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金纳米棒状微粒的胶囊模型及吸收光谱 被引量:2
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作者 杨杨 颜丙海 王永昌 《光子学报》 EI CAS CSCD 北大核心 2005年第3期375-378,共4页
提出了金纳米棒状微粒的胶囊模型,用Waterman发展的T矩阵方法计算了金纳米棒状微粒的吸收光谱计算谱和实验谱基本符合,520nm左右处的吸收峰对应于金纳米棒的横向表面等离体子共振(横模),长波长处的吸收峰对应于金纳米棒的纵向表面等离... 提出了金纳米棒状微粒的胶囊模型,用Waterman发展的T矩阵方法计算了金纳米棒状微粒的吸收光谱计算谱和实验谱基本符合,520nm左右处的吸收峰对应于金纳米棒的横向表面等离体子共振(横模),长波长处的吸收峰对应于金纳米棒的纵向表面等离体子共振(纵模)随着金纳米棒纵横比的增加,纵模吸收峰表现出显著的红移,横模吸收峰则微弱地蓝移此外,计算结果表明。 展开更多
关键词 金纳米棒状微粒 胶囊模型 吸收光谱 等离体子共振
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基于胶囊模型的短文本细粒度情感分类
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作者 邵辉 《现代计算机》 2023年第2期99-102,共4页
针对短文本的细粒度情感分类,提出一种基于胶囊网络的模型,在词嵌入层使用BERT预训练模型对上下文序列、目标词序列编码;然后采用LSTM对上下文序列、目标词序列提取相应的特征;在注意力编码层均采用多头注意力完成注意力编码;最后在胶... 针对短文本的细粒度情感分类,提出一种基于胶囊网络的模型,在词嵌入层使用BERT预训练模型对上下文序列、目标词序列编码;然后采用LSTM对上下文序列、目标词序列提取相应的特征;在注意力编码层均采用多头注意力完成注意力编码;最后在胶囊层完成情感分类。实验采用三个情感极性,分别对应积极、中性和消极情感。结果表明,该方法不仅提高了分类精度,而且F1值也得到了不小的提升,说明提出的模型对短文本的细粒度情感分类是有效的。 展开更多
关键词 胶囊模型 短文本 BERT 情感分类
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基于改进胶囊网络模型的小样本图像识别 被引量:1
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作者 苏比努尔·艾依来提 南新元 +1 位作者 石跃飞 杨天伟 《现代电子技术》 2022年第5期49-55,共7页
针对小样本识别问题引入胶囊模型,并将其与卷积神经网络相结合进行改进,以提升神经网络的性能。首先,在模型构建过程中引入提取目标图像的不同维度特征信息,进而利用单位卷积代替传统神经网络中的池化层,实现不同维度间的特征融合,这一... 针对小样本识别问题引入胶囊模型,并将其与卷积神经网络相结合进行改进,以提升神经网络的性能。首先,在模型构建过程中引入提取目标图像的不同维度特征信息,进而利用单位卷积代替传统神经网络中的池化层,实现不同维度间的特征融合,这一操作可以在简化特征参数的同时提升特征表达能力;然后,通过胶囊网络对卷积模块所提特征做进一步处理,提取图像的位置信息,以获得更具有鲁棒性的分类特征。实验结果证明,相对于传统卷积神经网络、支持向量机和决策树算法,改进的分类模型在宝石小样本数据集上具有更好的识别效果。 展开更多
关键词 小样本识别 深度学习 图像识别 胶囊模型 卷积神经网络 多尺度卷积 单位卷积 特征融合
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基于门控循环单元和胶囊特征的文本情感分析 被引量:11
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作者 杨云龙 孙建强 宋国超 《计算机应用》 CSCD 北大核心 2020年第9期2531-2535,共5页
针对简单的循环神经网络(RNN)无法长时间记忆信息和单一的卷积神经网络(CNN)缺乏捕获文本上下文语义的能力的问题,为提升文本分类的准确率,提出一种门控循环单元(GRU)和胶囊特征融合的情感分析模型G-Caps。首先通过GRU捕捉文本的上下文... 针对简单的循环神经网络(RNN)无法长时间记忆信息和单一的卷积神经网络(CNN)缺乏捕获文本上下文语义的能力的问题,为提升文本分类的准确率,提出一种门控循环单元(GRU)和胶囊特征融合的情感分析模型G-Caps。首先通过GRU捕捉文本的上下文全局特征,获得整体标量信息;其次在初始胶囊层将捕获的信息通过动态路由算法进行迭代,获取到表示文本整体属性的向量化的特征信息;最后在主胶囊部分进行特征间的组合以求获得更准确的文本属性,并根据各个特征的强度大小分析文本的情感极性。在基准数据集MR上进行的实验的结果表明,与初始卷积滤波器的CNN(CNN+INI)和批判学习的CNN(CL_CNN)方法相比,G-Caps的分类准确率分别提升了3.1个百分点和0.5个百分点。由此可见,G-Caps模型有效地提高了实际应用中文本情感分析的准确性。 展开更多
关键词 情感分析 权重共享 胶囊模型 门控循环单元动态路由 文本属性
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柔性管线数字化建模方法研究 被引量:1
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作者 王波 杨建新 +1 位作者 兰小平 张娜 《制造业自动化》 2024年第2期8-12,18,共6页
柔性管线是复杂机电产品设计的基础,如何实现实时构建逼真的数字化模型是提高管线布线仿真效率和质量的关键,为此提出一种几何模型与物理模型完全匹配的柔性管线数字化建模方法。首先,将柔性管线离散化为一系列的管线段模型,每个管线段... 柔性管线是复杂机电产品设计的基础,如何实现实时构建逼真的数字化模型是提高管线布线仿真效率和质量的关键,为此提出一种几何模型与物理模型完全匹配的柔性管线数字化建模方法。首先,将柔性管线离散化为一系列的管线段模型,每个管线段都建立刚性杆单元,管线段的中心创建集中质量单元,在相邻管线段之间的连接点处建立一种新型约束单元描述相邻连接点之间的相对位移量、弯曲角度量与扭转角度量,并建立其与柔性管线材料物理特性的关联关系,从而完成柔性管线的物理模型构建;其次,针对离散化的管线段物理模型,以“胶囊体”模型为几何单元进行一一映射,形成柔性管线的几何模型;最后,以某控制系统柔性线缆布线仿真为例,对提出的柔性管线数字化建模方法进行了验证,构建的柔性管线具有非常逼真的可视化效果,同时能够满足实时运动仿真需求。 展开更多
关键词 柔性管线 柔性线缆 柔性管路 物理属性建模 胶囊体”几何模型
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基于人脸识别技术的多方式统一认证 被引量:2
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作者 李志博 乔春蕾 吴昊 《软件》 2023年第4期71-73,共3页
随着智慧校园建设的不断深入,为了让师生的学习、生活更加智能化,提高教学管理效率,同时建立一个更加安全的校园环境,采用胶囊网络模型作为人脸识别的深度学习算法实现智慧校园人脸识别。本文一方面着重研究如何采用深度学习技术提高复... 随着智慧校园建设的不断深入,为了让师生的学习、生活更加智能化,提高教学管理效率,同时建立一个更加安全的校园环境,采用胶囊网络模型作为人脸识别的深度学习算法实现智慧校园人脸识别。本文一方面着重研究如何采用深度学习技术提高复杂环境下识别精度,另一方面研究在人脸识别的应用场景中,如何保护数据安全和隐私。 展开更多
关键词 胶囊网络模型 人脸识别 智慧校园 数据安全
