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NFHP-RN:AMethod of Few-Shot Network Attack Detection Based on the Network Flow Holographic Picture-ResNet

Computer Modeling in Engineering & Sciences 2024年第7期140卷 929-955页

作者： tao yi Xingshu Chen Mingdong Yang Qindong Li yi Zhu School of Cyber Science and Engineering Sichuan UniversityChengdu610065China CyberScience Research Institute Sichuan UniversityChengdu610065China Chengdu Fengwei Technology Co. Ltd.Chengdu610041China

Due to the rapid evolution of Advanced Persistent Threats(APTs)attacks,the emergence of new and rare attack samples,and even those never seen before,make it challenging for traditional rule-based detection methods to extract universal rules for effective *** the progress in techniques such as transfer learning and meta-learning,few-shot network attack detection has ***,challenges in few-shot network attack detection arise from the inability of time sequence flow features to adapt to the fixed length input requirement of deep learning,difficulties in capturing rich information from original flow in the case of insufficient samples,and the challenge of high-level abstract *** address these challenges,a few-shot network attack detection based on NFHP(Network Flow Holographic Picture)-RN(ResNet)is ***,leveraging inherent properties of images such as translation invariance,rotation invariance,scale invariance,and illumination invariance,network attack traffic features and contextual relationships are intuitively represented in *** addition,an improved RN network model is employed for high-level abstract feature extraction,ensuring that the extracted high-level abstract features maintain the detailed characteristics of the original traffic behavior,regardless of changes in background ***,a meta-learning model based on the self-attention mechanism is constructed,achieving the detection of novel APT few-shot network attacks through the empirical generalization of high-level abstract feature representations of known-class network attack *** results demonstrate that the proposed method can learn high-level abstract features of network attacks across different traffic detail *** state-of-the-artmethods,it achieves favorable accuracy,precision,recall,and F1 scores for the identification of unknown-class network attacks through cross-validation onmultiple datasets.

关键词： APT attacks spatial pyramid pooling NFHP(network flow holo-graphic picture) ResNet self-attention mechanism meta-learning

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Electrochemical Analysis of Single Glucose Oxidase with a Nanopipette

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Chemical Research in Chinese Universities 2024年第2期40卷 272-278页

作者： WANG Yongyong MA Hui LONG yi-tao yiNG yi-Lun School of Chemistry and Chemical Engineering Molecular Sensing and Imaging Center(MSIC)Nanjing UniversityNanjing210023P.R.China

Nanopore-based electrochemical technique is a promising tool for detecting single ***,detecting single proteins using a nanopipette in their native state without labeling is challenging due to the rapid translocation,which results in an inefficient signal *** our study,we finely tuned the driving force equilibrium between electrophoretic force(EPF)and electroosmotic flow(EOF)inside the nanopipette for efficient sensing of single glucose oxidase(GOD)*** duration time of GOD within the nanopipette is extended to about 4 *** strategy provided clear ionic current signals with a signal-to-noise ratio of *** EPF increased in the direction opposite to the motion of GOD,we observed a nonlinear growth in GOD’s duration *** extended the duration to about 4.4 times longer at−1000 mV compared to at−800 ***,nanopore-based electrochemical sensing could be used for single GOD molecule analysis as an ultrasensitive method.

关键词： Nanopore Single-molecule analysis Glucose oxidase Electrophoretic force Electroosmotic flow

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The remarkable effect of amino hydrogen on membrane permeability and organelle staining of 1,8-naphthalimide dyes

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Chinese Chemical Letters 2024年第2期35卷 347-351页

作者： Zhifeng Li Qinglong Qiao Ning Xu Kai An Wenchao Jiang yi tao Pengjun Bao yinchan Zhang Zhaochao Xu School of Chemistry Dalian University of TechnologyDalian 116024China CAS Key Laboratory of Separation Science for Analytical Chemistry Dalian Institute of Chemical PhysicsChinese Academy of SciencesDalian 116023China University of Chinese Academy of Sciences Beijing 100049China

Membrane permeability and intracellular diffusion of fluorescent probes determine staining selectivity of intracellular ***,the relationship between the molecular structure of fluorescent probes and their membrane permeability and intracellular distribution is poorly *** this paper,we reported a series of 1,8-naphthalimide dyes and carried out cell imaging experiments,and found that the presence of amino hydrogen in these dyes played a crucial role in their cell membrane permeability and intracellular *** secondary amino group containing compounds 1-4 show excellent membrane permeability and strong fluorescence in living *** the tertiary amine containing dyes 5 and 6 can hardly permeate the cell membrane though they show extremely similar structure with compounds *** 1 can selectively image lipid droplets by selecting the wavelength of excitation *** the specificity for lysosomes,2 and 4 have been used in long-term time-lapses imaging of lysosomal dynamics and tracking the process of lysosome-lysosome interaction,fusion and *** effect of hydrogen-containing amino substituent on the cell membrane permeability of fluorescent molecules is promising for the development of better biocompatible probes.

