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基于异构SoC卷积神经网络加速器的设计与实现 被引量:1
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作者 曾春明 《现代计算机》 2021年第9期3-7,共5页
针对卷积神经网络在硬件资源受限的移动边缘端设备上运行慢的问题,提出一种基于异构SoC的卷积神经网络差异化量化加速系统。首先提出一种差异化量化方法,针对深度卷积神经网络ResNet-50不同层进行不同程度的量化。其次采用HLS高层次综... 针对卷积神经网络在硬件资源受限的移动边缘端设备上运行慢的问题,提出一种基于异构SoC的卷积神经网络差异化量化加速系统。首先提出一种差异化量化方法,针对深度卷积神经网络ResNet-50不同层进行不同程度的量化。其次采用HLS高层次综合工具完成FPGA硬件加速模块编码。最后针对ResNet-50在ImageNet数据集上进行不同量化方案的精度和加速比测试。实验结果表明与在ARM下的推理时间相比,该异构加速系统的最小加速比为2.86,最大加速比为11.43。其中,最小加速比与最大加速比为3.99倍,Top1精度比值为1.044,精度损失相对百分比为4.22%。 展开更多
关键词 卷积神经网络 异构SoC 差异化量化 现场可编程门阵列
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Variability of Surface Sensible Heat Flux over Northwest China 被引量:6
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作者 ZHOU Lian-Tong WU Ren-Guang HUANG Rong-Hui 《Atmospheric and Oceanic Science Letters》 2010年第2期75-80,共6页
The present study documents the variability of surface sensible heat flux over Northwest China using station observations for the period 1961 2000.It is found that the afternoon and nighttime sensible heat flux variat... The present study documents the variability of surface sensible heat flux over Northwest China using station observations for the period 1961 2000.It is found that the afternoon and nighttime sensible heat flux variations are remarkably different.The variability of the instant flux in the afternoon is much larger than in the nighttime.The afternoon and nighttime flux anomalies tend to be opposite.The diurnal and seasonal dependence of sensible heat flux variations is closely related to the diurnal cycle of mean land-air temperature difference.The relationship of sensible heat flux with land-air temperature difference based on the instant value differs from that based on the daily mean.The present study indicates the importance for the models to properly simulate mean land-air temperature difference and its diurnal and seasonal variations in order to capture surface sensible heat flux variability over Northwest China and predicts its plausible impacts on climate. 展开更多
关键词 sensible heat flux land-air temperature difference wind speed
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What the Hell Am I Doing Here? A Look at a Series of Geriatric Centers, Profile of the Institutionalized Persons and Reasons for Admission
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作者 Pascual Lopez, Jose A. Rodriguez Lavado, Paula +2 位作者 Garcia Jimenez, Catalina Martinez Valero, Francisco J. Aracil Femeindez, Javier 《Journal of Life Sciences》 2017年第1期47-52,共6页
The main objective of this study was always to know the profile of the institutionalized people in our environment, to know their reality: age, age of admission, level of dependency and evolution during their stay, y... The main objective of this study was always to know the profile of the institutionalized people in our environment, to know their reality: age, age of admission, level of dependency and evolution during their stay, years of stay, number of children, reason for admission. We use data from more than 600 patients from different residences of different backgrounds: public and private, lay and religious, rural and urban. We performed a descriptive study expressing the results in percentages with standard deviation and later evaluated the statistical significance of the differences using the student's t-test for the quantitative and Chi-square variables to compare qualitative variables. The results of the study are numerous and of diverse nature, because of their extension, from the general profile of the resident, to the important gender differences, attributed in principle to the different roles of each gender in the studied generations. There are also differences depending on the funding, the reason for admission or the environment. This is at the end only the beginning of a large comparative study with non-institutionalized population, in order to compare this population. 展开更多
关键词 Geriatric assessment aged housing of the elderly patient admission healthcare financing environment sex.
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