基于人体关节点数据的攻击性行为识别

针对人体攻击性行为识别问题，提出一种基于人体关节点数据的攻击性行为识别方法。首先，利用OpenPose获得单帧图像中的人体关节点数据，并通过最近邻帧特征加权法和分段多项式回归完成由人体自遮挡和环境因素所导致缺失值的补全；然后，对每个人体定义动态"安全距离"阈值，如果两人真实距离小于阈值，则构建行为特征矢量，其中包括帧间人体重心位移、人体关节旋转角角速度和发生交互时的最小攻击距离等；最后，提出改进的LightGBM算法w-LightGBM，并对攻击性行为进行识别。采用公共数据集UT-interaction对所提出的攻击性行为分类识别方法进行测试实验，准确率达到95.45%。实验结果表明，所提方法能够有效识别各种角度的攻击性行为。     

基于BS值的钢中多相组织分相技术

为了对钢中双相或多相组织进行分相定量表征，利用场发射扫描电镜(FE SEM)与电子背散射衍射技术(EBSD)中的BS值对其进行了详细的研究与讨论。结果表明，对于单相的铁素体、贝氏体或马氏体，其BS灰度分布图呈近似的正态分布，BS图可以呈现出类似于组织的图像。利用BS值可以很好地对结构相近的双相或多相组织进行分相定量。在分相定量时，需选择适合的拟合函数，定量结果才更为准确。     

基于双树复小波的无参考立体图像质量评价

随着3D技术的不断发展，立体图像的使用领域越来越广泛，同时人们对图像的清晰度要求越来越高，因此，立体图像的质量评价成为关注点，基于此，提出了一种基于双树复小波变换的立体图像质量评价算法。使用双树复小波变换对立体图像的左、右视图进行处理，生成纹理结构图像，且根据最小能量误差的原理，获取左右视图的视差图；对纹理结构图像和视差图提取非对称广义高斯分布模型的参数、梯度幅值、相对梯度方向方差和奇异值曲线与坐标轴的面积等特征；使用AdaBoosting BP神经网络，进行训练和预测立体图像的质量得分。在LIVE立体图像数据库上的实验结果表明，新方法预测得分与主观得分有较好的一致性，获得了比较好的实验结果。     

基于层次分析法的叶用甜菜种质资源观赏性评价

根据叶用甜菜品种的观赏特性,运用层次分析法初步建立叶用甜菜品种观赏价值的评价模型,包含叶梗、叶片和整体感3个方面共11个评价因子。结果表明:叶梗是评价叶用甜菜观赏价值的核心要素;叶梗色、叶梗厚、叶丛型是重要因子,分别以红、粉红、粉白叶梗,叶梗厚度厚和直立型叶丛为优良性状。利用该评价模型对8个甜菜品种进行观赏价值综合评价,筛选出‘Clnx-blush2018'、'Clnx-fen2018’和‘荷兰必久'3个观赏价值高、适于市场推广叶品种。     

关于构建塑料包装废弃物的分类、收集与管理体系的思考

简介了我国塑料包装行业发展状况和塑料包装废弃物治理的有关政策与法规；阐述了为解决塑料包装废弃物等对环境造成的污染不同主体应承担与落实的责任，包括政府部门、企业和消费者等；提出了为高值（质）化回收利用塑料包装废弃物构建细化分类、收集与管理体系的一些设想。     

Purchase intention for hydrogen automobile among Chinese citizens: The influence of environmental concern and perceived social value

Although hydrogen automobile has attracted increasing attention in recent years, previous studies did not extensively investigate customers' purchase intention for hydrogen automobile, as well as the factors that might affect their purchase intention. The present study therefore investigated whether customers' environmental concern and perceived social value of green buying would affect their purchase intention for hydrogen automobile. Customers' green buying behavior was included as a mediator, and their monthly income and gender were included as moderators. Data from 300 adults in China were collected. Results from structural equation modeling showed that customers’ green buying behavior fully mediated the positive association between perceived social value and purchase intention for hydrogen automobile. Further multi-group analysis found that monthly income and gender had moderating effects on the associations between some of the study variables. Based on these findings, possible explanation and practical implications were discussed.     

Novel superabsorbent materials from bacterial cellulose

A novel process for the production of superabsorbent materials (hydrogels) from bacterial cellulose (BC) was developed. Prior to crosslinking with a water‐soluble polyethylene glycol diacrylate (PEGDA), BC was first carboxymethylated and functionalized with glycidyl methacrylate. The degree of crosslinking influenced the swelling properties of the hydrogels. The use of greater amounts of PEGDA enhanced the formation of a thicker macromolecular network containing fewer capillary spaces in the crosslinked gel. The maximum water retention value of the hydrogels containing 2.5–3.5 mmol of carboxyl groups per gram of gel reached 125 g g^?1 in distilled water, and 29 g g^?1 in saline (0.9% NaCl solution). The highly porous hydrogel architecture with a pore size of 350–600 µm created a high specific surface area. This enables rapid mass penetration in superabsorbent applications. The superabsorbent hydrogels reached 80% of their maximum water absorption capacity in 30 min. © 2018 Society of Chemical Industry     

Full AC analysis of value of DER to the grid and optimal DER scheduling

This paper presents part of the work ComEd and Quanta Technology have performed to quantify the locational and temporal value of DER to avoid distribution grid upgrade investments. It focuses on the formulation of a robust and efficient algorithm for DER optimal dispatch on a distribution feeder to mitigate the violation of current and voltage limits using the allocated cost of capacity and locational marginal value of real and reactive DER injection/withdrawal.