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基于双流结构缩放和多重注意力机制的轻量级脑电情感识别方法
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作者 雷颖 刘峰 《计算机科学》 CSCD 北大核心 2023年第S01期229-237,共9页
脑电情感识别是一个复杂程度高、信息密度大、海量数据的多通道时序信号分类问题。为在保持现有分类精度的情况下减少计算参数量,实现脑电情感识别的精度与性能最优,提出了一种基于双流结构缩放和多重注意力机制的轻量级网络(LDM-EEG)... 脑电情感识别是一个复杂程度高、信息密度大、海量数据的多通道时序信号分类问题。为在保持现有分类精度的情况下减少计算参数量,实现脑电情感识别的精度与性能最优,提出了一种基于双流结构缩放和多重注意力机制的轻量级网络(LDM-EEG)。该网络以基于脑电信号的微分熵特征构造的时域-空域图谱和频域-空域图谱作为输入,采用对称的双流结构对上述两种特征分别处理,通过节约参数的新型残差模块和网络缩放机制来实现轻量化,并利用新型的通道-时/频-空多重注意力机制和后注意力机制提升模型特征聚合能力。实验结果表明,在参数量明显减小的情况下,模型在SEED数据集上实现了95.18%的准确率,达到了领域的最优结果。进一步地,在略低于现有模型准确率的基础上,其将参数量缩减了98%。 展开更多
关键词 脑电情感识别 时频双流 多重注意力 轻量级 结构缩放 可计算情感
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基于试验数据的车身侧面碰撞子结构仿真分析
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作者 韦东来 赵素 徐连仪 《上海电机学院学报》 2016年第5期249-253,共5页
目前侧面碰撞有限元仿真分析仍存在预测精度不高、计算时间比较长等问题。提出了一种新的给定结构运动(PSM)缩放方法,根据有限元分析结果与试验传感器数据的误差,在每个时间点上对结构仿真结果进行比例缩放,通过缩放车门内板和B柱等子... 目前侧面碰撞有限元仿真分析仍存在预测精度不高、计算时间比较长等问题。提出了一种新的给定结构运动(PSM)缩放方法,根据有限元分析结果与试验传感器数据的误差,在每个时间点上对结构仿真结果进行比例缩放,通过缩放车门内板和B柱等子结构上有限元节点的运动轨迹,修正成与试验一致的结果。实际应用表明,修正之后的PSM侧面碰撞模型在假人接触时刻、载荷分布和峰值等重要评价指标上都较未缩放时的数据得到了明显的改善,而且在很大程度上减少了计算时间。 展开更多
关键词 侧面碰撞 结构 给定结构运动 汽车车身 仿真
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一种等效3-P_zP_xS并联机构设计与运动学性能分析 被引量:2
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作者 吕叶萍 许勇 +2 位作者 宋伟 梁诤 刘勇 《机械传动》 北大核心 2020年第1期72-78,共7页
针对多轴联动混联加工平台的构型创新需求,综合出一种支链中含平面缩放结构单元的新型2R1T并联机构--3-P_zP_xS。提出并优选了支链构型,验证了机构自由度;推导获得了机构位置正逆解析解,便于后续的运动规划及控制;基于机构雅可比矩阵,... 针对多轴联动混联加工平台的构型创新需求,综合出一种支链中含平面缩放结构单元的新型2R1T并联机构--3-P_zP_xS。提出并优选了支链构型,验证了机构自由度;推导获得了机构位置正逆解析解,便于后续的运动规划及控制;基于机构雅可比矩阵,确定了机构发生正运动学奇异的位形参数条件;采用边界搜索法获得机构可达工作空间后,确定机构具有大的转动能力。相关成果为混联高效数控加工中心的研究奠定了理论基础。 展开更多
关键词 结构单元 2T1R运动 运动学分析 奇异性
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Insight into fouling behavior of poly(vinylidene fluoride)(PVDF)hollow fiber membranes caused by dextran with different pore size distributions 被引量:9
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作者 Kailiang Zeng Jie Zhou +7 位作者 Zhaoliang Cui Yue Zhou Chuan Shi Xiaozu Wang Liyue Zhou Xiaobin Ding Zhaohui Wang Enrico Drioli 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2018年第2期268-277,共10页
Membrane fouling is the key problem that occurs in membrane process for water treatment. However, how membrane microstructure influences the fouling behavior is still not clear. In this study, fouling behavior caused ... Membrane fouling is the key problem that occurs in membrane process for water treatment. However, how membrane microstructure influences the fouling behavior is still not clear. In this study, fouling behavior caused by dextran was deeply and systematically investigated by employing four poly(vinylidene fluoride) (PVDF) membranes with different pore sizes, ranging from 24 to 94 nm. The extent of fouling by dextran was accurately characterized by pore reduction, flux decline, and the change of critical flux. The result shows that membrane with the smallest pore size of 24 nm experienced the smallest fouling rate and the lowest fouling extent. As the membrane pore size increased, the critical flux ranges were 105-114, 63-73, 38-44 and 34- 43 L. m 2. h t, respectively. The critical flux and fouling resistances indicated that the fouling propensity in- creases with the increase of membrane pore size. Two pilot membrane modules with mean pore size of 25 nm and 60 nm were applied in membrane filtration of surface water treatment. The results showed that serious ir- reversible membrane fouling occurred on the membrane with pore size of 60 nm at the permeate flux of 40.5 L.m 2.h 1. On the other hand, membrane with pore size of 25 nm exhibited much better anti-fouling per- formance when permeate flux was set to 40.5, 48 and 60 L-m 2-h- 1. 展开更多
关键词 PVDF membrane Fouling behavior Pore size distribution
