Semi-Supervised Cross-Subject Emotion Recognition Based on Stacked Denoising Autoencoder Architecture Using a Fusion of Multi-Modal Physiological Signals

In recent decades, emotion recognition has received considerable attention. As more enthusiasm has shifted to the physiological pattern, a wide range of elaborate physiological emotion data features come up and are combined with various classifying models to detect one’s emotional states. To circumvent the labor of artificially designing features, we propose to acquire affective and robust representations automatically through the Stacked Denoising Autoencoder (SDA) architecture with unsupervised pre-training, followed by supervised fine-tuning. In this paper, we compare the performances of different features and models through three binary classification tasks based on the Valence-Arousal-Dominance (VAD) affection model. Decision fusion and feature fusion of electroencephalogram (EEG) and peripheral signals are performed on hand-engineered features; data-level fusion is performed on deep-learning methods. It turns out that the fusion data perform better than the two modalities. To take advantage of deep-learning algorithms, we augment the original data and feed it directly into our training model. We use two deep architectures and another generative stacked semi-supervised architecture as references for comparison to test the method’s practical effects. The results reveal that our scheme slightly outperforms the other three deep feature extractors and surpasses the state-of-the-art of hand-engineered features.     

基于二代curvelet变换的图像融合研究

曲波(Curvelet)作为一种新的多尺度分析方法比小波更加适合分析二维图像中的曲线或直线状边缘特征,而且具有更高的逼近精度和更好的稀疏表达能力.将curvelet变换引入图像融合,能够更好地提取原始图像的特征,为融合图像提供更多的信息.第二代curvelet理论的提出也使得其理论更易理解和实现.因此,提出了一种基于第二代curvelet变换的图像融合方法,首先将图像进行curvelet变换,然后在相应尺度上利用融合规则将curvelet系数融合,最后进行重构得到融合结果.对多聚焦图像进行了实验,采用均方误差、偏差指数和相关系数对融合结果进行了客观评价,并与基于小波变换的融合进行了比较,实验结果表明该方法除分解2层时与小波性能相当,取其他分解层数时均获得更好的融合效果.     

自悬浮定向流法制备纳米铜微粒及其结构表征

采用自悬浮定向流法制备金属铜纳米微粒,并用TEM,XRD和AES等分析手段研究了铜纳米微粒的形貌、粒度、结构及其表面氧化层特性。结果表明,在一定的参数条件下采用自悬浮定向流法可制备出单晶纳米铜微粒,并且通过工艺参数的调控可达到对微粒粒度的控制。     

核对称轴不同相对取向对熔合动力学的影响

计算了核对称轴不同相对取向时的熔合位垒.基于双核模型观念，考虑了熔合与准裂变的竞争，通过数值法求解主方程，计算了⁷⁶Ge+²⁰⁸Pb，⁴⁸Ca+²⁴⁴Pu核对称轴不同相对取向对熔合概率的影响，探索了最有利于超重元素合成的弹靶相对取向.取向不同时，对熔合反应的影响较大，计算结果表明弹靶碰撞为腰对腰时，更有利于发生熔合反应. 关键词： 超重元素 熔合概率 变形核 方向角度     

Calorimetric study of laser-irradiated thin foil targets

Hydrodynmaic efficiency of laser-irradiated thin aluminum and gold-coated aluminum targets was experimentally determined using a specially designed cone calorimeter. Velocity of the accelerated target and ablation pressure were also estimated from the experimental data. The laser irradiance range used in the experiments was between 10¹² and 10¹³ watts/cm². Experiments indicate that the fall in the hydrodynamic efficiency due to gold coating on aluminum target is about 12% at an irradiance of 8 × 10¹² W/cm².     

