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| Content Provider | Springer Nature Link |
|---|---|
| Author | Gugnani, Shashank Blanco, Carlos Kiss, Tamas Terstyanszky, Gabor |
| Copyright Year | 2016 |
| Abstract | Cloud computing offers massive scalability and elasticity required by many scientific and commercial applications. Combining the computational and data handling capabilities of clouds with parallel processing also has the potential to tackle Big Data problems efficiently. Science gateway frameworks and workflow systems enable application developers to implement complex applications and make these available for end-users via simple graphical user interfaces. The integration of such frameworks with Big Data processing tools on the cloud opens new opportunities for application developers. This paper investigates how workflow systems and science gateways can be extended with Big Data processing capabilities. A generic approach based on infrastructure aware workflows is suggested and a proof of concept is implemented based on the WS-PGRADE/gUSE science gateway framework and its integration with the Hadoop parallel data processing solution based on the MapReduce paradigm in the cloud. The provided analysis demonstrates that the methods described to integrate Big Data processing with workflows and science gateways work well in different cloud infrastructures and application scenarios, and can be used to create massively parallel applications for scientific analysis of Big Data. |
| Starting Page | 589 |
| Ending Page | 601 |
| Page Count | 13 |
| File Format | |
| ISSN | 15707873 |
| Journal | Journal of Grid Computing |
| Volume Number | 14 |
| Issue Number | 4 |
| e-ISSN | 15729184 |
| Language | English |
| Publisher | Springer Netherlands |
| Publisher Date | 2016-06-13 |
| Publisher Place | Dordrecht |
| Access Restriction | One Nation One Subscription (ONOS) |
| Subject Keyword | Big data Hadoop MapReduce Science gateway WS-PGRADE Workflow Processor Architectures Management of Computing and Information Systems User Interfaces and Human Computer Interaction |
| Content Type | Text |
| Resource Type | Article |
| Subject | Computer Networks and Communications Information Systems Software Hardware and Architecture |
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