Title :
Architecture-level thermal behavioral models for quad-core microprocessors
Author :
Li, Duo ; Tan, Sheldon X -D ; Tirumala, Murli
Author_Institution :
California Univ., Riverside
Abstract :
In this paper, we study a new architecture level thermal modeling problem from behavioral modeling perspective to address the emerging thermal related analysis and optimization problems for high-performance quad-core microprocessor designs. We propose a new approach to build the thermal behavioral models by using transfer function matrix from the measured thermal and power information at the architecture level. The new method builds behavioral thermal model using generalized pencil-of-function (GPOF) method, which was developed in the communication community to build the rational modeling from the measured data of real-time systems. To effectively model transient temperature changes, we propose two new schemes to improve the GPOF. First we apply logarithmic-scale sampling instead of traditional linear sampling to better capture the temperature changing characteristics. Second, we modify the extracted thermal impulse response such that the extracted poles from GPOF are guaranteed to be stable without accuracy loss. Experimental results on a practical quad-core microprocessor show that generated thermal behavioral models match the measured data very well.
Keywords :
computer architecture; logic design; matrix algebra; microprocessor chips; optimisation; real-time systems; sampling methods; thermal analysis; architecture-level thermal behavioral model; generalized pencil-of-function method; logarithmic-scale sampling; optimization problem; quad-core microprocessor design; real-time systems; thermal impulse response; transfer function matrix; Data mining; Design optimization; Electromagnetic measurements; Microprocessors; Power measurement; Power system modeling; Real time systems; Sampling methods; Temperature; Thermal engineering;
Conference_Titel :
Behavioral Modeling and Simulation Workshop, 2007. BMAS 2007. IEEE International
Conference_Location :
San Jose, CA
Print_ISBN :
978-1-4244-1567-0
DOI :
10.1109/BMAS.2007.4437519