Hadoop Based Enhanced Cloud Architecture

Explosion of biological data due to largescale genomic research and advances in high throughput data generation tools result in massive distributed datasets.Analysis of such large nonrelational, heterogeneous, and distributed datasets is emerging challenge in data driven biomedical industries.Highly complex biological data require unconventional computational approaches and knowledge-based solutions.Distributed datasets need to be reduced to smaller datasets that can be efficiently queried.Since genomic and biological data is generated in large volume and is stored in geographically diverse locations, distributed computing on multiple clusters, our objective here is to assess the feasibility of using Cloud based platform to analyze genomic big data.In this paper we report on the limitation of cloud based platform in the analysis of genomic data.I.

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Publication Details

Published
2025-04-02
DOI
https://doi.org/10.18260/1-2-1153-54050
Primary Topic
Cloud Computing and Resource Management
Type
article
Field-Weighted Citation Impact
0.00
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article

Hadoop Based Enhanced Cloud Architecture

Hassan Bajwa, Hamoud Alshammari, Jeongkyu Lee
Cloud Computing and Resource Management
article

Hadoop Based Enhanced Cloud Architecture

Hassan Bajwa, Hamoud Alshammari, Jeongkyu Lee
article en

Abstract

Explosion of biological data due to largescale genomic research and advances in high throughput data generation tools result in massive distributed datasets.Analysis of such large nonrelational, heterogeneous, and distributed datasets is emerging challenge in data driven biomedical industries.Highly complex biological data require unconventional computational approaches and knowledge-based solutions.Distributed datasets need to be reduced to smaller datasets that can be efficiently queried.Since genomic and biological data is generated in large volume and is stored in geographically diverse locations, distributed computing on multiple clusters, our objective here is to assess the feasibility of using Cloud based platform to analyze genomic big data.In this paper we report on the limitation of cloud based platform in the analysis of genomic data.I.

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Openalex Percentile: Top 92%
Cloud Computing and Resource Management
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