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结合双向混合约束和弹性验证机制的跨模态动作匹配
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作者 何雨霖 彭淑娟 +1 位作者 柳欣 崔振 《计算机辅助设计与图形学学报》 EI CSCD 北大核心 2023年第4期503-515,共13页
由于视频骨骼数据的复杂性及语义鸿沟问题,现有的动作匹配方法无法较好地解决不同模态运动数据间的关联匹配问题.为此,提出一个面向RGB视频-三维骨骼数据的跨模态动作匹配学习方法.首先,设计跨模态动作匹配框架,挖掘RGB视频数据和骨骼... 由于视频骨骼数据的复杂性及语义鸿沟问题,现有的动作匹配方法无法较好地解决不同模态运动数据间的关联匹配问题.为此,提出一个面向RGB视频-三维骨骼数据的跨模态动作匹配学习方法.首先,设计跨模态动作匹配框架,挖掘RGB视频数据和骨骼序列数据间的共同语义信息;其次,引入权值共享的多模态双层残差结构和双向混合约束,用于挖掘模态间关联,从而生成共享语义嵌入的跨模态表示,极大地提高数据利用率和提升模型的性能;最后,提出弹性验证模块,促使网络在共享语义空间中专注于鉴别性动作特征的学习,有效地提升模型的泛化性能.实验结果表明,该框架可以更加有效地解决RGB视频和骨骼序列2个模态间的动作匹配任务,并在NTU-RGBD和JHMDB数据集上的跨模态ACC和MAP定量分析指数方面均优于现有3种基准算法,较好地实现了异构模态动作间的灵活跨越. 展开更多
关键词 跨模态动作匹配 双层残差结构 双向混合约束 弹性验证
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Dynamic analysis of elastic screen surface with multiple attached substructures and experimental validation 被引量:2
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作者 王宏 刘初升 +2 位作者 彭利平 蒋小伟 冀连权 《Journal of Central South University》 SCIE EI CAS 2012年第10期2910-2917,共8页
A feasible method to improve the reliability and processing efficiency of large vibrating screen via the application of an elastic screen surface with multiple attached substructures (ESSMAS) was proposed. In the ES... A feasible method to improve the reliability and processing efficiency of large vibrating screen via the application of an elastic screen surface with multiple attached substructures (ESSMAS) was proposed. In the ESSMAS, every screen rod, with ends embedded into elastomer, is coupled to the main screen structure in a relatively flexible manner. The theoretical analysis was conducted, which consists of establishing dynamic model promoted from the fuzzy structure theory as well as calculating for the equivalent stiffness of each attached structure. According to the numerical simulation using the NEWMARK-fl integration method, this assembling pattern significantly leads to the screen surface/rod having larger vibration intensity than that of the corresponding position on screen structure, which specifically, with an averaged acceleration amplitude increasing ratio of 11.37% in theoretical analysis and 20.27% in experimental test. The experimental results, within a tolerant error, also confirm the established model and demonstrate the feasibility of ESSMAS. 展开更多
关键词 mineral processing vibrating screen elastic screen surface attached substructures dynamic analysis reliability processing efficiency
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Dynamic analysis of new type elastic screen surface with multi degree of freedom and experimental validation 被引量:6
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作者 宋宝成 刘初升 +1 位作者 彭利平 李珺 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第4期1334-1341,共8页
A feasible method was proposed to improve the vibration intensity of screen surface via application of a new type elastic screen surface with multi degree of freedom(NTESSMDF). In the NTESSMDF, the primary robs were c... A feasible method was proposed to improve the vibration intensity of screen surface via application of a new type elastic screen surface with multi degree of freedom(NTESSMDF). In the NTESSMDF, the primary robs were coupled to the main screen structure with ends embedded into the elastomers, and the secondary robs were attached to adjacent two primary robs with elastic bands. The dynamic model of vibrating screen with NTESSMDF was established based on Lagrange's equation and the equivalent stiffnesses of the elastomer and elastic band were calculated. According to numerical simulation using the 4th order Runge-Kutta method, the vibration intensity of screen surface can be enhanced substantially with an averaged acceleration amplitude increasing ratio of 72.36%. The primary robs and secondary robs vibrate inversely in steady state, which would result in the friability of materials and avoid stoppage. The experimental results validate the dynamic characteristics with acceleration amplitude rising by62.93% on average, which demonstrates the feasibility of NTESSMDF. 展开更多
关键词 vibrating screen elastic screen surface multi degree of freedom dynamic analysis mesh stoppage prevention
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