:

    • R00 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General - - - General
    • Z0 - Other Special Topics - - General

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