DocumentCode :
1670893
Title :
Power gradient based Design Space Exploration in high level synthesis for DSP kernels
Author :
Sarkar, Pallabi ; Sedaghat, Reza ; Sengupta, Anirban
Author_Institution :
Dept. of Electr. & Comput. Eng., Ryerson Univ., Toronto, ON, Canada
fYear :
2011
Firstpage :
1
Lastpage :
6
Abstract :
Design Space Exploration (DSE) of integrated scheduling and module selection in high level synthesis for VLSI applications require an accurate optimization technique capable of reaching an optimal/near-optimal solution rapidly. This paper introduces a novel heuristic based multi objective optimization (exploration) process based on power gradient theory that simultaneously reduces the static power consumption at the usage of minimal control step (time step) during scheduling. The proposed iterative power aware integrated optimization approach is based on Priority Indicator (PI) function which is responsible for minimizing allocated hardware functional units during the scheduling process. The quality of final solution obtained by the proposed approach has been compared to a heuristic Genetic Algorithm (GA) based approach. Results for the benchmarks indicate an average power reduction of 11%, improvement in the quality of final solution of 5.07% and reduction in optimization/exploration runtime of 59%.
Keywords :
digital signal processing chips; genetic algorithms; high level synthesis; iterative methods; power aware computing; scheduling; DSP kernels; PI function; VLSI applications; genetic algorithm-based approach; hardware functional units; heuristic-based multiobjective optimization process; high level synthesis; integrated scheduling; iterative power aware integrated optimization approach; minimal control step; near-optimal solution; power gradient-based design space exploration; priority indicator function; static power consumption; Equations; Mathematical model; Measurement; Optimization; Power demand; Power dissipation; Space exploration;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Microelectronics (ICM), 2011 International Conference on
Conference_Location :
Hammamet
Print_ISBN :
978-1-4577-2207-3
Type :
conf
DOI :
10.1109/ICM.2011.6177408
Filename :
6177408
Link To Document :
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