DocumentCode
1478678
Title
Non-Stationary Traffic Analysis and Its Implications on Multicore Platform Design
Author
Bogdan, Paul ; Marculescu, Radu
Author_Institution
Dept. of Electr. & Comput. Eng., Carnegie Mellon Univ., Pittsburgh, PA, USA
Volume
30
Issue
4
fYear
2011
fDate
4/1/2011 12:00:00 AM
Firstpage
508
Lastpage
519
Abstract
Networks-on-chip (NoCs) have been proposed as a viable solution to solving the communication problem in multicore systems. In this new setup, mapping multiple applications on available computational resources leads to interaction and contention at various network resources. Consequently, taking into account the traffic characteristics becomes of crucial importance for performance analysis and optimization of the communication infrastructure, as well as proper resource management. Although queuing-based approaches have been traditionally used for performance analysis purposes, they cannot properly account for many of the traffic characteristics (e.g., non-stationarity, self-similarity) that are crucial for multicore platform design. To overcome these limitations, we propose a statistical physics inspired approach to capture the traffic dynamics in multicore systems. As shown later in this paper, this is of fundamental significance for re-thinking the very basis of multicore systems design; it also opens up new research directions into NoC optimization which require accurate models of time-dependent and space-dependent traffic behavior.
Keywords
multiprocessing systems; network-on-chip; queueing theory; communication infrastructure; mapping multiple application; multicore platform design; network-on-chip; nonstationary traffic analysis; performance analysis; queuing-based approach; resource management; space-dependent traffic behavior; statistical physics inspired approach; time-dependent traffic behavior; Analytical models; Computational modeling; Equations; Fractals; Multicore processing; Optimization; Stochastic processes; Multicore systems; networks-on-chip; non-stationary traffic; self-similar behavior; systems-on-chip;
fLanguage
English
Journal_Title
Computer-Aided Design of Integrated Circuits and Systems, IEEE Transactions on
Publisher
ieee
ISSN
0278-0070
Type
jour
DOI
10.1109/TCAD.2011.2111270
Filename
5737846
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