Bidirectional Label Propagation over Graphs

Graph-Based label propagation algorithms are popular in the state-of-the-art semi-supervised learning research. The key idea underlying this algorithmic family is to enforce labeling consistency between any two examples with a positive similarity. However, negative similarities or dissimilarities are equivalently valuable in practice. To this end, we simultaneously leverage similarities and dissimilarities in our proposed semi-supervised learning algorithm which we term Bidirectional Label Propagation (BLP). Different from previous label propagation mechanisms that proceed along a single direction of graph edges, the BLP algorithm can propagate labels along not only positive but also negative edge directions. By using an initial neighborhood graph and class assignment constraints inherent among the labeled examples, a set of class-specific graphs are learned, which include both positive and negative edges and thus reveal discriminative cues. Over the learned graphs, a convex propagation criterion is carried out to ensure consistent labelings along the positive edges and inconsistent labelings along the negative edges. Experimental evidence discovered in synthetic and real-world datasets validates excellent performance of the proposed BLP algorithm.     

Nanocrystalline CeO2 in SBA-15: Performance of Pt/CeO2/SBA-15 Catalyst for Water-gas-shift Reaction

CeO₂ particles confined within the pores of an SBA-15 mesoporous silica host were prepared by incipient wetness impregnation (IMP) and deposition precipitation (DP) methods. The materials were characterized by XRD, N₂-adsorption and temperature programmed reduction (TPR) to evaluate the structure, texture, and redox properties. The preparation procedure had significant impact on the assembling mode of CeO₂ inside the SBA-15 mesopores. A high dispersion of CeO₂ particles was achieved via DP, whereas the dispersion of CeO₂ prepared by IMP was found to be inhomogeneous and CeO₂ partially blocked the pores. The CO conversion in the water-gas-shift reaction was enhanced over 1 wt% Pt supported on CeO₂-modified SBA-15 obtained by DP.     

PVC╱NBR╱BR三元共混弹性体的制备

采用结合丙烯腈含量为26％的NBR、分子量适中的悬浮法Ⅲ型PVC和BR共混,制得了综合性能较PVC/NBR并用胶优异的弹性体。优选的工艺条件为:PVC/NBR/BR=30/60/10(质量比);补强剂选用炭黑40份,超细碳酸钙50份,轻质碳酸钙20份;硫化体系选用过氧化物加少量硫磺;混炼温度为140—170℃,混炼时间为10—15min。通过电子显微镜和动态力学分析,弹性体存在两个T,PVC为分散相,橡胶为连续相。     

采用JFM7201的北斗基带数字接收通道设计

北斗卫星导航定位系统是我国自行研制的,它采用直接序列扩频技术,只有当扩频码完全同步之后才能解调出信息码。因此,对于扩频码的捕获和跟踪就成为一个非常重要的环节,基带信号处理就可实现这样的功能。JFM7201芯片是一款基带信号处理芯片,与相关的处理器配合,可以实现信号的捕获、跟踪、解调以及输出位置、速度和时间的相关信息,是北斗接收机一种比较好的实现方式。     

MCU平台的嵌入式系统软件设计研究

嵌入式系统的运行需要可靠性和实时性的保证,因此良好的可靠性和实时性是嵌入式系统软件设计的重要标准。同时为了使软件系统的鲁棒性更强,嵌入式系统的设计需要一个非常好的软件架构。这里介绍了一种基于MCU平台的嵌入式系统软件架构方法。在这个方法中,事件驱动机制的引入满足了对软件架构的要求,主程序中不仅采用了优先调度机制,同时也加入了软件抗干扰措施,这些都使系统的实时性和可靠性得到了明显的提高。设计实验比较由该方法得到的软件架构与原始软件架构的实时性,得出由该方法优化后的软件架构确实具有更好的性能。     

基于FT311D的Android移动设备硬件接口拓展设计

FT311D接口芯片为Android手机或平板电脑提供了USB转外部UART、GPIO、PWM、I2 C、SPI硬件接口功能。本文介绍了FT311D的硬件特点及其在Android平台下的软件开发方法。实验表明,基于FT311D的Android设备USB转外部接口方案硬件设计简单,软件开发方便,可广泛应用于物联网、车载系统、POS机、智能医疗保健仪器设备等。     

S3C6410和CR95HF的RFID读卡系统设计

针对目前读卡器主频低、速度慢、便携性差等不足,提出了一种基于S3C6410的RFID读卡系统设计方案。本文以高性能的S3C6410嵌入式微处理器为核心,选用新型的CR95HF射频芯片,开发设计了一款高主频的搭载Android嵌入式系统的新型手持式RFID读卡器。该读卡器工作在高频13.56MHz,支持ISO14443、ISO15693等多种协议。实验证明,该读卡器能对符合协议的标签进行读写操作,读写距离能够满足需要,具有便携、稳定性高、处理速度快等特点。     

关联规则算法在法规备案审查工作中的应用

根据宪法和有关法律规定,全国人大常委会监督宪法和法律实施可以采取多种形式,法规备案审查正是其中一个重要的监督方式.我国的法规备案审查制度包含着违宪性审查和违法性审查两个层次的内容,其最高层次的法律渊源是宪法.现行宪法规定,全国人大常委会有权撤销国务院制定的同宪法、法律相抵触的行政法规、决定和命令,撤销省、自治区、直辖市国家权力机关制定的同宪法、法律和行政法规相抵触的地方性法规和决议.法规审查是一个复杂的过程,对具体负责审查工作的人员有极高的法律法规知识要求.因此,提高法规审查的科学性、客观性和准确性,是当前法规审查工作重要的课题.本文结合当前法规备案审查的实际,提出了法规关联分析评价指标体系,应用于法规审查工作中,并在此基础上设计并实现了法规备案审查系统.     

计算机局域网网络的安全现状与对策分析

在现代企业中,随着办公自动化进程的不断深入,计算机局域网得到了普遍的发展,在很大程度上提高了工作效率。但是局域网技术在为工作带来便利的同时,安全问题也是比较严重的。本文主要探究的是计算机局域网网络的安全现状,并提出了相应的对策和解决措施。