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一种基于卷积神经网络的环境声音分类方法 被引量:2
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作者 朱敏 邓伟 赵力 《电子器件》 CAS 北大核心 2021年第2期423-427,共5页
卷积神经网络(CNN)辨别频域-时域模式的能力使其适合于环境声音分类。然而数据的相对稀缺使该方法的应用受限。所以使用数据增强与卷积神经网络结合的方法来克服这一难点。首先,提出使用音频数据增强来增加训练数据,然后提出了一种卷积... 卷积神经网络(CNN)辨别频域-时域模式的能力使其适合于环境声音分类。然而数据的相对稀缺使该方法的应用受限。所以使用数据增强与卷积神经网络结合的方法来克服这一难点。首先,提出使用音频数据增强来增加训练数据,然后提出了一种卷积神经网络模型进行分类。所提出的方法对于环境声音分类的准确率达到了79.5%,这种方法既优于没有增强的CNN模型也优于具有增强的SVM模型。 展开更多
关键词 环境声音分类 环境声音数据 数据增强 卷积神经网络
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A Secure-Efficient Data Collection Algorithm Based on Self-Adaptive Sensing Model in Mobile Internet of Vehicles 被引量:1
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作者 LIANG Wei RUAN Zhiqiang +1 位作者 TANG Mingdong LI Peng 《China Communications》 SCIE CSCD 2016年第2期121-129,共9页
Existing research on data collection using wireless mobile vehicle network emphasizes the reliable delivery of information.However,other performance requirements such as life cycle of nodes,stability and security are ... Existing research on data collection using wireless mobile vehicle network emphasizes the reliable delivery of information.However,other performance requirements such as life cycle of nodes,stability and security are not set as primary design objectives.This makes data collection ability of vehicular nodes in real application environment inferior.By considering the features of nodes in wireless IoV,such as large scales of deployment,volatility and low time delay,an efficient data collection algorithm is proposed for mobile vehicle network environment.An adaptive sensing model is designed to establish vehicular data collection protocol.The protocol adopts group management in model communication.The vehicular sensing node in group can adjust network sensing chain according to sensing distance threshold with surrounding nodes.It will dynamically choose a combination of network sensing chains on basis of remaining energy and location characteristics of surrounding nodes.In addition,secure data collection between sensing nodes is undertaken as well.The simulation and experiments show that the vehicular node can realize secure and real-time data collection.Moreover,the proposed algorithm is superior in vehicular network life cycle,power consumption and reliability of data collection by comparing to other algorithms. 展开更多
关键词 wireless vehicle network datacollection protocol network sensing chain self'-adaptive sensing sensing distance threshold.
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Differentiating Data Collection for Cloud Environment Monitoring 被引量:2
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作者 MENG You LUAN Zhongzhi QIAN Depei 《China Communications》 SCIE CSCD 2014年第4期13-24,共12页
In a growing number of information processing applications,data takes the form of continuous data streams rather than traditional stored databases.Monitoring systems that seek to provide monitoring services in cloud e... In a growing number of information processing applications,data takes the form of continuous data streams rather than traditional stored databases.Monitoring systems that seek to provide monitoring services in cloud environment must be prepared to deal gracefully with huge data collections without compromising system performance.In this paper,we show that by using a concept of urgent data,our system can shorten the response time for most 'urgent' queries while guarantee lower bandwidth consumption.We argue that monitoring data can be treated differently.Some data capture critical system events;the arrival of these data will significantly influence the monitoring reaction speed which is called urgent data.High speed urgent data collections can help system to react in real time when facing fatal errors.A cloud environment in production,MagicCube,is used as a test bed.Extensive experiments over both real world and synthetic traces show that when using urgent data,monitoring system can lower the response latency compared with existing monitoring approaches. 展开更多
关键词 cloud computing cloud monitoring urgent data rule engine CONSTRAINT
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