基于动态注意力和多角度匹配的答案选择模型

针对当前主流神经网络在处理答案选择任务时无法同时满足句子的充分表示以及句子间信息充分交互的问题,提出了基于动态注意力和多角度匹配（DAMPM）的答案选择模型。首先,调用预训练语言模型的嵌入（ELMo）获得包含简单语义信息的词向量;接着,在注意力层采用过滤机制有效地去除句子中的噪声,从而更好地得到问句和答案句的句子表征;其次,在匹配层同时引入多种匹配策略来完成句子向量之间的信息交互;然后,利用双向长短期记忆（BiLSTM）网络对匹配层输出的句子向量进行拼接;最后,通过分类器来计算拼接向量的相似度大小,从而得到问句和答案句之间的语义关联。在文本检索会议问答（TRECQA）数据集上的实验结果表明,与基于比较聚合框架的基线模型中的动态滑动注意力网络（DCAN）方法相比,DAMPM在平均准确率均值（MAP）和平均倒数排名（MRR）两个性能指标上均提高了1.6个百分点。在维基百科问答（WikiQA）数据集上的实验结果表明,DAMPM相较DCAN在两个性能指标上分别提高了0.7个百分点和0.8个百分点。所提DAMPM相较于基线模型中的方法整体上有更好的性能表现。     

Python爬虫在导购系统中的应用

近年来,随着互联网的发展,出现了网上购物这种全新的购物方式。网上购物已经成为年轻人购物的主要方式。但网上的商品琳琅满目,如何挑选物美价廉的商品成为需要解决的问题,由此设计了一个基于Python爬虫的优惠券型导购系统。将淘宝、天猫、京东三大电商网站作为数据源,使用Python的requests、selenium等模块结合IP代理反反爬虫技术将商品信息与优惠券信息爬取下来,对信息进行数据清洗并存入mongo DB数据库中,由后台服务器程序整理数据,并在基于HTML5的安卓端APP展示出来供用户查看与选择。该系统简单高效,可以改善用户的购物体验,具有较高的实用价值。     

先共析铁素体对粒状贝氏体性能的影响

本文研究了低碳合金钢先共析铁素体+粒状贝氏体混合组织与单一粒状贝氏体组织的性能,先共析铁素体的存在降低钢的机械性能,尤其是显著降低冲击韧性。     

Accelerated electrospark deposition and the wear behavior of coatings

Electrospark deposition (ESD) is a coating process that is featured by low heat input to the substrate. Low coating efficiency and other limitations influence its wider application. The present paper introduces newly designed ESD equipment, by which a higher coating rate can be reached. The relationship among coating thickness, surface roughness, and process parameters such as pulse energy, pulse frequency, and deposition time are presented. Electrospark deposition coating by the new equipment on AISI 1045 steel (with WC-8% Co as electrode) increases the wear resistance by 5 to 8 times. The micromechanism is investigated by scanning electron microscopy observation.     

AGING BEHAVIOUR OF PARTICULATE REINFORCED ALUMINUM ALLOY MATRIX COMPOSITES

The process of aging precipitation in SiC_p/6061 and Al_2O_3/6061 composites were investigated. Hardness testing, differential scanning calorimetry(DSC) and transmission electron microscopy were employed. Results showed that the precipitation phase form directly along dislocation lines in the composites because the particles produce high densities of dislocations which makes vacancy densities in the composites decrease, and the main precipitation phase at peak hardness was β′ phase.     

水电站座环及导叶用钢SXQ500/550DZ35热力学计算及析出相分析

水电建设的发展，对水电站座环及导叶用SXQ500/550DZ35特厚板的性能提出了更高的要求，其成分中加入合金元素多，各种相的析出复杂，而析出相与钢的组织性能密切相关，因此利用Thermo Calc软件对SXQ500/550DZ35水电用钢进行了热力学计算及平衡相分析。结果表明，FCC_A1#2、FCC_A1#3及FCC_A1#4相析出温度区间集中于900~1 400 ℃之间，属于微合金元素V、Nb、Ti与C、N元素结合生成的碳化物以及碳氮化物，其能钉扎奥氏体晶界，细化奥氏体晶粒。通过钢板在970、1 020、1 070 ℃保温22 min后水淬至常温，并采用场发射电镜对其进行检测，析出相主要为NbC、TiC、Ti（C,N），与热力学软件计算相符合。     

大模数齿轮磨损后的堆焊修复工艺研究

通过试板的工艺试验，探索选用适当的焊条、采用适当的焊接工艺和焊后热处理工艺来修复ＺＧ４５钢大模数齿轮磨损齿面的可能性。试验结果表明，联合使用Ｄ１３２＋Ｄ１１２或Ｄ１３２＋Ｊ４２２进行堆焊，均可满足堆焊修复工艺的要求。     

高性能数控激光切割机设计要点

介绍了激光切割工艺的优点及数控激光切割机的基本构成。在此基础上，重点论述了数控激光切割机主机的构成部件及设计要点。     

不锈钢活性激光焊工艺研究

以不锈钢SUS304作为试验对象,分别研究了焊接速度、散焦离焦量、激光功率和保护气体等工艺参数以及活性剂和活性元素硫对不锈钢YAG激光焊焊缝成形的影响.试验结果表明,各焊缝表面成形良好,焊接速度和激光功率能明显影响焊缝成形,散焦离焦量和保护气体种类对YAG激光焊焊缝成形的影响较小.与硫含量较低的情况相比,活性剂和活性元素硫含量较高的情况下均能使得焊缝熔宽发生明显收缩,随着热输入量增加,活性剂增加熔深的效果也越明显,表明活性剂对熔深的影响效果与焊接过程的热输入量有密切联系.     

Influence of electroplating conditions on magnetic properties of Fe-36wt.% Ni alloy film

A Fe-Ni soft magnetic film was prepared in sulphate solution by electroplating. The influences of the molar ratio of n [Fe2+ ]/ n [Ni2+ ], current density, bath temperature, pH and L-ascorbic acid concentration on magnetic properties of Fe-Ni alloy film were investigated. The results show that the saturated flux density(BS) of the film increases initially and decreases after it reaches the specific value with the increase of n [Fe2+ ]/ n [Ni2+ ] molar ratio, current density, bath temperature and pH. However, the relationship between L-ascorbic acid concentration and B S keeps linear. It is observed that the coercive force( Hc) is enhanced with the increase of n [Fe2+ ]/ n [Ni2+ ] molar ratio, current density and pH. By comparison, when the bath temperature increases, Hc always decreases. With the increase of L-ascorbic acid concentration, the coercive force increases initially and then decreases.