DocumentCode :
1272236
Title :
Minimizing Energy Consumption of Embedded Systems via Optimal Code Layout
Author :
Huang, Chen-Wei ; Tsao, Shiao-Li
Author_Institution :
Dept. of Comput. Sci., Nat. Chiao Tung Univ., Hsinchu, Taiwan
Volume :
61
Issue :
8
fYear :
2012
Firstpage :
1127
Lastpage :
1139
Abstract :
Code repositioning is a well-known method of reducing inefficient off-chip memory accesses by streamlining cache behavior. Embedded systems with predetermined applications can achieve further improvement with the addition of fast and energy efficient scratchpad memory (SPM) on chip and moving frequent accesses code and/or data from main memory to SPM. While many researchers have attempted to either streamline cache accesses or improve the effectiveness of SPM, few studies focus on exploring their joint synergy. This study proposes integer linear programming (ILP) models that include both code repositioning and SPM code selection to identify the optimal code layout and reduce energy consumption in embedded systems with a cache and SPM. This study also proposes a two-stage metaheuristic algorithm. Experimental results reveal that 1) allocating a dedicated portion of the on-chip SRAM to the SPM is not always better than using a cache-only configuration and 2) it is not trivial to select code objects for the SPM. As much as 55 percent additional energy can be saved by applying both code repositioning and SPM code selection techniques.
Keywords :
SRAM chips; cache storage; embedded systems; energy consumption; integer programming; linear programming; power aware computing; system-on-chip; ILP model; SPM code selection; SPM on chip; code repositioning; embedded systems; energy consumption minimization; energy efficient scratchpad memory on chip; inefficient off-chip memory access reduction; integer linear programming model; on-chip SRAM; optimal code layout; streamline cache access; two-stage metaheuristic algorithm; Embedded systems; Energy consumption; Layout; Mathematical model; Memory management; Program processors; Strips; Code layout; embedded systems; energy consumption; scratchpad memory.;
fLanguage :
English
Journal_Title :
Computers, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9340
Type :
jour
DOI :
10.1109/TC.2011.122
Filename :
5953582
Link To Document :
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