Generalized Transfer Subspace Learning Through Low-Rank Constraint

It is expensive to obtain labeled real-world visual data for use in training of supervised algorithms. Therefore, it is valuable to leverage existing databases of labeled data. However, the data in the source databases is often obtained under conditions that differ from those in the new task. Transfer learning provides techniques for transferring learned knowledge from a source domain to a target domain by finding a mapping between them. In this paper, we discuss a method for projecting both source and target data to a generalized subspace where each target sample can be represented by some combination of source samples. By employing a low-rank constraint during this transfer, the structure of source and target domains are preserved. This approach has three benefits. First, good alignment between the domains is ensured through the use of only relevant data in some subspace of the source domain in reconstructing the data in the target domain. Second, the discriminative power of the source domain is naturally passed on to the target domain. Third, noisy information will be filtered out during knowledge transfer. Extensive experiments on synthetic data, and important computer vision problems such as face recognition application and visual domain adaptation for object recognition demonstrate the superiority of the proposed approach over the existing, well-established methods.     

磷石膏的微量组分及其对水泥凝结、水化和硬化的影响

借助差热分析、热失重、X射线衍射和扫描电镜等测试手段,分析了磷石膏的微量组分,研究了磷石膏对硅酸盐水泥物理性能及水化过程和水化产物的影响,进而探讨了磷石膏对水泥单矿物的水化作用机理。     

认识隐患预防事故

事故隐患是客观存在的，不论你是否承认，是否意识到，它都存在于企业的生产全过程，而且对员工的人身安全，国家的财产安全和企业的生存、发展都直接构成威胁。正确认识隐患的特征，对熟悉和掌握隐患产生的原因，及时研究并落实防范对策是十分重要的。下面就这方面的问题，谈一点粗浅认识。     

合成二氧化硅对硅橡胶性能的影响

介绍了合成二氧化硅及硅橡胶的结构性质，探究了二氧化硅的结构性质对硅橡胶补强性能的影响，指出了二氧化硅颗粒的大小、形态、聚结状态、表面性质和与高分子硅氧烷之间的相互作用是影响二氧化硅对硅橡胶补强性能的最主要的因素，并用实验对硅橡胶的硬度、拉伸强度、300％定伸应力、扯断伸长率、撕裂强度、压缩永久变形等物理性能进行测定，结果表明：BET比表面积180～200m^2／g，孔隙度（吸油量）为3.0～3.2mL／g，平均粒径为8～10岬的沉淀法白炭黑对硅橡胶具有很好的补强效果。     

双阳煤在PKM气化炉试烧总结

介绍了在PKM气化炉中弱粘结性双阳煤的试烧情况,并给出了主要工艺参数控制范围。试烧结果表明:依兰煤中配入50%双阳煤,汽氧比6.0:1时,气化炉工况良好。     

基于图像识别的疲劳驾驶监测方法研究

经研究提出使用摄像机直接朝向驾驶者的面部,以便实时监控驾驶者的疲劳程度.如果检测到疲劳将发出警告信号,提醒驾驶员.通过摄像头录制的视频文件并将其转换为帧,进行眼部跟踪定位,通过测量眼部区域中的图像强度的变化之间的距离可确定眼睛为闭眼或者睁眼.发现闭眼连续时间过长,系统判定驾驶员处于疲劳状态或者入睡状态,并发出警告信号的结论.通过对该算法测试,该方法可以有效的判定驾驶员的疲劳状态.     

气体钻井地层出水环空携液规律研究

气体钻井在钻井提速、缩短建井周期和保护储层方面具有明显的优势,但钻井过程中也容易发生一些复杂情况,如若气体钻井导致地层出水,会引起携岩规律复杂化、井壁失稳等状况,影响钻井速度、质量及成本。通过对气体在环空中携水机理的研究,建立环空液滴大小模型,并对影响因素进行分析。同时提出环空气体携水量计算模型,利用MATHCAD编程计算出的理论数据与环空气体携水模拟实验数据基本吻合。     

基于脉搏光谱分形算法的血氧测量研究

脉搏光谱测量方法被普遍用于临床的血氧饱和度的监测,由于检测时低血氧和血氧波动将改变血红蛋白的吸光系数,会造成脉搏光谱测量的误差。本文针对血氧波动、外界环境等产生的噪声干扰问题,采用脉搏光谱分形法去除光谱信号中的噪声干扰,利用自适应校正后的准理想光谱计算血氧饱和度,使得血氧饱和度的值更为精确,从而进一步保证其他生理参数的准确计算。实验结果表明,该方法有效提高了血氧饱和度的检测精度,为抗血氧干扰的无创肝储备功能的检测提供理论依据和实用方法。     

Study of Co-Ce coating and surface on pasted nickel electrodes substrate

The process of electroplating Co-Ce alloys on the nickel foam framework surface can improve electro-conductivity for active materials and nickelsubstrate interface. The results of inductive coupled plasma emission spectrometer (ICP), cyclic voltammetry (CV), scanning electron microscopy (SEM), X-ray diffraction (XRD) and electron probe microanalysis (EPMA) indicate that the Co-Ce coating chemical content of rare earth Ce 0.19wt.%-0.28wt.% can not only alter the microstructure of electroplating coating, but also accelerate the oxidation reaction of Co and improve its transfer rate of electric current conductivity to the active material particles. The grads-like distributing electro-conductive network of CoOOH is formed on the nickel substrate surface, which improves reversibility of pasted nickel electrode. The charging receptivity is improved by Co-Ce coating on the pasted nickel electrode substrate, and its specific discharging capacity is improved by 50%.