一种基于深度学习的视网膜病变图像识别方法

为解决医学上糖尿病性视网膜病变图像人工识别困难、精度差等问题,提出一种基于多特征融合的卷积神经网络识别方法。在VGG-16模型的基础上,通过融合每层网络上的局部特征,增强模型的特征提取能力。选用Softmax分类器,使病变图像识别更加准确。使用OpenCV图像处理工具采用加噪、上下左右不同角度翻转、调节对比度等5种方式扩充训练集。实验结果表明,基于多特征融合的深度学习框架图像识别系统在数据集上的平均识别精度达到94.23%,相较于Alex-Net、Google-Net、Compact-Net、ResNet-101等模型分别提高了10.56%、7.80%、6.01%、0.02%,验证了该方法的有效性。该模型具有很好的鲁棒性。     

Low Distortion Quick Response Noise Filter Realized with Average Peaks Method

The filter proposed in this paper is expected to reduce noise whose frequency is lower than higher order harmonics of real signals. It is based on the distributive characteristics of noise, and uses analog circuits to select the high peak and low peak of the input signal and applies their average in order to reduce random noise. So it has no cutoff frequency and higher order harmonics of real signals are remained. As a result, it gives an instant response to changes in input signals and retains the integrity of real signals. Furthermore, it has only a small phase delay. The simulation results of slew rate, phase delay and spectral analysis under MULTISIM indicate that the quick response noise filter achieves a high slew rate of 472 V/ms and the phase shift is nearly zero. By having it used in a color tester design, it is also demonstrated that the proposed filter effectively reduces noise and remains signal integrity. With the filter’s help, the relative standard deviation of the spectrograph decreases from 1% to 0.22%, indicating better stability.     

玛湖凹陷与沙湾凹陷上乌尔禾组储集层差异及成因

通过薄片观察、扫描电镜分析、黏土矿物X射线衍射分析、阴极发光实验等,对准噶尔盆地玛湖凹陷和沙湾凹陷上二叠统上乌尔禾组成岩差异进行对比分析,明确了成岩产物类型和孔隙演化过程。压实作用、碳酸盐矿物胶结与沸石胶结是研究区储集层物性差异的主要控制因素,玛湖凹陷压实作用相对较弱,沙湾凹陷溶蚀作用更强。砂体成岩孔隙演化具有差异性,玛湖凹陷储集层以长石颗粒和凝灰岩岩屑溶孔为主,沙湾凹陷储集层以长石颗粒、凝灰岩岩屑以及浊沸石溶孔为主,2类储集层都少量发育原生孔隙。以上2个地区储集层的差异性主要是由成岩流体性质和岩石组分不同导致,其中,岩石组分是导致玛湖凹陷和沙湾凹陷砂砾岩储集层孔隙结构特征差异的主要原因。     

Preparation of 3D crimped ZnO/PAN hybrid nanofiber mats with photocatalytic activity and antibacterial properties by blow-spinning

Zinc oxide (ZnO) nanostructures have received widespread attention due to their unique structure and broad application possibilities, but high preparation costs and agglomeration limit their usage. In this article, low-cost and environmentally friendly cellulose and ZnCl₂ are used to synthesize ZnO nanoparticles (ZnO NPs). Subsequently, multifunctional ZnO/polyacrylonitrile hybrid nanofiber mats (ZnO/PAN@NFMs) with mechanical stability suitable for large-scale application are prepared via solution blow-spinning. The synthesized ZnO/PAN@NFMs exhibit higher photodegradation of organic dyes than earlier reported semiconductors and good recycling performance with an organic dye degradation above 94%–98% after five cycles, which is ascribed to fixation of the ZnO NPs in the nanofibers. In addition, the inhibition rate for Escherichia coli and Staphylococcus aureus is above 99.9% and the bacteriostatic rate against E. coli remains as high as 99% after 10 cycles. From these properties, the synthesized composite ZnO/PAN@NFMs are promising for wastewater cleaning and antibacterial fabrics.     

