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基于下采样交互时空注意力网络的交通流量预测
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作者 季熙来 黄雨彤 +1 位作者 冷爽 张爱华 《建模与仿真》 2024年第4期4090-4103,共14页
准确预测交通流量对于缓解城市交通和线路规划具有至关重要意义。为了解决现有交通流量预测模型在处理时间序列相关性及长期依赖捕获方面的不足,提出了一种基于下采样交互时空注意力网络(Downsampled Interactive Spatio-Temporal Atten... 准确预测交通流量对于缓解城市交通和线路规划具有至关重要意义。为了解决现有交通流量预测模型在处理时间序列相关性及长期依赖捕获方面的不足,提出了一种基于下采样交互时空注意力网络(Downsampled Interactive Spatio-Temporal Attention Network,DISTAN)的交通流量预测模型。该模型首先结合静态道路空间拓扑结构和时间信息,通过节点嵌入和独热编码构建时空嵌入。然后,在编码层采用下采样交互式学习结构以及注意力机制,以综合局部和全局信息。在解码层,增加过去和当前预测偏差的正则化损失函数,以防止过拟合。最后,通过在四个真实世界数据集上的性能测试,证明了提出的DISTAN的有效性和优越性。 展开更多
关键词 交通流量预测 下采样交互 注意力机制 节点嵌入
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Online Pattern Recognition and Data Correction of PMU Data Under GPS Spoofing Attack 被引量:3
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作者 Ancheng Xue Feiyang Xu +3 位作者 Jingsong Xu Joe H.Chow shuang leng Tianshu Bi 《Journal of Modern Power Systems and Clean Energy》 SCIE EI CSCD 2020年第6期1240-1249,共10页
Smart grids are increasingly dependent on data with the rapid development of communication and measurement.As one of the important data sources of smart grids,phasor measurement unit(PMU)is facing the high risk from a... Smart grids are increasingly dependent on data with the rapid development of communication and measurement.As one of the important data sources of smart grids,phasor measurement unit(PMU)is facing the high risk from attacks.Compared with cyber attacks,global position system(GPS)spoofing attacks(GSAs)are easier to implement because they can be exploited by portable devices,without the need to access the physical system.Therefore,this paper proposes a novel method for pattern recognition of GSA and an additional function of the proposed method is the data correction to the phase angle difference(PAD)deviation.Specifically,this paper analyzes the effect of GSA on PMU measurement and gives two common patterns of GSA,i.e.,the step attack and the ramp attack.Then,the method of estimating the PAD deviation across a transmission line introduced by GSA is proposed,which does not require the line parameters.After obtaining the estimated PAD deviations,the pattern of GSA can be recognized by hypothesis tests and correlation coefficients according to the statistical characteristics of the estimated PAD deviations.Finally,with the case studies,the effectiveness of the proposed method is demonstrated,and the success rate of the pattern recognition and the online performance of the proposed method are analyzed. 展开更多
关键词 global position system(GPS) GPS spoofing attack(GSA) phasor measurement pattern recognition data correction line parameter
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NIR-to-NIR UCL/T_1-weighted MR/CT multimodal imaging by NaYbF_4:Tm@NaGdF_4:Yb-PVP upconversion nanoparticles 被引量:2
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作者 Tao Wang Min Yang +6 位作者 Jiahui Huang Yanzhi Zhao Honglei Wang shuang leng Jinxing Chen Guoying Sun Jianhua Liu 《Science Bulletin》 SCIE EI CAS CSCD 2017年第13期903-912,共10页
Multimodal imaging nanoprobes are urgently sought because they can integrate different imaging func- tion into individual nanoplatform and provide more comprehensive and accurate information for the diagnosis of early... Multimodal imaging nanoprobes are urgently sought because they can integrate different imaging func- tion into individual nanoplatform and provide more comprehensive and accurate information for the diagnosis of early-stage tumor. Lanthanide-based upconversion nanoparticles (UCNPs) are regarded as promising nanoplatforms to fabricate these probes. Herein, we firstly developed the active core-active shell structured NaYbF4:Tm@NaGdF4:Yb-PVP UCNPs with the average diameter of 13.23 + 0.96 nm as multimodal imaging probes. These water-dispersible