Teachers cooperation: team-knowledge distillation for multiple cross-domain few-shot learning

Although few-shot learning (FSL) has achieved great progress, it is still an enormous challenge especially when the source and target set are from different domains, which is also known as cross-domain few-shot learning (CD-FSL). Utilizing more source domain data is an effective way to improve the performance of CD-FSL. However, knowledge from different source domains may entangle and confuse with each other, which hurts the performance on the target domain. Therefore, we propose team-knowledge distillation networks (TKD-Net) to tackle this problem, which explores a strategy to help the cooperation of multiple teachers. Specifically, we distill knowledge from the cooperation of teacher networks to a single student network in a meta-learning framework. It incorporates task-oriented knowledge distillation and multiple cooperation among teachers to train an efficient student with better generalization ability on unseen tasks. Moreover, our TKD-Net employs both response-based knowledge and relation-based knowledge to transfer more comprehensive and effective knowledge. Extensive experimental results on four fine-grained datasets have demonstrated the effectiveness and superiority of our proposed TKD-Net approach.     

A rare-earth spectral traceability anti-counterfeiting detection technology

In this paper, a rare-earth spectral traceability anti-counterfeiting detection technology is proposed. Configure rare-earth samples No.1, No.2 and No.3 with different doping ratios. The spectral signals of these three samples are collected and integrated into a sample library. The traceability anti-counterfeiting detection is to compare the spectral information of the samples to be tested with the established sample library by selecting specific wavelength points for light intensity values. If the sample to be measured meets the light intensity range of the established sample library at a specific wavelength point, the sample model will be output. If it does not meet the light intensity range, the sample to be tested is fake. After testing, the anti-counterfeit rate of samples No.1, No.2 and No.3 can reach 100%. This testing process does not destroy the sample, and the anti-counterfeit effect is unique and reliable.     

车型意象认知与侧轮廓造型特征关联研究

目的基于感性工学(KE)原理与方法,以各车型侧轮廓为对象,研究意象认知与车型造型要素的关联性,比较并分析在意象差异下所对应各车型侧轮廓的关键造型特征。方法选取目前市场的15款典型车型为研究样本,收集并筛选获取代表性感性意象词汇,结合语义差分法(SD法)与形态分析法,利用贝塞尔曲线对车身侧轮廓进行了简化并提取其造型特征线,在构建车身侧轮廓评价参考模型基础上,对样本侧轮廓进行直接与间接的量化分析。结论综合语义差分法(SD法)与形态对比分析法,提取影响车型意象定位的关键造型特征,获取用户针对不同车型在侧轮廓特征上的识别程度等级,构建车型侧轮廓特征—感性意象的关联模型,辅助汽车车型造型设计与研究,提高车型造型与用户感性需求间的匹配度。     

橡胶件在燃油中腐蚀溶胀性的对比

将丁腈、氢化丁腈、氟橡胶分别浸泡在乙醇、柴油、生物柴油中,测量每组样件的直径、质量和硬度值,计算其变化率,并采用扫描电镜对腐蚀溶胀后的橡胶件进行微观形貌结构分析。结合测量数据与扫描分析结果,分析材料间极性的差异对橡胶腐蚀溶胀的影响。结果表明,样件上述各参数变化率与微观形貌变化一致,氟橡胶在柴油中变化率最低,抗腐蚀溶胀效果最佳。     

Canadian national power quality survey: frequency and duration ofvoltage sags and surges at industrial sites

The occurrence of voltage sags and surges originating on the primary and secondary sides of industrial facilities can disrupt continuous and noncontinuous industrial computer processes, a costly issue for society. This paper attempts to answer several questions concerning the frequency and duration of voltage sags and surges posed by industrial customers. The answers to these questions are based on the national survey results of the frequency and duration of voltage sags and surges at industrial sites monitored at their utilization voltage levels (e.g. 120, 347 V) and on the utility primary side of their facilities. The survey results provide a knowledge base for monitoring, designing, and utilizing voltage sag and surge mitigating technologies     

机场助航灯光远程监控系统研究与实现

将工频载波通讯技术和助航灯光检测技术相结合,构成工频载波助航灯光监控巡检系统,实现了助航灯光巡检监控的自动化.系统可以实时监控灯光设备运行情况,保证飞机进近和着陆安全.双向工频通信技术的使用,使得无需重新铺设通讯线路,降低了成本.监控计算机可以合理安排灯光维修时间,提高维修效率.对监控系统关键技术,如工频载波通讯技术和基于TCP/IP协议的局域网通讯实现进行了讨论.该系统的使用可提高灯光系统的可靠性,增强机场地面的保障能力.     

微处理器VRM的滑模控制技术研究

为了改善微处理器VRM(电压调节模块)输出电压的动态响应特性和稳态纹波及精度,简化VRM滑模控制器的设计过程,通过深入研究滑模控制VRM的相关文献,全面评述了VRM的滑模控制技术应用及研究,重点分析了系统抖振削弱,稳态误差减小或消除、瞬态响应速度提高、开关频率的固定和降低、切换面的构造和滑模系数的选取方法以及滑模控制器设计方法的研究现状和取得的研究成果.实验分析结果表明,滑模控制器是最适合电压调节模块的控制器,VRM未来的工作重点是滑模控制器的设计与实现.     

基于LabVIEW RT的某型作动器控制系统研制

为了确定某型作动器的最优控制方法,结合LabVIEW图形化编程功能和Simulink的控制算法设计功能,利用LabVIEW RT实时操作系统,开发了一种开放的控制系统设计方法。该方法通过NI的SIT（simulation interface toolkit）软件接口模块,可将在Simulink中设计的控制算法下载到实时系统中,对作动器进行伺服控制。试验过程中可根据试验结果不断对系统控制方法进行在线修改和完善,从而提高了设计效率和质量。     

基于反馈控制的自主虚拟人感知模型

提出了一种基于反馈控制的自主虚拟人感知模型.该模型首先使用感知过滤器模拟人类器官感知限制,然后设计了环形队列存储感知对象的相关信息来模拟人类的记忆功能,进而利用感知和记忆的结果,对感知过滤器的各项参数进行反馈控制,从而体现感知结果对感知过程的影响.实验结果表明,基于反馈控制的感知模型不仅能够较好地体现人类感知系统的特性,而且能够为自主虚拟人行为控制和决策提供更为真实的环境信息.     

基于CORBA和TLl的STP网元集中管理系统实现

设计了STP网元集中管理系统,阐述了该系统的体系结构和各模块的功能以及各模块间的通信方式.通过使用CORBA构建技术、IDL接口描述语言以及文本描述语言TLl,使得系统具有灵活性、可维护性和可扩展性的特点.该系统的实现,使得对信令网中的STP设备进行集中管理和统一维护成为可能,为进一步对信令网的检测和历史数据的采集分析提供了基础.