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Proposed Simplified Procedure for Safety Factor Scaling for Various Life Cycles
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作者 Eliezer Shamir 《Journal of Civil Engineering and Architecture》 2014年第10期1317-1326,共10页
It is common to assume that structures are designed in view of 50 year life cycle as per Euro-Code 2 and other codes. In special cases, structures are designed in view of longer life cycle, such as bridges, important ... It is common to assume that structures are designed in view of 50 year life cycle as per Euro-Code 2 and other codes. In special cases, structures are designed in view of longer life cycle, such as bridges, important infrastructure facilities, important religious structures or in case of extended returning period of seismic event or floods. Beside issues of durability and maintenance aspects, this involves also the need to cover the probability of exceeding characteristic design live loads during the extended period, while keeping the same levels of the accepted risk that were assumed by the various codes, as good enough for the standard 50 year life cycle. Bearing in mind that design procedures, formulations, materials characteristic strengths and partial safety factors are used for these structures as per the existing codes, scaling of partial safety factors, or alternatively an additional "compensating" factor is required. A simplified approach and procedure to arrive at a reasonable calibration of the code safety factors based on 50 years to compensate for an extended life cycle, based upon structural reliability considerations, is proposed. 展开更多
关键词 Life cycle code calibration SCALING safety factors target reliability factor.
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New scaling for compressible wall turbulence 被引量:1
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作者 PEI Jie CHEN Jun +1 位作者 FAZLE Hussain SHE ZhenSu 《Science China(Physics,Mechanics & Astronomy)》 SCIE EI CAS 2013年第9期1770-1781,共12页
Classical Mach-number(M) scaling in compressible wall turbulence was suggested by van Driest(Van Driest E R.Turbulent boundary layers in compressible fluids.J Aerodynamics Science,1951,18(3):145-160) and Huang et al.(... Classical Mach-number(M) scaling in compressible wall turbulence was suggested by van Driest(Van Driest E R.Turbulent boundary layers in compressible fluids.J Aerodynamics Science,1951,18(3):145-160) and Huang et al.(Huang P G,Coleman G N,Bradshaw P.Compressible turbulent channel flows:DNS results and modeling.J Fluid Mech,1995,305:185-218).Using a concept of velocity-vorticity correlation structure(VVCS),defined by high correlation regions in a field of two-point cross-correlation coefficient between a velocity and a vorticity component,we have discovered a limiting VVCS as the closest streamwise vortex structure to the wall,which provides a concrete Morkovin scaling summarizing all compressibility effects.Specifically,when the height and mean velocity of the limiting VVCS are used as the units for the length scale and the velocity,all geometrical measures in the spanwise and normal directions,as well as the mean velocity and fluctuation(r.m.s) profiles become M-independent.The results are validated by direct numerical simulations(DNS) of compressible channel flows with M up to 3.Furthermore,a quantitative model is found for the M-scaling in terms of the wall density,which is also validated by the DNS data.These findings yield a geometrical interpretation of the semi-local transformation(Huang et al.,1995),and a conclusion that the location and the thermodynamic properties associated with the limiting VVCS determine the M-effects on supersonic wall-bounded flows. 展开更多
关键词 compressible channel flow coherent structures correlation structures Morkovin's hypothesis
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