• 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