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图神经网络综述 被引量:62
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作者 马帅 刘建伟 左信 《计算机研究与发展》 EI CSCD 北大核心 2022年第1期47-80,共34页
近几年来,将深度学习应用到处理和图结构数据相关的任务中越来越受到人们的关注.图神经网络的出现使其在上述任务中取得了重大突破,比如在社交网络、自然语言处理、计算机视觉甚至生命科学等领域得到了非常广泛的应用.图神经网络可以把... 近几年来,将深度学习应用到处理和图结构数据相关的任务中越来越受到人们的关注.图神经网络的出现使其在上述任务中取得了重大突破,比如在社交网络、自然语言处理、计算机视觉甚至生命科学等领域得到了非常广泛的应用.图神经网络可以把实际问题看作图中节点之间的连接和消息传播问题,对节点之间的依赖关系进行建模,从而能够很好地处理图结构数据.鉴于此,系统综述了图神经网络模型以及应用.首先从谱域、空间域和池化3方面对图卷积神经网络进行了阐述.然后,描述了基于注意力机制和自编码器的图神经网络模型,并补充了一些其他方法实现的图神经网络.其次,总结了针对图神经网络能不能做大做深等问题的讨论分析.进而,概括了图神经网络的4个框架.还详细说明了在图神经网络在自然语言处理、计算机视觉等方面的应用.最后,对图神经网络未来的研究进行了展望和总结.相较于已有的图神经网络综述文章,详细阐述了谱理论知识,并对基于谱域的图卷积神经网络体系进行全面总结.同时,给出了针对空间域图卷积神经网络效率低的改进模型这一新的分类标准.并总结了针对图神经网络表达能力、理论保障等的讨论分析,增加了新的框架模型.在应用部分,阐述了图神经网络的最新应用. 展开更多
关键词 图结构数据 图神经网络 图卷积神经网络 谱域 空间域和池化
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深度先验图像特征在城市遥感大数据中的应用
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作者 申金晟 池明旻 《计算机系统应用》 2018年第9期33-39,共7页
图像特征提取始终是计算机视觉和图像处理的核心任务.随着深度学习的快速发展,卷积神经网络逐渐取代传统图像特征算子,成为特征提取的主要算法.本文针对城市遥感数据众包标记系统中的数据关联问题,结合卷积神经网络和池化编码,提出基于... 图像特征提取始终是计算机视觉和图像处理的核心任务.随着深度学习的快速发展,卷积神经网络逐渐取代传统图像特征算子,成为特征提取的主要算法.本文针对城市遥感数据众包标记系统中的数据关联问题,结合卷积神经网络和池化编码,提出基于深度先验的图像特征提取方法.该特征能有效聚焦室外图像近处物体,并通过图像检索实验验证了其对室外图像的良好表征能力. 展开更多
关键词 图像特征提取 城市遥感大数据 和池化 深度先验
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Electrocatalysts development for hydrogen oxidation reaction in alkaline media:From mechanism understanding to materials design 被引量:1
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作者 Yang Qiu Xiaohong Xie +1 位作者 Wenzhen Li Yuyan Shao 《Chinese Journal of Catalysis》 SCIE EI CAS CSCD 2021年第12期2094-2104,共11页
Anion exchange membrane(AEM)fuel cells have gained great attention partially due to the advantage of using non-precious metal as catalysts.However,the reaction kinetics of hydrogen oxidation reaction(HOR)is two orders... Anion exchange membrane(AEM)fuel cells have gained great attention partially due to the advantage of using non-precious metal as catalysts.However,the reaction kinetics of hydrogen oxidation reaction(HOR)is two orders of magnitude slower in alkaline systems than in acid.To understand the slower kinetics of HOR in base,two major theories have been proposed,such as(1)pH dependent hydrogen binding energy as a major descriptor for HOR;and(2)bifunctional theory based on the contributions of both hydrogen and hydroxide adsorption for HOR in alkaline electrolyte.Here,we discuss the possible HOR mechanisms in alkaline electrolytes with the corresponding change in their Tafel behavior.Apart from the traditional Tafel-Volmer and Heyrovsky-Volmer HOR mechanisms,the recently proposed hydroxide adsorption step is also discussed to illustrate the difference in HOR mechanisms in acid and base.We further summarize the representative works of alkaline HOR catalyst design(e.g.,precious metals,alloy,intermetallic materials,Ni-based alloys,carbides,nitrides,etc.),and briefly describe their fundamental HOR reaction mechanism to emphasize the difference in elementary reaction steps in alkaline medium.The strategy of strengthening local interaction that facilitates both H2 desorption and Hads+OHads recombination is finally proposed for future HOR catalyst design in alkaline environment. 展开更多
关键词 Hydrogen oxidation reaction Alkaline electrolyte Fuel cell ELECTROCATALYST ELECTROCATALYSIS Hydrogen and hydroxide binding energy
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Investigations on pool boiling critical heat flux, transient characteristics and bonding strength of heater wire with aqua based reduced graphene oxide nanofluids
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作者 R. Kamatchi G. Kumaresan 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2018年第3期445-454,共10页
In the present work, the pool boiling critical heat flux, transient heat transfer characteristics, and bonding strength of thin Ni-Cr wire with aqua based reduced graphene oxide(r GO) nanofluids are experimentally stu... In the present work, the pool boiling critical heat flux, transient heat transfer characteristics, and bonding strength of thin Ni-Cr wire with aqua based reduced graphene oxide(r GO) nanofluids are experimentally studied. Results indicate:(i) the critical heat flux(CHF) of 0.01, 0.05, 0.1, 0.2, and 0.3 g·L^(-1) concentrations of r GO-water nanofluids varies from 1.42 to 2.40 MW·m^(-2);(ii) the CHF remains same for the tested samples during transient heat transfer studies and(iii) a constant value of CHF upto 10 tests when the nanocoated Ni-Cr wire is tested with DI water and deterioration occurs beyond this which implies a chance of peel off of r GO layer below the critical coating thickness. 展开更多
关键词 Reduced graphene oxide Pool boiling Nanoparticle deposition Transient characteristics
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