nanoprobes presented excellent near-infrared to near-infrared (NIR-to-NIR) upconversion luminescence (UCL) performance, which is favorable for optical bioimaging due to deeper tissue penetration and autofluorescence reduction. After coated with the NaGdF4:Yb active shell, the UCL emission intensity at 800 nm increased by 7.2 times. These nanoprobes exhibited a desirable longitudinal relaxivity (rl = 3.58 L/(mmol s)) and strong X-ray attenuation property (58.84 HU L/g). The cytotoxicity assessment, histology analysis and biodistribution study revealed that NaYbF4:Tm@NaGdF4:Yb-PVP UCNPs had relatively low cytotoxicity and negligible organ toxicity. These UCNPs were applied for NIR-to-NIR UCL imaging in vivo. More importantly, the detection of small tumor was successfully achieved under Trweighted MRI and CT imaging modalities after intravenous injection of these UCNPs. These results revealed that NaYbF4:Tm@NaGdF4:Yb-PVP UCNPs could serve as promising NIR-to-NIR UCL/MRI/CT trimodal imaging probes. 展开更多
关键词 Upconversion nanoparticles N1R-to-NIR ProbeBioimaging
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A 1,8-naphthalimide-derived turn-on fluorescent probe for imaging lysosomal nitric oxide in living cells 被引量:1
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作者 Wei Feng Qing-Long Qiao +4 位作者 shuang leng Lu Miao Wen-Ting Yin Li-Qiu Wang Zhao-Chao Xu 《Chinese Chemical Letters》 SCIE CAS CSCD 2016年第9期1554-1558,共5页
Nitric oxide has played an important role in many physiological and pathological processes as a kind of important gas signal molecules. In this work, a new fluorescent probe LysoNO-Naph for detecting NO in lysosomes b... Nitric oxide has played an important role in many physiological and pathological processes as a kind of important gas signal molecules. In this work, a new fluorescent probe LysoNO-Naph for detecting NO in lysosomes based on 1,8-naphthalimide was reported. LysoNO-Naph has sub-groups of o-phenylene- diamine as a NO reaction site and 4-(2-aminoethyl)-morpholine as a lysosome-targetable group. This probe exhibited good selectivity and high sensitivity (4.57 μmol/L) toward NO in a wide pH range from 4 to 12. Furthermore, LysoNO-Naph can be used for imaging NO in lysosomes in living cells. 展开更多
关键词 Fluorescent probe Nitric oxide Lysosome localized Imaging in living cells
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SNAP-tag fluorogenic probes for wash free protein labeling
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作者 shuang leng Qing-Long Qiao +3 位作者 Yue Gao Lu Miao Wu-Guo Deng Zhao-Chao Xu 《Chinese Chemical Letters》 SCIE CAS CSCD 2017年第10期1911-1915,共5页
Protein labeling by using a protein tag and tag-specific fluorescent probes is increasingly becoming a useful technique for the real-time imaging of proteins in living cells. SNAP-tag as one of the most prominent fusi... Protein labeling by using a protein tag and tag-specific fluorescent probes is increasingly becoming a useful technique for the real-time imaging of proteins in living cells. SNAP-tag as one of the most prominent fusion tags has been widely used and already commercially available. Recently, various fluorogenic probes for SNAP-tag based protein labeling were reported. Owing to turn-on fluorescence response, fluorogenic probes for SNAP-tag minimize the fluorescence background caused by unreacted or nonspecifically bound probes and allow for direct imaging in living cells without wash-out steps. Thus,real-time analysis of protein localization, dynamics and interactions has been made possible by SNAP-tag fluorogenic probes. In this review,we describe the design strategies of fluorogenic probes for SNAP-tag and their applications in cellular protein labeling. 展开更多
关键词 Fluorogenic probes Wash free SNAP-TAG Protein labeling
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