中文

Chaos in computer performance

适应与自组织系统 2016-08-16 v2 无序系统与神经网络 统计力学 硬件体系结构 混沌动力学

摘要

Modern computer microprocessors are composed of hundreds of millions of transistors that interact through intricate protocols. Their performance during program execution may be highly variable and present aperiodic oscillations. In this paper, we apply current nonlinear time series analysis techniques to the performances of modern microprocessors during the execution of prototypical programs. Our results present pieces of evidence strongly supporting that the high variability of the performance dynamics during the execution of several programs display low-dimensional deterministic chaos, with sensitivity to initial conditions comparable to textbook models. Taken together, these results show that the instantaneous performances of modern microprocessors constitute a complex (or at least complicated) system and would benefit from analysis with modern tools of nonlinear and complexity science.

关键词

引用

@article{arxiv.nlin/0506030,
  title  = {Chaos in computer performance},
  author = {Hugues Berry and Daniel Gracia Pérez and Olivier Temam},
  journal= {arXiv preprint arXiv:nlin/0506030},
  year   = {2016}
}