A novel facial emotion recognition scheme based on graph mining

Recent years have seen an explosion in graph data from a variety of scientific, social and technological fields. From these fields, emotion recognition is an interesting research area because it finds many applications in real life such as in effective social robotics to increase the interactivity of the robot with human, driver safety during driving, pain monitoring during surgery etc. A novel facial emotion recognition based on graph mining has been proposed in this paper to make a paradigm shift in the way of representing the face region, where the face region is represented as a graph of nodes and edges and the gSpan frequent sub-graphs mining algorithm is used to find the frequent sub-structures in the graph database of each emotion. To reduce the number of generated sub-graphs, overlap ratio metric is utilized for this purpose. After encoding the final selected sub-graphs, binary classification is then applied to classify the emotion of the queried input facial image using six levels of classification. Binary cat swarm intelligence is applied within each level of classification to select proper sub-graphs that give the highest accuracy in that level. Different experiments have been conducted using Surrey Audio-Visual Expressed Emotion (SAVEE) database and the final system accuracy was 90.00%. The results show significant accuracy improvements (about 2%) by the proposed system in comparison to current published works in SAVEE database.     

新型硫代双烯镍络合物合成及其对菁染料的光稳定作用

在合成中间体二(4-叔丁基苯基)羟乙酮基础上,进一步合成了双(1,2-二(4-叔丁基苯基)-1,2-二硫代双烯)镍络合物(DYE-02),利用核磁共振氢谱、红外光谱和元素分析等方法对中间体及DYE-02的结构进行了表征,并研究了DYE-02自身的光稳定性能及其对菁染料(Cy7)的光稳定作用.结果表明,与双(1,2-二苯基-1,2-二硫代双烯)镍络合物(DYE-01)相比,苯环上引入叔丁基后,DYE-02的最大近红外吸收波长在885nm,发生明显的红移,具备更好的自身光稳定性,并且能明显提高菁染料的光稳定性.     

车载UWB SAR干扰自适应抑制新方法

在分析车载超宽带合成孔径雷达(UWB SAR)探测系统中干扰类型及其产生机理的基础上,针对Tsaipei Wang等提出的批处理方法的局限性,提出一种基于迭代运算的图像域自适应干扰抑制方法.该方法利用基于韦布尔分布的恒虚警率(CFAR)检测器提高干扰信号估计的准确性;采用迭代方法在线估计和更新参数,实现干扰的自适应抑制.实测数据处理结果表明:该方法可有效抑制自信号干扰,且结构上适于实时处理,可满足车载UWB SAR探测系统对图像预处理的要求.     

基于核主成分分析的高校科技创新能力评价研究

高校在国家创新体系中占有举足轻重的地位,高校科技创新能力评价研究对提高高校科技创新能力具有积极的意义.基于核主成分分析的评价方法能够有效去除高校科技创新能力评价指标体系中的废咝韵喙匦畔?从而取得较好的评价结果.以15所教育部直属高校科研统计数据为样本,利用核主成分分析法进行了高校科技创新能力评价的实证分析,并与主成分分析结果进行了比较,结果表明,核主成分分析能够取得更高的主特征值累积贡献率,从而产生更为合理的评价结果.     

基于HLA分布式仿真的Web服务化

HLA虽然能够简化各类仿真系统的互操作和重用,但是接口规范与编程语言的绑定、缺乏与商业技术的融合等阻碍了它在商业领域的广泛应用,Web服务具有平台和厂商独立等良好特性,实现基于HLA分布式仿真的Web服务化能够将Web服务的优势附加给HLA.该文在分析了HLA不足和web服务优势的基础上,提出了HLA Web服务化,对比了互操作在两个上下文中的差异,分析了实现HLA Web服务化的三个层次;之后,概述了相关研究,重点讨论了实现Web使能RTI的关键技术问题及其解决方案;最后,设计了原型系统,测试结果显示原型系统能够初步实现RTI的Web服务化.     

MIMO-OFDM系统Turbo接收机中的信道估计器

设计了一种新的MIMO-OFDM系统Turbo接收机中的信道估计器.考虑了信道估计误差对编码比特外信息计算的影响,利用软球形译码器的搜索列表和解码器反馈的先验信息对传统EM信道估计中的软信息近似处理进行了修正,获得了更为准确的软符号统计信息用于信道估计,提出了考虑软符号互相关性的Bayesian EM(BEM)信道估计算法.仿真结果表明,新算法较传统EM算法具有更低的误码率和更小的估计均方误差值.     

基于半监督FCM聚类算法的卫星云图分类

针对卫星云图的特点在分类特征集中采用了一种新的特征--差异化特征,该特征反映了云图的内部结构特点,并且具有良好的鲁棒性,能有效地避免云团位置变化对特征的影响.将半监督思想引入到模糊C均值聚类方法(FCM),克服了单纯的FCM方法未考虑领域知识导致的聚类结果的盲目性.半监督FCM方法在聚类过程中加入少量的由领域专家标记的样本,引入专家的领域知识,通过与这些带有类标记的样本进行相似性比较,引导FCM方法的聚类过程.试验结果表明,基于具有差异化特征的云图特征集,半监督FCM方法能有效地提高云图分类的准确率.     

流体动力式强声源研究

针对现代强声学技术研究的需要,从声压级的角度,对所设计的流体动力式强声发生器的性能参数开展了实验研究,得到了工作压力、簧片与喷口之间的距离以及簧片的劈角对该强声发生器辐射声场声压级的初步影响规律.实验结果表明,在较优的工况条件下,该强声发生器出口处可实现140dB(最大声压级)以上声辐射输出.     

The stochastic single resource service‐provision problem

The service‐provision problem described in this paper comes from an application of distributed processing in telecommunications networks. The objective is to maximize a service provider's profit from offering computational‐based services to customers. The service provider has limited capacity and must choose which of a set of software applications he would like to offer. This can be done dynamically, taking into consideration that demand for the different services is uncertain. The problem is examined in the framework of stochastic integer programming. Approximations and complexity are examined for the case when demand is described by a discrete probability distribution. For the deterministic counterpart, a fully polynomial approximation scheme is known 2 . We show that introduction of stochasticity makes the problem strongly NP‐hard, implying that the existence of such a scheme for the stochastic problem is highly unlikely. For the general case a heuristic with a worst‐case performance ratio that increases in the number of scenarios is presented. Restricting the class of problem instances in a way that many reasonable practical problem instances satisfy allows for the derivation of a heuristic with a constant worst‐case performance ratio. Worst‐case performance analysis of approximation algorithms is classical in the field of combinatorial optimization, but in stochastic programming the authors are not aware of any previous results in this direction. © 2003 Wiley Periodicals, Inc. Naval Research Logistics, 2003     

虚拟战场环境生成及关键技术

虚拟战场环境是军用仿真的一个重要基础平台,分析了该环境的构成结构,提出了场景可视化的实现流程,重点探讨了其中的地形建模和简化、实体和行为建模、特殊效果生成、视点控制与切换等几项关键技术,提出了解决这些技术的主要方法和步骤,并已在PC机上完成了上述算法,为进一步研究打下了良好基础.