Efficient Manipulation of Large Datasets on Heterogeneous Storage Systems
Title | Efficient Manipulation of Large Datasets on Heterogeneous Storage Systems |
Publication Type | Conference Papers |
Year of Publication | 2002 |
Authors | Beynon MD, Sussman A, Kurc T, Catalyurek U, Saltz J |
Conference Name | Parallel and Distributed Processing Symposium, International |
Date Published | 2002/// |
Publisher | IEEE Computer Society |
Conference Location | Los Alamitos, CA, USA |
ISBN Number | 0-7695-1573-8 |
Keywords | component-based frameworks, data-intensive computing, load balancing |
Abstract | In this paper we are concerned with the efficient use of a collection of disk-based storage systems and computing platforms in a heterogeneous setting for retrieving and processing large scientific datasets. We demonstrate, in the context of a data-intensive visualization application, how heterogeneity affects performance and show a set of optimization techniques that can be used to improve performance in a component-based framework. In particular, we examine the application of parallelism via transparent copies of application components in the pipelined processing of data. |
DOI | 10.1109/IPDPS.2002.1015655 |