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Effects of Shuang Dan Ming Mu Capsule on Expression of VEGF-a, VEGF-b, VEGF-c and the VEGF receptor, Flk-1, in Diabetic Retinopathy Rats 被引量:2
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作者 Jun PENG Kun PAN +2 位作者 Zheng-Rong LIU Yu-Hui QIN Qing-Hua PENG 《Digital Chinese Medicine》 2018年第3期228-238,共11页
Objective The effects of Shuang Dan Ming Mu capsule on expression of VEGF-a,VEGF-b,VEGF-c and the VEGF receptor,Flk-1,were examined in a diabetic retinopathy rats model.Methods Forty Sprague-Dawley(SD)rats were random... Objective The effects of Shuang Dan Ming Mu capsule on expression of VEGF-a,VEGF-b,VEGF-c and the VEGF receptor,Flk-1,were examined in a diabetic retinopathy rats model.Methods Forty Sprague-Dawley(SD)rats were randomized into Groups A(blank),B(model),C(Shuang Dan Ming Mu)and D(positive control)group,with each group containing10rats and20eyes.Rats from groups B,C and D were administered one dose of50mg/kg streptozotocin(STZ)by tail vein injection to establish a diabetic rat model.One week after model preparation,medication was continuously administered by gavage.After gavage for8weeks,the animals were sacrificed and retinal expression of VEGF-a,VEGF-b,VEGF-c and Flk-1was quantified by immunohistochemical analysis.Results At week8of drug administration after model preparation,the average protein expression grayscale values for VEGF-a,VEGF-b,VEGF-c and Flk-1in the rats model,Shuang Dan Ming Mu and positive control groups were all lower than those in the normal group,while the mean optical density values were higher than those in the normal group.When the model group was compared to the normal group,the difference was extremely significant(P<0.01).The mean grayscale values of VEGF-a,VEGF-b,VEGF-c and Flk-1in the Shuang Dan Ming Mu and positive control groups were all higher than those in the model group,while the mean optical density values were lower than those in the model group(P<0.05or0.01).Conclusion Shuang Dan Ming Mu capsule can significantly decrease the expression of VEGF-a,VEGF-b,VEGF-c and Flk-1in the retinas of diabetic model rats and exhibit some protective effects in their retinas. 展开更多
关键词 Shuang Dan Ming Mu capsule Diabetic rats model VEGF-A VEGF-B VEGF-C FLK-1
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Effect of naringenin in Qianggu capsule on population pharmacokinetics in Chinese women with primary osteoporosis 被引量:11
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作者 Wang Jiannong Jiang Junjie +4 位作者 Xie Yanming Wei Xu Li Jianpeng Duan Jingli Xiong Xin 《Journal of Traditional Chinese Medicine》 SCIE CAS CSCD 2015年第2期141-153,共13页
OBJECTIVE:To characterize naringenin(NAR) population pharmacokinetics(PPK) in Chinese women with primary osteoporosis.METHODS:Ninety-eight female patients with primary osteoporosis from the Jingshan,Beixinqiao,Jiaodao... OBJECTIVE:To characterize naringenin(NAR) population pharmacokinetics(PPK) in Chinese women with primary osteoporosis.METHODS:Ninety-eight female patients with primary osteoporosis from the Jingshan,Beixinqiao,Jiaodaokou,Chaoyangmen,and Donghuamen communities in Beijing,China,aged 40 to 80 years,received oral Qianggu capsules(250 mg).Blood samples were collected before and at 0.5,1,2,3,4,6,8,10,12,and 24 h after administration.The concentration of NAR in the blood samples was measured using high performance liquid chromatography-tandem mass spectrometry.PPK analyses were performed