不同应力状态下铝合金变形及损伤机理的研究

利用改装的Arcan夹具对铝合金（6063）的蝶形试样进行0°，30°，45°，60°，90°的拉伸及拉伸卸载试验，研究了铝合金在不同应力状态下变形及损伤机理。结果表明：铝合金在不同应力状态下的工程应力一应变曲线明显不同。0°加载时，在蝶形中心产生微孔洞，微孔洞之间剪切，从而产生了微裂纹。随着微裂纹的扩展、连接导致试样断裂。随着试样中三轴应力度的减小，在蝶形试样中心的剪切应力不断增大，同时在蝶形试样中的剪切变形带越来越集中。显微裂纹首先在剪切带中产生，随着微裂纹的扩展导致试样的断裂。90°拉伸时，在蝶形中心形成明显的剪切变形带。90°加载时，在试样中产生的剪切带是形变剪切带而非相变剪切带。利用有限元软件ABAQUS对不同角度拉伸试验进行模拟，从而得出了不同应力状态下的塑性区的形状和大小。     

Ba—P复合变质对铝硅合金初晶硅的细化作用

研究了钡、磷及钡磷复台变质对过共晶铝硅合金初晶硅的细化作用，发现钡变质可细化初晶硅的尺寸，同时使硅晶体由板块状改变为树枝状；磷变质可明显细化初晶硅，但对其形状因子改变不大；但磷复合变质综合了二者的优势。硅晶体表面有钡或钡的化合物的吸附，认为吸附抑制机制是钡变质的实质。     

模锻件切边凹模刃口形状探讨

通过对模锻件切边过程与定位要求的描述，对切边凹模刃口形状与模锻件飞边桥部关系的分析，并基于实践经验，指出对于非平面分模锻件和水平投影轮廓形状复杂的锻件，切边凹模刃口形状不宜完全按(热)锻件分模面轮廓制造，而应针对锻件具体结构作一些调整。     

An integrated microfluidic signal generator using multiphase droplet grating

An integrated and reconfigurable optofluidic signal generator based on multiphase droplet grating is demonstrated in this paper. The chip is fabricated with an inexpensive, optically clear and non-toxic silicone elastomer-polydimethylsiloxane (PDMS) by conventional soft lithography. Droplet grating is formed by a stream of plugs which are generated through a typical microfluidic T-junction. Since the refractive indices of the two immiscible liquids are different, the alternative mobility of the plug results in the periodical change of the reflectivity at the fluid/PDMS interface. The real-time tunability in the frequency and amplitude of the signal can be realized by varying the flow rates of the liquids. In experiments, both rectangle and triangle signals are displayed and the signal frequency ranges from 1 to 525 Hz. This signal generator can be easily integrated into other microfluidic networks to create versatile functionalities. Furthermore, we present coding functions based on the signal generator on a chip. Such a signal generator has great potential as a signal source or a part of functionalities for lab-on-a-chip applications.     

基于无线通信的温度监测系统的设计

通过对单片机技术和无线传感器网络技术的研究,介绍了一种具有分层结构的无线通信的温度监测系统,并设计了基于这种分层结构的通信协议,给出了系统的硬件结构和软件设计。应用结果表明,系统可以广泛应用在需要温度监测的领域。     

Ultraefficient Non-Doped Deep Blue Fluorescent OLED: Achieving a High EQE of 10.17% at 1000 cd m−2 with CIEy<0.08

The pursuit for efficient deep blue material is an ever-increasing issue in organic optoelectronics field. It is a long-standing challenge to achieve high external quantum efficiency (EQE) exceed 10% at brightness of 1000 cd m⁻² with a Commission International de L'Eclairage (CIE_y) <0.08 in non-doped organic light-emitting diodes (OLEDs). Herein, this study reports a deep blue luminogen, PPITPh, by bonding phenanthro[9,10-d]imidazole moiety with m-terphenyl group via benzene bridge. The non-doped OLED based on PPITPh exhibits an exceptionally high EQE of 11.83% with a CIE coordinate of (0.15, 0.07). The EQE still maintains 10.17% at the brightness of 1000 cd m⁻², and even at a brightness as high as 10000 cd m⁻², an EQE of 7.5% is still remained, representing the record-high result among non-doped deep-blue OLEDs at 1000 cd m⁻². The unprecedented device performance is attributed to the reversed intersystem crossing process through hot exciton mechanism. Besides, the maximum EQE of orange phosphorescent OLED with PPITPh as host is 32.02%, and remains 31.17% at the brightness of 1000 cd m⁻². Such minimal efficiency roll-off demonstrates that PPITPh is also an excellent phosphorescent host material. The result offers a new design strategy for the enrichment of high-efficiency deep blue luminogen.