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An efficient parallelization of a real scientific application

Bibliography: leaves 137-145.

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Main Author: Post, Elizabeth Anne
Other Authors: Goosen, H A
Format: Thesis
Language:English
Published: Department of Computer Science 2015
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author Post, Elizabeth Anne
author2 Goosen, H A
author_browse Goosen, H A
Post, Elizabeth Anne
author_facet Goosen, H A
Post, Elizabeth Anne
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description Bibliography: leaves 137-145.
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institution University of Cape Town (South Africa)
language eng
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provenance_str_mv Harvested via OAI-PMH from UCTD — University of Cape Town Open Access Repository
publishDate 2015
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spelling oai:open.uct.ac.za:11427/14068 An efficient parallelization of a real scientific application Post, Elizabeth Anne Goosen, H A Computer Science Bibliography: leaves 137-145. In the past decade the cost of computing has come down considerably making high-powered computing more easily affordable. As a result many institutions and organisations now have networks of high-powered workstations. Such networks provide a large, generally untapped, source of computing power which can be used for running large scientific applications which previously could only be run on supercomputers. This dissertation shows that a substantial improvement in performance can be achieved by the parallelization of a real scientific application for a heterogeneous network of Sun and Silicon Graphics workstations connected by an Ethernet network, but that this is affected by a number of factors. These factors include communication delays, load balancing, and the number of slaves used. This dissertation shows that performance can be improved by sending more, shorter messages, and by overlapping communication with computation. Part of this thesis concerns the difficulties involved in the evaluation of parallel performance on a heterogeneous network. This dissertation shows that conventional methods such as speedup and efficiency are not appropriate for evaluating the performance of a heterogeneous system, and that linear speed gives a much more representative indication of the actual performance achieved. We also proposed new concepts of perfect linear speed and linear efficiency, which help to evaluate the improvement in parallel performance on a heterogeneous system. 2015-09-23T07:37:02Z 2015-09-23T07:37:02Z 1995 Master Thesis Masters MSc http://hdl.handle.net/11427/14068 eng application/pdf Department of Computer Science Faculty of Science University of Cape Town
spellingShingle Computer Science
Post, Elizabeth Anne
An efficient parallelization of a real scientific application
thesis_degree_str Master's
title An efficient parallelization of a real scientific application
title_full An efficient parallelization of a real scientific application
title_fullStr An efficient parallelization of a real scientific application
title_full_unstemmed An efficient parallelization of a real scientific application
title_short An efficient parallelization of a real scientific application
title_sort efficient parallelization of a real scientific application
topic Computer Science
url http://hdl.handle.net/11427/14068
work_keys_str_mv AT postelizabethanne anefficientparallelizationofarealscientificapplication
AT postelizabethanne efficientparallelizationofarealscientificapplication