with nonlinear mixed-effect modeling software(version 7.1.2,PsN3.2.12).The clearance(C1),central distribution volume(V),absorption rate constant(Ka1),peripheral distribution volume(VII),and inter-compartmental clearance(CLII) were set as parameters and estimated by the base model,covariate model,and final model.Kidney-Yang deficiency[Shenyangxu(SYAX)]and liver-kidney-Yin deficiency(Ganshenyinxu) are patterns of symptoms in Traditional Chinese Medicine that were set as covariates,along with age,height,blood urea nitrogen,serum creatinine,alanine transaminase,aspartate transaminase,and hyperlipidemia.Both stepwise forward and backward procedures were accomplished to build models.The final model was evaluated by internal and external validation,visual predictive check,bootstrap,and leverage analysis.RESULTS:A one compartment open model with first order degradation was the best fitted to the concentration-time profiles following oral administration of NAR.The mean of population parameters of the final model,C1,SYAX on C1,V,Ka1,CLII,and VII,were measured to be 37.6 L/h,0.427 L,123 L/h,0.12/h,0.3056,and 1.446,respectively.Inter-individual variability was estimated and SYAX was identified as a significant covariate.CONCLUSION:The population pharmacokinetic model described in this study could effectively characterize the pharmacokinetic profile of NAR following administration of a single dose of oral Qianggu capsules in Chinese women with primary osteoporosis.Among the tested covariates,only SYAX was a significant factor. 展开更多
关键词 Naringenin Pharmacokinetics Medicine Chinese traditional Qianggu capsule Total flavonoids of Drynaria fortunei
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Effect of Xinfeng capsule on pulmonary function in a adjuvant arthritis rat model 被引量:5
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作者 Lei Wan Jian Liu +2 位作者 Chuanbing Huang Yuan Wang Li Zheng 《Journal of Traditional Chinese Medicine》 SCIE CAS CSCD 2014年第1期76-85,共10页
OBjECTIVE:To observe the relationship between reduced pulmonary function and regulatory T cells(Tregs)and helper T cells(Th)1/Th2 drift in a rat model of adjuvant arthritis(AA),and to study the impact of Xinfeng capsu... OBjECTIVE:To observe the relationship between reduced pulmonary function and regulatory T cells(Tregs)and helper T cells(Th)1/Th2 drift in a rat model of adjuvant arthritis(AA),and to study the impact of Xinfeng capsule(XFC)on pulmonary function and investigate the mechanism of action.METHODS:Forty rats were randomly divided into normal control group(NC),model control group(MC),Tripterygium glycosides tablet group(TPT),and XFC group,with 10 in each.Except for the NCgroup,AA was induced in all rats by intracutaneous injection of 0.1 mL Freund's complete adjuvant in the right paw.On the 19th day after modeling,the NC and MC groups were given physiological saline(0.9%),while the TPT and XFC groups were given TPT(10 mg/kg)and XFC(2.4 g/kg),once daily,respectively.Thirty days after administration,changes in paw swelling,arthritis index(AI),pulmonary function,levels of serumγ-interferon(IFN-γ)and interleukin(IL)-4,Tregs in peripheral blood,and IFN-γ,IL-4,Forkhead box transcription factor 3(FoxP3)in lung tissue were observed by enzyme-linked immunosorbent assay,flow cytometry,polymerase chain reaction,and western blot.RESULTS:Compared with the NC group,paw swelling,AI,IFN-γ,and Th1/Th2 were increased,and pulmonary function parameters,IL-4,FoxP3 were decreased