基于局部概率抽样的标签噪声过滤方法

分类学习任务中,在获取数据的过程中会不可避免地产生噪声,特别是标签噪声的存在不仅使得学习模型更复杂,而且容易造成过拟合并导致分类器泛化能力的下降。标签噪声过滤算法虽然在一定程度上可以解决上述问题,但是仍然存在噪声识别能力较差、分类效果不够理想以及过滤效率低等问题。针对这些问题,提出一种基于标签置信度分布的局部概率抽样方法来进行标签噪声过滤。首先利用随机森林分类器对样本的标签进行投票,从而获取每个样本的标签置信度;然后根据标签置信度的大小,将样本划分为易识别样本和难识别样本;最后分别采用不同的过滤策略对样本进行过滤。实验结果表明,在标签噪声存在的情况下,所提方法在大多数案例上能够保持较高的噪声识别能力,并且在分类泛化性能上也具有明显优势。     

基于联合损失胶囊网络的换衣行人重识别

目前的行人重识别（Re-ID）研究主要集中在短时间情形,即一个人的衣着不太可能发生改变的情况。然而现实中更常见的是长时间的情况,这时一个人有很大的机会更换衣服,Re-ID模型应该考虑这种情况。为此,研究了一种基于联合损失胶囊网络的换衣行人重识别方法。所提方法基于换衣行人重识别胶囊网络ReIDCaps,使用与传统的标量神经元相比包含更多信息的矢量胶囊,用其长度表示行人身份信息,用其方向表示行人衣着信息;采用软嵌入注意力（SEA）防止模型过拟合;使用特征稀疏表示（FSR）机制提取具有判别性的特征;增加标签平滑正则化交叉熵损失与Circle Loss的联合损失以提高模型的泛化能力和鲁棒性。在三个换衣行人重识别数据集Celeb-reID、Celeb-reID-light和NKUP上进行实验,实验结果表明所提方法与目前已有的Re-ID方法相比具有一定优势。     

改进在线词对主题模型的微博热点话题演化

话题演化分析是舆情监控的研究热点之一,面向微博热点话题进行演化分析,对于网络用户以及网络监管部门都有很重要的现实意义。针对在线词对主题模型（On-line Biterm Topic Model,OBTM）新旧主题混合、冗余词概率相对较高的问题,对OBTM进行改进,提出基于话题标签和先验参数的OBTM模型（Topic Labels and Prior Parameters OBTM,LPOBTM）。根据微博热点话题的话题标签,将微博文本集区分为含话题标签和不含话题标签的两类数据集,并设置不同的文档-主题先验参数;在前一时间片文档-主题概率分布的基础上,借鉴Sigmod函数对所有主题进行强度排名,从而优化当前时间片上主题-词分布的先验参数计算方法。实验结果表明,LPOBTM能够更准确地描述话题的内容演化情况,并且有更低的模型困惑度。     

Novel Apriori-Based Multi-Label Learning Algorithm by Exploiting Coupled Label Relationship

It is a key challenge to exploit the label coupling relationship in multi-label classification (MLC) problems. Most previous work focused on label pairwise relations, in which generally only global statistical information is used to analyze the coupled label relationship. In this work, firstly Bayesian and hypothesis testing methods are applied to predict the label set size of testing samples within their k nearest neighbor samples, which combines global and local statistical information, and then apriori algorithm is used to mine the label coupling relationship among multiple labels rather than pairwise labels, which can exploit the label coupling relations more accurately and comprehensively. The experimental results on text, biology and audio datasets shown that, compared with the state-of-the-art algorithm, the proposed algorithm can obtain better performance on 5 common criteria.     

氧化胺型清洁压裂液的制备及室内评价

以油酸酰胺丙基二甲基叔胺、过氧化氢为原料制备出油酸酰胺丙基二甲基氧化叔胺(OADO)稠化剂.研究了冰乙酸、氯化铵添加量对OADO稠化性能的影响,检测了压裂液的耐温性、耐剪切性、悬砂性、耐酸碱性和破胶性.结果表明,m(氯化铵)∶m(冰乙酸)∶m(OADO)∶m(水)为0.5∶1∶1.5∶100时,压裂液pH值为6.0,粘度可达到82mPa·s,70℃时可有效悬砂,剪切60min后粘度仍大于25mPa·s,当压裂液中煤油含量大于0.8%时,120min内可完全破胶.     

深圳市金龟河清洁小流域建设探析

金龟河清洁小流域建设是保护原生态河流系统、构建绿色生态城市的重要组成部分.阐述了金龟小流域污染情况及清洁小流域建设的必要性,提出了对其采用入河污染治理、河道防洪治理、水源保护治理、生态景观治理等多样性建设措施,达到修复水生态系统、维护河流健康成长的目的.     

一种基于图像边缘的快速模板匹配方法

提出了一种基于边缘的快速模板匹配方法,算法首先把模板二值化,根据传统标记目标区域的方法对二值化后的模板图进行标记,利用八临域判别准则提取各个区域的边界,在匹配时只匹配区域边界上的点,同时设定阈值,若前面n个点与模板图的前n个点的绝对差和超过阈值,则跳过该搜索区域。实验结果表明,不仅减少了匹配计算量,而且能够保证匹配的精确性。     

洁玉烟气净化处理系统设计

提出并论述了冲天炉洁玉烟气净化处理（器）系统，它是同体式、笼屉式三级伞形水幕并连续作业的烟气综合净化装置，其上有可高可低的器上烟囱，其下有余热锅炉；它集除尘、除微粒、除有害气体和降温于一体，足以实现常温无污染排放；它不仅适用于冲天炉和其他竖炉，而且还可以普遍推广到一切工业烟囱。     

Separation of oxide inclusions from liquid metal in an applied electrostatic field

It is known that oxide inclusions in liquid metal carry mostly positive charges on their surfaces. In an electrostatic field, therefore, such charged particles suspended in a liquid metal experience forces and accumulate in the region of the negatively charged surface, resulting in the separation of oxide inclusions from the liquid metal. In this study, this principle was experimentally demonstrated for the case of a capacitor cell by the imposition of a d.c. potential on electrodes. The capacitor cell consisted of a dielectric container of Pyrex tube, a high voltage d.c. source, and two electrodes, which were symmetrically attached onto the outer surface of the Pyrex. tube. Experiments were carried out for suspensions of liquid tin/metal oxides, such as SnO₂, WO₃, and PbO under an applied potential of up to 12 kV. All experimental results were in good agreement with the theoretical prediction and showed that the degree of separation was significantly increased with the applied potential.     

连铸用耐火材料对洁净钢的影响及其发展

分析了连铸用耐火材料对洁净钢的影响,并针对连铸用耐火材料对钢水洁净度的影响如增碳等,就其发展进行了评述,认为采用钙质等碱性材料和无碳无硅或低碳低硅材质有利于洁净钢的生产.