压缩感知中高斯矩阵的优化研究

为了优化高斯矩阵,对部分哈达玛矩阵与高斯矩阵的统计学参数作了对比分析,确定了导致部分哈达玛矩阵信号重构能力好的主要因素,并提出了高斯矩阵优化算法.验证了优化算法对不同规模高斯矩阵的通用性和有效性,确定了优化矩阵对各种稀疏信号重构算法的适用性.最后对优化矩阵的性能作了初步的理论和实验分析,优化矩阵的信号重构能力可达到、甚至超过哈达玛矩阵.研究成果为测量矩阵的分析、设计和优化提供了新的思路和方法.     

面向大规模数据流处理的偏最小二乘法

用光谱分析鉴别生物特征,导致数据量大,而实际需要必须实时处理。偏最小二乘法是使用最广泛的鉴别算法,但是对于大规模数据流该算法无法达到实时性。为了解决这个应用矛盾,提出了一种基于NVIDIA CUDA架构下的并行计算策略,利用具有大规模并行计算特征的图形处理器（GPU）作为计算设备,结合GPU存储器的优势实现了偏最小二乘算法。实验的测试结果表明,在GPU上使用CUDA实现的偏最小二乘算法比在CPU上实现该算法快了47倍,性能得到了显著提高,从而使偏最小二乘算法应用于大规模数据流处理成为可能。     

隐目标回归算法设计研究

对常用的回归方法进行研究.此类方法虽然几何解释明确、易于求解,但均须事先确定(或假定)变量间的因果关系,再考虑建模,在实际应用中,对于很难确定变量的因果关系的问题,如物联网数据分析,上述方法就会失效.为此,提出一种无需假定因变量的隐目标回归方法.该方法易于核化,可以推广到非线性回归问题.通过人工数据和国际标准数据集上的实验验证了所提算法的有效性.     

存在飞轮安装偏差与故障的卫星姿态容错控制

基于滑模控制理论提出一种刚体卫星姿态稳定控制方法,实现对反作用飞轮部分失效故障的容错控制,以及对其安装偏差的补偿控制,并从理论上证明了所设计的控制器在有限时间内能够实现对闭环姿态控制系统的几乎全局渐近稳定控制.最后将所设计的控制器应用于某型卫星姿态稳定任务,仿真结果验证了所提出方法的有效性.     

Boundary feedback stabilization of the telegraph equation: Decay rates for vanishing damping term

We study a semilinear mildly damped wave equation that contains the telegraph equation as a special case. We consider Neumann velocity boundary feedback and prove the exponential stability of the closed loop system. We show that for vanishing damping term in the partial differential equation, the decay rate of the system approaches the rate for the system governed by the wave equation without damping term. In particular, this implies that arbitrarily large decay rates can occur if the velocity damping in the partial differential equation is sufficiently small.     

曝气生物滤池处理农村生活污水效率与微生物群落分析

以北京大兴区农村生活污水为处理对象,设计了4个反应柱,研究了3种填料结构、2种气水比条件下曝气生物滤池(BAF)对农村生活污水处理效率及微生物群落的影响。结果表明:(1)1~#、2~#、3~#柱气水比相同、填料结构不同,BOD5、CODCr和氨氮的去除率达到84.51%~96.49%;4~#柱与2~#柱填料结构相同,但气水比小,BOD5和CODcr处理效果差;4个柱TP的去除率低,需要强化除磷。(2)1~#、2~#、3~#柱OTU数量差异很小,说明微生物种类数量基本相同;2~#柱特有OTU数远大于4~#柱,说明填料结构相同条件下较大气水比有利于增加微生物种类。(3)1~#、2~#、3~#柱优势菌群主要有6种,在不同高度的优势菌群种类基本相同,但数量上有所差异;仅变形菌门中可能含有聚磷菌,这也是除磷效果差的原因之一。     

Partial oxidation of ethane by in situ generated H2O2

Selective partial oxidation of ethane to ethanol and acetaldehyde by in situ generated H₂O₂ has been achieved under cathodic current passing through a carbon supported Nafion-H catalytic membrane. A correlation between H₂O₂ generation rate and reaction rate has been found.     

塑料充模流动粘性模型研究

对多种塑料在不同温度下的剪切速率一稳态剪切粘度数据进行Cross粘性模型参数拟合，得到了表征材料粘度的模型参数(B，Tb，τ^*，n)。其拟合效果良好，能较准确地描述塑料熔体在一定剪切速率和温度范围内的粘流特性，为工程计算和塑料熔体模流分析提供了数据支持。结果表明，该方法有较广泛的适用性。     

基于数字图像处理的生物柴油-柴油雾化粒度的测量

生物柴油与普通柴油任意比例互溶的混合物可以代替石化柴油供内燃机使用,为了使得这种混合物在内燃机应用中达到好的动力性和排放效果,就需要研究不同比例的生物柴油—柴油混合物的雾化效果。利用数字图像处理的方法对生物柴油-柴油混合物雾化图像进行处理,获得了单位面积内雾化粒度的数量和平均直径,处理速度快捷、准确,减少了传统人工方法分析的主观性和较高的失误率。     

Measurement of soybean fatty acids by near-infrared spectroscopy: Linear and nonlinear calibration methods

A key element of successful development of new soybean cultivars is availability of inexpensive and rapid methods for measurement of FA in seeds. Published research demonstrated applicability of NIR spectroscopy for FA profiling in oilseeds. The objectives of this study were to investigate the applicability of NIR spectroscopy for measurement of FA in whole soybeans and compare performance of calibration methods. Equations were developed using partial least squares (PLS), artificial neural networks (ANN), and support vector machines (SVM) regression methods. Validation results demonstrated that (i) equations for total saturates had the highest predictive ability (r ²=0.91–0.94) and were usable for quality assurance applications, (ii) palmitic acid models (r ²=0.80–0.84) were usable for certain research applications, and (iii) equations for stearic (r ²=0.49–0.68), oleic (r ²=0.76–0.81), linoleic (r ²=0.73–0.76), and linolenic (r ²=0.67–0.74) acids could be used for sample screening. The SVM models produced significantly more accurate predictions than those developed with PLS. ANN calibrations were not different from the other two methods. Reduction in the number of calibration samples reduced predictive ability of all equations. The rate of performance degradation of SVM models with sample reduction was the lowest.