significantly in the MC group(P<0.05 or P<0.01).Pulmonary function parameters,Treg,IL-4,FoxP3(and mRNA)were higher,and paw swelling,AI,and IFN-γ(and mRNA)were lower in the XFC group than those in the MC group.The XFC group was also much better than theTPT group in improving pulmonary function,FoxP3 mRNA,IFN-γ,IL-4,Th1/Th2,and IL-10(P<0.05 or P<0.01).CONCLUSION:Xinfeng capsule can improve pulmonary function by regulating the levels of Tregs,inhibiting the activation of Th1 to Th2 cells,inducing drift,maintaining cell immune suppression,correcting the imbalance of Th1/Th2,and reducing inflammatory mediators. 展开更多
关键词 ARTHRITIS EXPERIMENTAL Pulmonary function tests Th1-Th2 balance T-LYMPHOCYTES reg-ulatory Xinfeng capsule
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Protective effects of Yindanxinnaotong capsule in a rat model of myocardial ischemia/reperfusion injury 被引量:23
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作者 Wandan Wang Lan Wang +5 位作者 Hongjun Yang Jianlu Wang Xiaojie Yin Haiyu Xu Long Cheng Rixin Liang 《Journal of Traditional Chinese Medicine》 SCIE CAS CSCD 2014年第6期699-709,共11页
OBJECTIVE: To investigate the effects of Yindanxinnaotong capsule(YDXNTC) and main components compatibility and ratios on myocardium against ischemia/reperfusion injury and the effect's underlying mechanism.METHOD... OBJECTIVE: To investigate the effects of Yindanxinnaotong capsule(YDXNTC) and main components compatibility and ratios on myocardium against ischemia/reperfusion injury and the effect's underlying mechanism.METHODS: Myocardial ischemia/reperfusion injury(MIRI) was induced by ischemia for 30 min and reperfusion for 30 min. Electrocardiogram data and coronary flow were recorded, and superoxide dismutase(SOD), malondialdehyde(MDA), lactate dehydrogenase, creatine kinase-MB, cardiac troponin T and I(cT nT, cT n I) and interleukin-1β, interleukin-8,interleukin-18(IL-1β, IL-8, IL-18) in myocardium were measured. Hypoxia/reoxygenation and hydrogen peroxide(H2O2) injury were induced by hypoxia for 3 h/reoxygenation for 2 h, and 100 μM H2O2 for 1 h, respectively, in vitro rat myocardial cells(H9c2). Cell viability, SOD, MDA, cT nT and inflamma-tory factors(IL-1β, IL-8 and IL-18) were determined,and Toll-like receptor 4(TLR-4) expression was measured by western blotting.RESULTS: In the isolated heart experiment, elevated heart function, coronary flow and SOD levels,and decreased MDA levels and inflammatory factors were noted in the YDXNTC, main components and main components compatibility groups. Ventricular tachycardia/ventricular fibrillation occurrence decreased in the ginkgo biloba extract(GBE),and GBE and salvia miltiorrhiza ethanol extract compatibility(SM-E, GSEC) groups. Lactic dehydrogenase levels decreased in the YDXNTC and aqueous extract of salvia miltiorrhiza(SM-H) groups. Creatine kinase-MB decreased with GBE, SM-E, SM-H and GSEC treatment, and cT n I and cT nT levels decreased with GSEC. In the in vitro cell study,YDXNTC and main components ratios improved cell viability and SOD levels, and suppressed MDA,cT nT and inflammatory factors. TLR-4 expression was down-regulated.CONCLUSION: YDXNTC and main components compatibility showed protective effects on MIRI in this rat model and in vitro study. Regulating the Toll-like receptor signaling pathway may affect the mechanism. 展开更多
关键词 Myocardial ischemia REPERFUSION Components compatibility Yindanxinnaotong cap-sule
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