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基于网络表示学习的机会网络链路预测 被引量:2
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作者 刘琳岚 宋修洋 陈宇斌 《北京邮电大学学报》 EI CAS CSCD 北大核心 2022年第4期64-69,103,共7页
针对机会网络的多维链路属性和网络结构动态变化的特点,提出基于网络表示学习的链路预测方法。设置切片时长,将机会网络转化为网络快照序列,利用多维链路属性表示每个快照内的链路状态。采用网络表示学习方法聚合邻居节点的多维链路属性... 针对机会网络的多维链路属性和网络结构动态变化的特点,提出基于网络表示学习的链路预测方法。设置切片时长,将机会网络转化为网络快照序列,利用多维链路属性表示每个快照内的链路状态。采用网络表示学习方法聚合邻居节点的多维链路属性,并映射为低维的属性嵌入矩阵;采用基于注意力机制改进的循环神经网络学习网络拓扑随时间动态演化的规律,提取属性嵌入矩阵之间的时序特征;在输出层建立时序特征与链路状态之间的映射关系,实现下一时刻整网的链路预测。在Infocom-05和Hyccups等数据集上的实验结果表明,与现有同类方法相比,所提方法具有更高的预测精度。 展开更多
关键词 机会网络 链路预测 网络表示学习 注意力机制
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Effect of the Structure Parameters of a Low Swirler on Premixed Characteristics
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作者 SHEN Siyuan song xiuyang +2 位作者 ZONG Chao JI Chenzhen ZHU Tong 《Journal of Thermal Science》 SCIE EI CAS CSCD 2022年第1期207-213,共7页
Combustion with lean premixed and low swirl is an effective way of flame organization.It can improve the flame stability and reduce NOX emission.In this kind of combustion,one of the most important issues is fuel/air ... Combustion with lean premixed and low swirl is an effective way of flame organization.It can improve the flame stability and reduce NOX emission.In this kind of combustion,one of the most important issues is fuel/air premixed characteristics.How the structure parameters influence that issue is figured out through numerical simulation.The structure parameters concerned in the study are as follows.They are shape of blades,number of blades,location and shape of gas jet.The influences of them are analysed with comprehensive consideration of many aspects.With the same light shading rate and stagger angle,the axial swirler with curved blades has worse premixed uniformity and lower pressure loss than the one with straight blades.With the same structure of each blade,the decrease of the quantity of blades does influence the pressure loss,while the quantity of gas jets changes correspondingly.But it has little effect on premixed uniformity in a certain range.However,more blades make contribution to better premixed performance.When the total flow area is the same,the axial and circumferential positions of the fuel jets also greatly influence the premixing process.When the fuel jets are upstream the blades and locate at middle of the vanes,the premixing performance is the best.Meanwhile,the jet direction of the fuel jets is a very important influencing factor of the premixing process.When the fuel jet direction is oblique downward at an angle of 30°to the horizontal,the premixing effect is better than the horizontal outflow,which is better than the oblique upward structure. 展开更多
关键词 micro gas turbine low swirler premixed characteristics numerical simulation
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