Please use this identifier to cite or link to this item: https://doi.org/10.1145/1629435.1629492
Title: Fast model-based test case classification for performance analysis of multimedia MPSoC platforms
Authors: Gangadharan, D.
Chakraborty, S.
Zimmermann, R. 
Keywords: Multimedia
Video classification
Workload
Issue Date: 2009
Source: Gangadharan, D.,Chakraborty, S.,Zimmermann, R. (2009). Fast model-based test case classification for performance analysis of multimedia MPSoC platforms. Embedded Systems Week 2009 - 7th IEEE/ACM International Conference on Hardware/Software-Co-Design and System Synthesis, CODES+ISSS 2009 : 413-422. ScholarBank@NUS Repository. https://doi.org/10.1145/1629435.1629492
Abstract: Currently, performance analysis of multimedia-MPSoC platforms largely rely on simulation. The execution of one or more applications on such a platform is simulated for a library of test video clips. If all specified performance constraints are satisfied for this library, then the architecture is assumed to be well-designed. This is similar to testing software for functional correctness. However, in contrast to functional testing, simulating a set of video clips for a complex application/architecture is extremely time consuming. In this paper we propose a technique for clustering a library of video clips, such that it is sufficient to simulate only one clip from each cluster rather than the entire library. Our clustering is scalable, i.e., the number of clusters may be determined based on the number of clips that the system designer wishes to simulate (which is independent of the input library size). For each video clip in the library, we perform a fast bitstream analysis from which the workload generated while processing this clip on the given architecture may be estimated. This workload information, in conjunction with a workload model and a performance model of the architecture, is used for the clustering. This entire process does not involve any simulation and is hence extremely fast. We illustrate its utility through a detailed case study using an MPEG-2 decoder application running on an MPSoC platform. As part of validation of our methodology, it was observed that video clips falling into the same cluster exhibit similar worst case buffer backlogs and worst case delays for one macroblock. Overall the results demonstrate that the proposed method provides a very fast and accurate analysis and hence can be of significant benefit to the system designer. Copyright 2009 ACM.
Source Title: Embedded Systems Week 2009 - 7th IEEE/ACM International Conference on Hardware/Software-Co-Design and System Synthesis, CODES+ISSS 2009
URI: http://scholarbank.nus.edu.sg/handle/10635/41151
ISBN: 9781605586281
DOI: 10.1145/1629435.1629492
Appears in Collections:Staff Publications

Show full item record
Files in This Item:
There are no files associated with this item.

Page view(s)

55
checked on Dec 16, 2017

Google ScholarTM

Check

Altmetric


Items in DSpace are protected by copyright, with all rights reserved, unless otherwise indicated.