Analyzing the Trade-Off between Power Consumption and Beamforming Algorithm Performance using a Hearing Aid ASIP

被引:0
|
作者
Gerlach, Lukas [1 ]
Paya-Vaya, Guillermo [1 ]
Liu, Shuang [1 ]
Weissbrich, Moritz [1 ]
Blume, Holger [1 ]
Marquardt, Daniel [2 ]
Doclo, Simon [2 ]
机构
[1] Leibniz Univ Hannover, Cluster Excellence Hearing4All, Inst Microelect Syst, Hannover, Germany
[2] Carl von Ossietzky Univ Oldenburg, Cluster Excellence Hearing4All, Dept Med Phys & Acoust, Oldenburg, Germany
关键词
FILTER;
D O I
暂无
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, the effects of application-specific instruction-set processor (ASIP) hardware optimizations on the performance of beamforming algorithms and on the hardware requirements (i.e., silicon area and power consumption) are studied. For that, the performance of three beamforming algorithms with different fixed-point implementations are compared using objective instrumental measures, i.e., PESQ, STOI, and iSNR. The proposed application-specific hardware optimizations are implemented in a VLIW-SIMD hearing aid processor, modifying the processor's datapath width, using a co-processor for the division operation and applying register file power optimizations. In total 24 different optimized processor configurations are studied. The result of this evaluation is that the same processor, running one of the beamformers, can be optimized, decreasing up to 2 times the silicon area requirements or up to 11 times the power consumption, thereby only slightly decreasing the overall algorithm performance (e.g., -2dB iSNR for a fixed beamformer).
引用
收藏
页码:88 / 96
页数:9
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