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基于文本指导的层级自适应融合的多模态情感分析 被引量:1
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作者 卢婵 郭军军 +2 位作者 谭凯文 相艳 余正涛 《山东大学学报(理学版)》 CAS CSCD 北大核心 2023年第12期31-40,51,共11页
提出了一种基于文本模态指导的多模态层级自适应融合方法,以文本模态信息为指导实现多模态信息的层级自适应筛选及融合。首先,基于跨模态注意力机制实现两两模态之间的重要性信息表征;然后通过多模态自适应门控机制实现基于多模态重要... 提出了一种基于文本模态指导的多模态层级自适应融合方法,以文本模态信息为指导实现多模态信息的层级自适应筛选及融合。首先,基于跨模态注意力机制实现两两模态之间的重要性信息表征;然后通过多模态自适应门控机制实现基于多模态重要信息的层级自适应融合;最后综合多模态特征和模态重要性信息实现多模态情感分析。在公共数据集MOSI和MOSEI上的实验结果表明:对比基线模型,本文所提方法在准确率与F_(1)值方面分别提升了0.76%和0.7%。 展开更多
关键词 多模态情感分析 多模态融合 注意力机制 门控网络
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Bioturbation coefficients and organic carbon degradation rates of deep-sea sediments in the central-eastern tropical Pacific
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作者 Feng Lin Cai Lin +5 位作者 Xiuwu Sun Hui Lin Li Lin Fangfang Deng kaiwen tan Peng Lin 《Acta Oceanologica Sinica》 SCIE CAS 2024年第10期100-106,共7页
The biogeochemical processes of marine sediments are influenced by bioturbation and organic carbon decomposition,which is crucial for understanding global element cycles and climate change.Two sediment cores were acqu... The biogeochemical processes of marine sediments are influenced by bioturbation and organic carbon decomposition,which is crucial for understanding global element cycles and climate change.Two sediment cores were acquired in 2017 from abyssal basins in the central-eastern tropical Pacific to determine the bioturbation and organic carbon degradation processes.The radioactivity concentrations of 210Pb and 226Ra in the sediment cores were measured,indicating the presence of significant excess 210Pb(210Pbex)signals in the sediment cores.Besides,a manganese nodule was discovered in one core,which had a substantial influence on the distribution of 210Pbex.With the exception of this anomalous finding,the bioturbation coefficients in the remaining core were estimated to be 10.6 cm^(2)/a using a steady-state diffusion model,greater than most of the deep-sea sediments from the equatorial eastern Pacific.By using a bio-diffusion model,we further calculated the degradation rates of organic carbon(8.02 ka-1),which is also higher than other areas of the Pacific.Our findings displayed the presence of a biologically active benthic ecosystem in the central-eastern tropical Pacific. 展开更多
关键词 210Pb 226Ra bioturbation tropical Pacific organic carbon degradation rate
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