DC Field | Value | Language |
---|---|---|
dc.contributor.author | Kim, Byeong Soo | ko |
dc.contributor.author | Kim, Tag-Gon | ko |
dc.contributor.author | Song, Hae Sang | ko |
dc.date.accessioned | 2016-04-14T02:59:11Z | - |
dc.date.available | 2016-04-14T02:59:11Z | - |
dc.date.created | 2015-11-20 | - |
dc.date.created | 2015-11-20 | - |
dc.date.issued | 2015-10 | - |
dc.identifier.citation | INDIAN JOURNAL OF SCIENCE AND TECHNOLOGY, v.8, no.25 | - |
dc.identifier.issn | 0974-6846 | - |
dc.identifier.uri | http://hdl.handle.net/10203/203738 | - |
dc.description.abstract | This paper deals with an efficient and robust parallel and distributed simulation framework for standalone Monte Carlo simulation based on a MapReduce computing framework. The Monte Carlo simulation method is inherently computing-intensive and requires many replicated simulation runs to get meaningful statistical results. Thus, it is important to reduce total simulation time by exploiting hardware and/or software as well as to reuse existing standalone simulation programs with little modification for the replicated simulations. To cope with this situation, we propose a general framework that turns a stand-alone Monte Carlo simulator into a chain of MapReduce jobs in order to run the simulation on a MapReduce framework such as Hadoop. A case study of an air defense simulation on 16-node Hadoop cluster illustrates that the proposed framework is feasible and fully utilizes the merit of the parallel and distributed computing environment. | - |
dc.language | English | - |
dc.publisher | INDIAN J SCIENCE & TECHNOLOGY | - |
dc.title | Parallel and Distributed Framework for Standalone Monte Carlo Simulation using MapReduce | - |
dc.type | Article | - |
dc.identifier.scopusid | 2-s2.0-84949483122 | - |
dc.type.rims | ART | - |
dc.citation.volume | 8 | - |
dc.citation.issue | 25 | - |
dc.citation.publicationname | INDIAN JOURNAL OF SCIENCE AND TECHNOLOGY | - |
dc.identifier.doi | 10.17485/ijst/2015/v8i25/80004 | - |
dc.contributor.localauthor | Kim, Tag-Gon | - |
dc.contributor.nonIdAuthor | Kim, Byeong Soo | - |
dc.contributor.nonIdAuthor | Song, Hae Sang | - |
dc.description.isOpenAccess | Y | - |
dc.subject.keywordAuthor | MapReduce | - |
dc.subject.keywordAuthor | Monte Carlo simulation | - |
dc.subject.keywordAuthor | Parallel and distributed simulation | - |
dc.subject.keywordAuthor | System analysis | - |
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