Fault tolerance in Big Data

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A RESEARCH PROPOSAL ON FAULT TOLERANCE IN BIG DATA Guided By: Prepared By: Dr. Padmaja Naraharisetty Ms. Pooja Mehta IT Systems & Network Security, GTU PG School, Gandhinagar

Transcript of Fault tolerance in Big Data

Page 1: Fault tolerance in Big Data

A

RESEARCH PROPOSAL ON

FAULT TOLERANCE IN BIG DATA

Guided By: Prepared By:

Dr. Padmaja Naraharisetty Ms. Pooja Mehta

IT Systems & Network Security,GTU PG School,

Gandhinagar

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Research Paper ReviewTitle : Fault Tolerance Techniques in Big Data Tools

Authors : Manjula Dyavanur, Kavita Kori

Journal Published: International Journal of Innovative Research in

Computer and Communication Engineering, Vol.2, May 2014

Abstract: Big Data, Big Data Tools, Fault Tolerance, Hadoop, MongoDB

Contribution: Strategies that will include Data duplication, Checkpoint,

Automatic Recovery

Conclusion: Efficient solution with recovery methods

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Introduction

Structured Data & Unstructured Data

Scalability

Fault Tolerance

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ObjectiveNew Technology

Cost Factor

Less Consumption of Recourses

Backward Compatibility

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Literature Review Peng Hu, Wei Dai, “Enhancing Fault Tolerance Based on Hadoop Cluster”,

Inernational Journal of Database Thoery and Applications, Vol.7, No.1

(2014), pp.37-48

Abstract : Hadoop, Checkpoint

T. Cowsalya and S.R. Mugunthan, “Hadoop Architecture And Fault

Tolerance Based Hadoop Clusters In Geographically Distributed Data

Center”, ARPN Journal of Engineering and Applied Sciences, VOL. 10,

NO. 7, APRIL 2015

Abstract : Hadoop, fault tolerance, HDFS, name node, data node

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Proposed SolutionFault tolerance using COTS (Commercial-Off-

The-Shelf) technology

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ConclusionCritical components may become unavailable

and impossible to reproduce

Environmental Constraints

Special Operating Systems

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Thank You !