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基于BP神经网络的页岩静弹性模量预测研究 被引量:5
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作者 侯连浪 梁利喜 +1 位作者 刘向君 熊健 《科学技术与工程》 北大核心 2016年第30期176-180,195,共6页
页岩的静弹性模量是页岩油气资源勘探开发整个过程的重要参数,现阶段页岩静弹性模量的预测往往是先使用岩芯纵波时差及密度计算出动态弹性模量,再寻找动、静态弹性模量之间的关系。岩石矿物组成的差异常常导致常规思路得到的动、静态弹... 页岩的静弹性模量是页岩油气资源勘探开发整个过程的重要参数,现阶段页岩静弹性模量的预测往往是先使用岩芯纵波时差及密度计算出动态弹性模量,再寻找动、静态弹性模量之间的关系。岩石矿物组成的差异常常导致常规思路得到的动、静态弹性模量的相关性较差,预测结果难以满足工程需求。为完成对研究区块岩芯的静弹性模量预测研究,首先对岩芯进行密度及纵波时差的测量;而后运用全岩矿物分析、黏土矿物分析及三轴压缩试验的方法对岩芯静弹性模量进行对比分析;并由三轴压缩试获取岩芯静弹性模量。按输入变量的不同建立并训练了三个BP神经网络预测系统;并对三个预测系统的应用效果加以对比分析。分析结果表明:只以岩芯密度和纵波时差为输入变量的BP神经网络的预测效果较差;以岩芯密度、纵波时差、石英含量及伊利石含量为输入变量时的BP神经网络预测效果较好,以岩芯密度、纵波时差、石英含量、方解石含量、伊利石含量及伊/蒙混层含量为输入变量时的BP网络预测效果最好。 展开更多
关键词 页岩 BP神经网络 密度 纵波时差 矿物组成 静弹性模量
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Optical SDMA for applying compressive sensing in WSN 被引量:1
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作者 Xuewen Liu Song Xiao Lei Quan 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2016年第4期780-789,共10页
In order to apply compressive sensing in wireless sensor network, inside the nodes cluster classified by the spatial correlation, we propose that a cluster head adopts free space optical communication with space divis... In order to apply compressive sensing in wireless sensor network, inside the nodes cluster classified by the spatial correlation, we propose that a cluster head adopts free space optical communication with space division multiple access, and a sensor node uses a modulating retro-reflector for communication. Thus while a random sampling matrix is used to guide the establishment of links between head cluster and sensor nodes, the random linear projection is accomplished. To establish multiple links at the same time, an optical space division multiple access antenna is designed. It works in fixed beams switching mode and consists of optic lens with a large field of view(FOV), fiber array on the focal plane which is used to realize virtual channels segmentation, direction of arrival sensor, optical matrix switch and controller. Based on the angles of nodes' laser beams, by dynamically changing the route, optical matrix switch actualizes the multi-beam full duplex tracking receiving and transmission. Due to the structure of fiber array, there will be several fade zones both in the focal plane and in lens' FOV. In order to lower the impact of fade zones and harmonize multibeam, a fiber array adjustment is designed. By theoretical, simulated and experimental study, the antenna's qualitative feasibility is validated. 展开更多
关键词 wireless sensor network compressive sensing space division multiple access optical matrix switch laser beam tracking
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