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基于深度学习的水果图像识别系统 被引量:4
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作者 刘春妹 高洪民 +3 位作者 王学田 韩聪蓉 刘栖 沈婕 《微波学报》 CSCD 北大核心 2020年第S01期427-430,共4页
设计了一个基于深度学习网络的水果图像识别系统,并在TI的工业派开发板上加以实现。形成了一个摄像头实时采集图片、分类网络处理图片、分类结果实时显示的水果图像识别系统。整体设计内容主要包括三个部分,首先是深度学习网络的设计与... 设计了一个基于深度学习网络的水果图像识别系统,并在TI的工业派开发板上加以实现。形成了一个摄像头实时采集图片、分类网络处理图片、分类结果实时显示的水果图像识别系统。整体设计内容主要包括三个部分,首先是深度学习网络的设计与搭建,采用了稀疏化的CNN网络,主要包含卷积层、池化层以及全连接层的设计。另外对卷积层的权重进行了稀疏化设计,降低模型复杂度。其次是硬件电路设计,主要运用开发板的USB模块、串口模块、网络接口模块、HDMI视频输出模块,将摄像头、开发板、显示屏连接起来,搭建完整的硬件系统。最后是系统软件设计,主要包括深度学习的模型训练与导入部分,基于TIDLAPI,目标水果信息的获取与显示实现等。 展开更多
关键词 目标特性水果识别 稀疏网络设计 多角度识别 新零售
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Energy-constrained ferry route design for sparse wireless sensor networks 被引量:2
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作者 王勇 彭伟 +1 位作者 窦强 龚正虎 《Journal of Central South University》 SCIE EI CAS 2013年第11期3142-3149,共8页
In recent years,using message ferries as mechanical carriers of data has been shown to be an effective way to collect information in sparse wireless sensor networks.As the sensors are far away from each other in such ... In recent years,using message ferries as mechanical carriers of data has been shown to be an effective way to collect information in sparse wireless sensor networks.As the sensors are far away from each other in such highly partitioned scenario,a message ferry needs to travel a long route to access all the sensors and carry the data collected from the sensors to the sink.Typically,practical constraints(e.g.,the energy)preclude a ferry from visiting all sensors in a single tour.In such case,the ferry can only access part of the sensors in each tour and move back to the sink to get the energy refilled.So,the energy-constrained ferry route design(ECFRD)problem is discussed,which leads to the optimization problem of minimizing the total route length of the ferry,while keeping the route length of each tour below a given constraint.The ECFRD problem is proved to be NP-hard problem,and the integer linear programming(ILP)formulation is given.After that,efficient heuristic algorithms are proposed to solve this problem.The experimental results show that the performances of the proposed algorithms are effective in practice compared to the optimal solution. 展开更多
关键词 message ferry energy-constrained route design integer linear programming wireless sensor networks
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