A performance evaluation of a general parallel processing model

1990 ◽  
Vol 18 (1) ◽  
pp. 13-26 ◽  
Author(s):  
Randolph Nelson
Keyword(s):  
Performance Evaluation ◽  
Parallel Processing ◽  
Parallel Processing Model ◽  
A Performance

scholarly journals CitiusSynapse: A Deep Learning Framework for Embedded Systems

2021 ◽  
Vol 11 (23) ◽  
pp. 11570
Author(s):  
Seungtae Hong ◽  
Hyunwoo Cho ◽  
Jeong-Si Kim
Keyword(s):  
Performance Evaluation ◽  
Deep Learning ◽  
Parallel Processing ◽  
Embedded Systems ◽  
Structural Characteristics ◽  
Limited Resources ◽  
Learning Framework ◽  
Conventional Methods ◽  
Active Research ◽  
A Performance

As embedded systems, such as smartphones with limited resources, have become increasingly popular, active research has recently been conducted on performing on-device deep learning in such systems. Therefore, in this study, we propose a deep learning framework that is specialized for embedded systems with limited resources, the operation processing structure of which differs from that of standard PCs. The proposed framework supports an OpenCL-based accelerator engine for accelerator deep learning operations in various embedded systems. Moreover, the parallel processing performance of OpenCL is maximized through an OpenCL kernel that is optimized for embedded GPUs, and the structural characteristics of embedded systems, such as unified memory. Furthermore, an on-device optimizer for optimizing the performance in on-device environments, and model converters for compatibility with conventional frameworks, are provided. The results of a performance evaluation show that the proposed on-device framework outperformed conventional methods.

A performance evaluation and modification of the UNICEF upward-flow water filter

Waterlines ◽  
1993 ◽  
Vol 12 (2) ◽  
pp. 29-31 ◽  
Author(s):  
Vinay Pratap Singh ◽  
Malay Chaudhuri
Keyword(s):  
Performance Evaluation ◽  
Upward Flow ◽  
Water Filter ◽  
A Performance

scholarly journals SRPerf: a Performance Evaluation Framework for IPv6 Segment Routing

2020 ◽  
pp. 1-1
Author(s):  
Ahmed Abdelsalam ◽  
Pier Luigi Ventre ◽  
Carmine Scarpitta ◽  
Andrea Mayer ◽  
Stefano Salsano ◽  
...  
Keyword(s):  
Performance Evaluation ◽  
Evaluation Framework ◽  
A Performance
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