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Parameterized architecture-level dynamic thermal models for multicore microprocessors
- Source :
- ACM Transactions on Design Automation of Electronic Systems. 15:1-22
- Publication Year :
- 2010
- Publisher :
- Association for Computing Machinery (ACM), 2010.
-
Abstract
- In this article, we propose a new architecture-level parameterized dynamic thermal behavioral modeling algorithm for emerging thermal-related design and optimization problems for high-performance multicore microprocessor design. We propose a new approach, called ParThermPOF , to build the parameterized thermal performance models from the given accurate architecture thermal and power information. The new method can include a number of variable parameters such as the locations of thermal sensors in a heat sink, different components (heat sink, heat spreader, core, cache, etc.), thermal conductivity of heat sink materials, etc. The method consists of two steps: first, a response surface method based on low-order polynomials is applied to build the parameterized models at each time point for all the given sampling nodes in the parameter space. Second, an improved Generalized Pencil-Of-Function (GPOF) method is employed to build the transfer-function-based behavioral models for each time-varying coefficient of the polynomials generated in the first step. Experimental results on a practical quad-core microprocessor show that the generated parameterized thermal model matches the given data very well. The compact models by ParThermPOF offer two order of magnitudes speedup over the commercial thermal analysis tool FloTHERM on the given examples. ParThermPOF is very suitable for design space exploration and optimization where both time and system parameters need to be considered.
- Subjects :
- Mathematical optimization
Speedup
Optimization problem
Design space exploration
Computer science
Parameterized complexity
Heat sink
Computer Graphics and Computer-Aided Design
Computer Science Applications
Computational science
Behavioral modeling
Thermal conductivity
Heat spreader
Electrical and Electronic Engineering
Subjects
Details
- ISSN :
- 15577309 and 10844309
- Volume :
- 15
- Database :
- OpenAIRE
- Journal :
- ACM Transactions on Design Automation of Electronic Systems
- Accession number :
- edsair.doi...........ccef91b4d15a3438b9b4661fa0835d4d