众筹项目推荐:面向隐式反馈的深度学习协同过滤

目前,在推荐系统研究中,用户的隐式反馈,以及极度稀疏的数据,已成为影响协同过滤推荐效果的主要问题.针对这一现象,本文提出了深度学习协同过滤算法,先利用卷积神经网络,对用户-项目矩阵的隐层特征进行学习,再结合协同过滤,对用户-项目的交互信息进行建模,并将两种特征融合预测推荐列表.以众筹平台的数据为实验对象,比较模型中各参数对推荐效果的影响,并设计与基线方法的对比实验.实验结果表明:均匀采集负反馈,并在一定卷积层数的网络中,数据稀疏度越高,效果越好;对比基线方法,本文提出的算法在公开数据集(Yahoo!Movie)上取得了最好的推荐结果.本文提出的算法有助于提高众筹平台的融资成功率,同时也丰富了推荐系统的研究体系.     

Bead-based polymerase chain reaction on a microchip

We present a bead-based approach to microfluidic polymerase chain reaction (PCR), enabling fluorescent detection and sample conditioning in a single microchamber. Bead-based PCR, while not extensively investigated in microchip format, has been used in a variety of bioanalytical applications in recent years. We leverage the ability of bead-based PCR to accumulate fluorescent labels following DNA amplification to explore a novel DNA detection scheme on a microchip. The microchip uses an integrated microheater and temperature sensor for rapid control of thermal cycling temperatures, while the sample is held in a microchamber fabricated from (poly)dimethylsiloxane and coated with Parylene. The effects of key bead-based PCR parameters, including annealing temperature and concentration of microbeads in the reaction mixture, are studied to achieve optimized device sensitivity and detection time. The device is capable of detecting a synthetically prepared section of the Bordetella pertussis genome in as few as 10 temperature cycles with times as short as 15?min. We then demonstrate the use of the procedure in an integrated device; capturing, amplifying, detecting, and purifying template DNA in a single microfluidic chamber. These results show that this method is an effective method of DNA detection which is easily integrated in a microfluidic device to perform additional steps such as sample pre-conditioning.     

基于光通信的数据单向导入系统的设计与实现

随着信息网络的日趋成熟,网络信息安全尤其是内网信息安全,越来越受到人们的关注,成为一时研究的热点。其中如何防止在移动存储设备与内网计算机信息交流过程中内网信息流失的问题,显得尤为迫切。为此,本文提出一种基于光通信的数据单向导入系统,为用户提供一种安全地将信息或者数据单向导入到内网的解决方案。利用光的单向性,从传输通道上卡断了反向的可能,有效地保护内网的机密信息不会流失到外部,同时做到良好的人机交互,用户可以任意选择存储设备中的文件发送。     

独立分量分析理论在海底管道漏磁检测中的应用

应用独立分量分析(ICA)方法对海底管道缺陷漏磁法检测中电磁干扰的消除进行了研究，阐述了漏磁检测和负熵法ICA快速算法的原理，应用相应的分析工具研究了试验数据。结果表明，在试验室条件下该方法能很好地分离出缺陷信号和电磁干扰信号。     

磁耦合谐振式无线能量传输的阻抗匹配特性

针对无线电能传输过程中传输效率随匹配阻抗大小变化的特点,提出两种阻抗匹配的方法:一种是基于步进电动机通过检测网络反馈信号,控制网络通过GA神经网络算法控制步进电动机,改变电容实现阻抗匹配;另一种是基于直直变换器中Cuk电路的占空比大小来匹配阻抗的方法.在负载和线圈之间嵌入单相桥式整流电路和Cuk升降压变压器实现匹配.根据最大传输功率理论,定量分析了改变电路的阻抗值大小,使系统的传输功率及效率最大.在MATLAB/Simulink平台验证了两种阻抗匹配设计方案的有效性.结果 表明,利用基于步进电动机和Cuk电路的阻抗匹配方法可以实现最佳阻抗值匹配,使无线电能传输效率最大化.     

工具系统平衡工艺的研究

运用转子平衡理论,对工具系统实施平衡技术时,分析了校正面数量的选择、校正面位置的确定、平衡方法的选择等平衡工艺的主要方面,为工具系统的合理设计、制造和使用提供指导.     

基于无线网络的制造业物料配送系统的设计*

针对制造业传统物料配送系统存在的缺点,基于业务流程再造的理念,运用无线局域网技术设计了全新的物料配送系统。该系统能够对配送流程进行优化,提高了配送效率,有效地解决了配送不及时所造成的生产速度瓶颈问题。     

一种基于身份的群签名方案*

群签名使得群中任何一个成员均可以代表该群进行签名,而不会暴露签名者的身份.当争议发生时,签名者的身份可以通过群管理员公开.基于身份的签名与群签名有许多相似性,给出了一个由基于身份的签名转换而来的群签名,并给出了它在电子选举中的应用实例.     

超导故障限流器抑制短路电流直流分量的仿真分析

短路电流中的周期分量和直流分量对系统短路容量都有贡献,而后者在工程应用中没有引起足够的重视.目前我国宁夏、上海、广州等电网普遍面临短路电流直流分量超标,系统保护装置难以可靠清除故障的状况,严重威胁电力系统的安全可靠性.基于此,本文提出使用超导故障限流器在限制短路电流幅值的同时,抑制短路电流直流分量的方法,缓解断路器的开断负担.目前超导限流器对短路电流直流分量的抑制效果及在高直流分量系统超导限流器的设计方法尚不清楚.因此,搭建了超导故障限流器模型,以330 kV系统为例,研究了不同直流分量时间常数下超导限流器阻值与直流分量的关系,提出了超导故障限流器失超阻值的优化设计方法.结果表明在不同的短路故障条件下,超导限流器对直流分量的抑制效果均非常明显,能有效提高系统的可靠性.     

Isolation and Functional Characterization of a Salt-Responsive Calmodulin-Like Gene MpCML40 from Semi-Mangrove Millettia pinnata

Salt stress is a major increasing threat to global agriculture. Pongamia (Millettia pinnata), a semi-mangrove, is a good model to study the molecular mechanism of plant adaptation to the saline environment. Calcium signaling pathways play critical roles in the model plants such as Arabidopsis in responding to salt stress, but little is known about their function in Pongamia. Here, we have isolated and characterized a salt-responsive MpCML40, a calmodulin-like (CML) gene from Pongamia. MpCML40 protein has 140 amino acids and is homologous with Arabidopsis AtCML40. MpCML40 contains four EF-hand motifs and a bipartite NLS (Nuclear Localization Signal) and localizes both at the plasma membrane and in the nucleus. MpCML40 was highly induced after salt treatment, especially in Pongamia roots. Heterologous expression of MpCML40 in yeast cells improved their salt tolerance. The 35S::MpCML40 transgenic Arabidopsis highly enhanced seed germination rate and root length under salt and osmotic stresses. The transgenic plants had a higher level of proline and a lower level of MDA (malondialdehyde) under normal and stress conditions, which suggested that heterologous expression of MpCML40 contributed to proline accumulation to improve salt tolerance and protect plants from the ROS (reactive oxygen species) destructive effects. Furthermore, we did not observe any measurable discrepancies in the development and growth between the transgenic plants and wild-type plants under normal growth conditions. Our results suggest that MpCML40 is an important positive regulator in response to salt stress and of potential application in producing salt-tolerant crops.