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基于深度可分离卷积神经网络的关键词识别系统 被引量:4
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作者 王帅 彭意兵 何顶新 《微电子学与计算机》 北大核心 2019年第9期103-108,共6页
关键词识别系统是智能语音交互系统的重要组成部分.本文使用Google语音命令数据集,探索使用传统卷积神经网络和深度可分离卷积神经网络在关键词识别任务中的应用,对两种卷积神经网络模型从识别率、计算量、内存消耗进行对比,并提出适用... 关键词识别系统是智能语音交互系统的重要组成部分.本文使用Google语音命令数据集,探索使用传统卷积神经网络和深度可分离卷积神经网络在关键词识别任务中的应用,对两种卷积神经网络模型从识别率、计算量、内存消耗进行对比,并提出适用于受限设备的低资源、较高识别率的网络模型.实验结果显示无论传统卷积神经网络还是深度可分离卷积神经网络在关键词识别任务中的表现都优于传统的的隐马尔科夫模型和全连接深度学习模型,而深度可分离卷积神经网络进一步优于传统卷积神经网络. 展开更多
关键词 关键词识别 卷积神经网络 深度可分离卷积神经网络 受限设备
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Rapid hemodilution is associated with increased sepsis and mortality among patients with severe acute pancreatitis 被引量:50
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作者 MAO En-qiang FEI Jian +3 位作者 peng yi-bing HUANG Jie TANG Yao-qing ZHANG Sheng-dao 《Chinese Medical Journal》 SCIE CAS CSCD 2010年第13期1639-1644,共6页
Background Hemoconcentration may be an important factor that determines the progression of severe acute pancreatitis (SAP). In addition, it has been proposed that biomarkers may be useful in predicting subsequent ne... Background Hemoconcentration may be an important factor that determines the progression of severe acute pancreatitis (SAP). In addition, it has been proposed that biomarkers may be useful in predicting subsequent necrosis in SAP. However, it is still uncertain whether hemodilution in a short term can improve outcome. We aimed to investigate the effect of rapid hemodilution on the outcome of patients with SAP. Methods One hundred and fifteen patients were admitted prospectively according to the criteria within 24 hours of SAP onset. Patients were randomly assigned to either rapid hemodilution (hematocrit (HCT) 〈35%, n=56) or slow hemodilution (HCT 〉35%, n=-59) within 48 hours of onset. Balthazar CT scores were calculated on admission, day 7, and day 14, after onset of the disease. Time interval for sepsis presented, incidence of sepsis within 28 days and in-hospital survival rate were determined. Results The amount of fluid used in rapid hemodilution was significantly more than that used in slow hemodilution (P 〈0.05) on the admission day, the first day, and the second day. There were significant differences between the rapid and slow hemodilution group in terms of hematocrit, oxygenation index, pH values, APACHE II scores and organ dysfunction at different time during the first week. There were significant differences in the time interval to sepsis in rapid hemodilution ((7.4±1.9) days) compared with the slow hemodilution group ((10.2±2.3) days), and the incidence of sepsis (78.6%) was higher in the rapid group compared to the slow (57.6%) in the first 28 days. The survival rate of the slow hemodilution group (84.7%) was better than the rapid hemodilution (66.1%. P 〈0.05). Conclusions Rapid hemodilution can increase the incidence of sepsis within 28 days and in-hospital mortality. Hematocrit should be maintained between 30%-40% in the acute response stage. 展开更多
关键词 acute pancreatitis HEMODILUTION sepsis multiple organ dysfunction syndrome mortality
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