Fast Synthesis of Power and Temperature Profiles for the Development of Data-Driven Resource Managers

The goal of this work is to facilitate the development of proactive power- and temperature-aware resource managers that leverage machine learning in order to attain their objectives. In this contex ...

[1]  Christian Bienia,et al.  Benchmarking modern multiprocessors , 2011 .

[2]  Kevin Skadron,et al.  Temperature-aware microarchitecture: Modeling and implementation , 2004, TACO.

[3]  Walter Willinger,et al.  On the Self-Similar Nature of Ethernet Traffic ( extended version ) , 1995 .

[4]  Yusuf Leblebici,et al.  Analysis and Optimization of MPSoC Reliability , 2006, J. Low Power Electron..

[5]  Tajana Simunic,et al.  Proactive temperature management in MPSoCs , 2008, Proceeding of the 13th international symposium on Low power electronics and design (ISLPED '08).

[6]  Richard G. Baraniuk,et al.  A Multifractal Wavelet Model with Application to Network Traffic , 1999, IEEE Trans. Inf. Theory.

[7]  Petru Eles,et al.  Temperature-Centric Reliability Analysis and Optimization of Electronic Systems Under Process Variation , 2015, IEEE Transactions on Very Large Scale Integration (VLSI) Systems.

[8]  Mikhail Lifshits.  Random Processes by Example , 2014 .

[9]  Lieven Eeckhout,et al.  Sniper: Exploring the level of abstraction for scalable and accurate parallel multi-core simulation , 2011, 2011 International Conference for High Performance Computing, Networking, Storage and Analysis (SC).

[10]  William J. Bowhill,et al.  Design of High-Performance Microprocessor Circuits , 2001 .

[11]  David Atienza,et al.  3D-ICE: Fast compact transient thermal modeling for 3D ICs with inter-tier liquid cooling , 2010, 2010 IEEE/ACM International Conference on Computer-Aided Design (ICCAD).

[12]  Teck Chaw Ling,et al.  Thermal-Aware Scheduling in Green Data Centers , 2015, ACM Comput. Surv..

[13]  Huazhong Yang,et al.  Accurate temperature-dependent integrated circuit leakage power estimation is easy , 2007 .

[14]  Jung Ho Ahn,et al.  McPAT: An integrated power, area, and timing modeling framework for multicore and manycore architectures , 2009, 2009 42nd Annual IEEE/ACM International Symposium on Microarchitecture (MICRO).