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集成模糊LSA与MIL的图像分类算法 总被引:1,自引:0,他引:1
针对自然图像的分类问题,提出一种基于模糊潜在语义分析(LSA)与直推式支持向量机(TSVM)相结合的半监督多示例学习(MIL)算法.该算法将图像当作多示例包,分割区域的底层视觉特征当作包中的示例.为了将MIL问题转化成单示例问题进行求解,首先利用K-Means方法对训练包中所有的示例进行聚类,建立"视觉词汇表";然后根据"视觉字"与示例之间的距离定义模糊隶属度函数,建立模糊"词-文档"矩阵,再采用LSA方法获得多示例包(图像)的模糊潜在语义模型,并通过该模型将每个多示例包转化成单个样本;采用半监督的TSVM训练分类器,以利用未标注图像来提高分类精度.基于Corel图像库的对比实验结果表明,与传统的LSA方法相比,模糊LSA的分类准确率提高了5.6%,且性能优于其他分类方法. 相似文献
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iFIX组态软件在污水处理控制系统中的应用 总被引:1,自引:0,他引:1
介绍了组态软件iFIX在污水控制系统中的应用情况,对iFIX组态软件的特点进行了简介说明以及对整个污水处理控制系统的组成进行了阐述,提出了系统进行组态过程中的两个主要技术问题,iFIX和关系数据库的通讯以及日报表的生成,并提供了解决方法,同时给出了解决报表的部分主要程序代码。 相似文献
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詹庄影 《计算机光盘软件与应用》2010,(16)
随着国内经济发展和消费需求的变化,银行卡业务也应与时俱进,寻求创新.本文首先分析银行卡业务发展的现状,然后提出今后创新的方向.在此基础上,文章从银行卡风险防范的角度分析业务创新的重要作用. 相似文献
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Yuanjin Zhan Peng Yu Xiaohan Wang Yang Xie Hongxin Zhang Fan Zhang 《Advanced functional materials》2023,33(36):2301683
Chemotherapy-induced enteritis is one of the side effects associated with cancer therapy, which significantly affects the treatment effect, but there is no effective clinical detection method that can early diagnose its occurrence and progression. Here, a series of second near-infrared window (NIR-II) hybrid nanosensors are designed that consisted of lanthanide nanoparticles and β-Mo2C-derived polymetallic oxomolybdate nanoclusters (Ln@POM). Based on the high sensitivity of POM to reactive oxygen species (ROS) closely related to chemotherapy-induced enteritis, the NIR-II luminescence intensity and lifetime of Ln@POM (Ln: Yb3+, Nd3+, Ho3+, Tm3+, Er3+) show excellent responsiveness to H2O2 and HClO with the detection limit down to 0.15 and 0.14 µm , respectively. Utilizing Nd@POM as a ROS-activated NIR-II nanosensor, the chemotherapeutic enteritis is successfully detected within 7 h after induction of chemotherapy drugs, which is significantly earlier than the gold standard method (immunohistochemistry, 24 h). These results demonstrate that the designed hybrid nanosensors are promising optical tools for the early diagnosis of ROS-related diseases. 相似文献
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Chenjie Song Yuhan Zhang Jinying Bao Zizheng Wang Lanying Zhang Jian Sun Ruochen Lan Zhan Yu Siquan Zhu Huai Yang 《Advanced functional materials》2023,33(17):2213771
Liquid crystalline polymers (LCPs), especially liquid crystalline elastomers (LCEs) can generate ultrahigh shape change amplitude but has lower mechanical strength. Although some attempts have been tried to improve the mechanical performance of LCE, there are still limitations including complicated fabrication and high actuation temperature. Here, a versatile method is reported to fabricate light-driven actuator by covalently cross-linking polyurethane (PU) into LCP networks (PULCN). This new scheme is distinct from the previous interpenetrating network strategy, the hydrogen bonds and covalent bonds are used in this study to improve the miscibility of non-liquid-crystalline PU and LCP materials and enhance the stability of the composite system. This material not only possesses the shape memory properties of PU but shows shape-changing behavior of LCPs. With a shrinkage ratio of 20% at the phase transition temperature, the prepared materials reached a maximum mechanical strength of 20 MPa, higher than conventional LCP. Meanwhile, the resulting film shows diverse and programmable initial shapes by constructing crosslinking density gradient across the thickness of the film. By integration of PULCN with near-infrared light-responsive polydopamine, local and sequential light control is achieved. This study may provide a new route for the fabrication of programmable and mechanically robust light-driven soft actuator. 相似文献
110.
Jine Zhang Xiaobing Chen Mengqin Wang Qinghua Zhang Wenxiao Shi Xiaozhi Zhan Meng Zhao Zhe Li Jie Zheng Hui Zhang Furong Han Huaiwen Yang Tao Zhu Banggui Liu Fengxia Hu Baogen Shen Yuansha Chen Yue Zhang Yunzhong Chen Weisheng Zhao Jirong Sun 《Advanced functional materials》2023,33(41):2306434
Ferromagnetic materials with a strong spin-orbit coupling (SOC) have attracted much attention in recent years because of their exotic properties and potential applications in energy-efficient spintronics. However, such materials are scarce in nature. Here, a proximity-induced paramagnetic to ferromagnetic transition for the heavy transition metal oxide CaRuO3 in (001)-(LaMnO3/CaRuO3) superlattices is reported. Anomalous Hall effect is observed in the temperature range up to 180 K. Maximal anomalous Hall conductivity and anomalous Hall angle are as large as ∼15 Ω−1 cm−1 and ∼0.93%, respectively, by one to two orders of magnitude larger than those of the typical 3d ferromagnetic oxides such as La0.67Sr0.33MnO3. Density functional theory calculations indicate the existence of avoid band crossings in the electronic band structure of the ferromagnetic CRO layer, which enhances Berry curvature thus strong anomalous Hall effects. Further evidences from polarized neutron reflectometry show that the CaRuO3 layers are in a fully ferromagnetic state (∼0.8 μB/Ru), in sharp contrast to the proximity-induced canted antiferromagnetic state in 5d oxides SrIrO3 and CaIrO3 (∼0.1 μB/Ir). More than that, the magnetic anisotropy of the (001)-(LaMnO3/CaRuO3) superlattices is eightfold symmetric, showing potential applications in the technology of multistate data storage. 相似文献