Rate processes on fractals: Theory,simulations, and experiments

Heterogeneous kinetics are shown to differ drastically from homogeneous kinetics. For the elementary reaction A + A products we show that the diffusion-limited reaction rate is proportional tot ^– h[A]² or to [A]^x, whereh=1- d _s/2, X=1+2/d _s =(h-2)(h-1), andd _s is the effective spectral dimension. We note that ford = d _s =1, h =1/2 andX = 3, for percolating clustersd _s = 4/3,h = 1/3 andX = 5/2, while for dust ds <1, 1 >h > 1/2 and >X > 3. Scaling arguments, supercomputer simulations and experiments give a consistent picture. The interplay of energetic and geometric heterogeneity results in fractal-like kinetics and is relevant to excitation fusion experiments in porous membranes, films, and polymeric glasses. However, in isotopic mixed crystals, the geometric fractal nature (percolation clusters) dominates.     

高压下Al0.77Mn0.19Yb0.04合金准晶T相的形成及结构

利用静高压(4.2GPa)熔态(1300℃)淬火(10~2℃/S)方法,对含稀土的铝锰合金Al_(0.77)Mn_(0.10)Yb_(0.04)进行了研究。首次发现了准晶T相的形成。利用选区透射电子衍射技术,对合金中准晶态的结构对称性进行了观察和分析。根据X射线和电子衍射对其衍射峰进行了指标化。使用扫描电镜和能谱技术进行了成份分析。     

盐生盐杆菌灭活原生质体融合的研究

通过双亲灭活方法将二株具不同遗传学特性的盐生盐杆菌Ｊ７（含质粒，不产紫膜）和Ｒ１（产紫膜，不含质粒）进行原生质体融合试验．结果表明，在以３０％ＰＥＧ６００为助融剂，加２５ｍｍｏｌ·Ｌ－１ＥＤＴＡ条件下，４０℃保温１ｍｉｎ，获得融合率为０．７６×１０－５的融合子．这些融合子具有双亲菌株的某些特征，其中２２％的融合子既含有质粒又产紫膜，这些融合子对于进一步研究质粒与紫膜的关系，以及筛选高产紫膜的优良菌株，均有十分重要的价值．     

一种基于特征分解的图像融合方法

一幅图像可以分解成几何特征不同的纹理部分和卡通部分,基于这两大特征提出了一种图像融合方法.利用卡通和纹理特征的差异,通过学习分别得到卡通字典和纹理字典.在融合过程中,分别利用特定的卡通和纹理字典对源图像的卡通和纹理部分进行融合,融合后的卡通和纹理部分经简单相加得到融合图像.实验结果表明,所提方法是有效的.     

中国高功率固体激光技术发展中的两次突破

高功率固体激光是激光聚变、高能量密度物理与前沿基础科学研究必需的实验手段。上世纪六七十年代,老一辈科学家王淦昌、王大珩、邓锡铭、于敏等人以敏锐的科学洞察力与超前的战略眼光,开创了中国激光聚变研究的宏伟工程,为中国高功率固体激光技术的长远发展注入了强劲的东风。中国工程物理研究院(简称中物院)作为激光聚变研究的总体单位,联合中国科学院等国内优势单位,在国家强有力的支持下,推动与组织了中国高功率固体激光技术与装置研制的快速发展。中物院激光聚变研究中心作为高功率固体激光技术研发的总体单位之一,敢于担当、勇于创新,团结协作,坚持三十余载,实现了中国高功率固体激光技术研发历程中的两次“突破”,即突破新一代高功率钕玻璃激光技术,相继研制成功了亚洲规模最大、技术先进的神光-Ⅲ原型装置和神光-Ⅲ激光装置;突破百太瓦超短超强激光关键技术,建成了国内首台输出能力高达200 TW的SILEX-Ⅰ超短超强脉冲激光装置。两次“突破”,不但有力地支撑了中国激光聚变与相关基础科学研究的高速发展,同时实现了中国高功率固体激光技术发展由“望尘莫及”到“望其项背”的跨越,奠定了由“望其项背”到与美、法先进国家“三足鼎立”的坚实基础。