关键词： Amino hydrogen 1,8-Naphthalimide Cell permeability Lipid droplet Lysosome

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卓越工程师产教融合培养的场域困境及破解策略

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北京社会科学 2024年第5期 110-118页

作者：甘宜涛扬州大学教育科学学院

基于布迪厄场域理论的分析,卓越工程师产教融合培养涉及政治场域、经济场域和教育场域,不同主体依据掌握的资本对卓越工程师产教融合培养产生不同的影响。以场域、资本、惯习为线索,卓越工程师产教融合培养的场域困境在于:政治场域权力... 详细信息

基于布迪厄场域理论的分析,卓越工程师产教融合培养涉及政治场域、经济场域和教育场域,不同主体依据掌握的资本对卓越工程师产教融合培养产生不同的影响。以场域、资本、惯习为线索,卓越工程师产教融合培养的场域困境在于:政治场域权力边界模糊影响产教融合的主动性;经济资本供给有限影响卓越工程师产教融合培养的深入;社会资本不足使规模小的产业难以获得群体认同;文化资本存量有限影响产业参与的积极性。对此,未来需通过完善制度设计,优化卓越工程师产教融合培养的现实环境,优化主体交往结构,增强主体间的信任,引导资本运用与积累,提升主体参与的主动性,搭建产教融合平台,推进人才培养质量提升,以深化卓越工程师产教融合培养。

关键词：卓越工程师产教融合场域理论资本惯习

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Prognostic relevance of ventricular arrhythmias in surgical patients with gastrointestinal tumors

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World Journal of Gastrointestinal Oncology 2024年第5期16卷 1787-1795页

作者： Jiao-Jie Xue Su-Tian Hu Chong-Chong Wang Zhi-Chong Chen Shi-Yao Cheng Shu-Qi Yu Hua-Jing Peng yi-tao Zhang Wei-Jie Zeng Department of Cardiovascular Internal Medicine Sun Yat-sen University Sixth Affiliated HospitalGuangzhou 510655Guangdong ProvinceChina Department of Cardiovascular Internal Medicine The Fifth Affiliated Hospital of Guangzhou Medical UniversityGuangzhou 510700Guangdong ProvinceChina Department of Ultrasound Fuwai HospitalChinese Academy of Medical Sciences ShenzhenShenzhen 518052Guangdong ProvinceChina Department of Kidney Internal Medicine Sun Yat-sen University First Affiliated HospitalGuangzhou 510062Guangdong ProvinceChina

BACKGROUND Individuals diagnosed with gastrointestinal tumors are at an increased risk of developing cardiovascular *** which,ventricular arrhythmia is a prevalent clinical *** suggests that ventricular arrhythmias may have predictive value in the prognosis of patients with gastrointestinal *** To explore the prognostic value of ventricular arrhythmias in patients with gastrointestinal tumors receiving *** We retrospectively analyzed data from 130 patients undergoing gastrointestinal tumor *** patients were evaluated by a 24-h ambulatory electrocardiogram(ECG)at the Sixth Affiliated Hospital of Sun Yat-sen University from January 2018 to June ***,41 general healthy age-matched and sexmatched controls were *** were categorized into survival and non-survival *** primary endpoint was all-cause mortality,and secondary endpoints included major adverse cardiovascular events(MACEs).RESULTS Colorectal tumors comprised 90%of *** ambulatory ECG monitoring revealed that among the 130 patients with gastrointestinal tumors,100(76.92%)exhibited varying degrees of premature ventricular contractions(PVCs).Ten patients(7.69%)manifested non-sustained ventricular tachycardia(NSVT).The patients with gastrointestinal tumors exhibited higher PVCs compared to the healthy controls on both conventional ECG[27(21.3)vs 1(2.5),P=0.012]and 24-h ambulatory ECG[14(1.0,405)vs 1(0,6.5),P35/24 h to all-cause mortality,and NSVT was associated with ***,neither PVC burden nor NSVT independently predicted outcomes according to multivariate *** Patients with gastrointestinal tumors exhibited elevated ***>35/24 h and NSVT detected by 24-h ambulatory ECG were prognos

关键词： Ventricular arrhythmia Gastrointestinal tumor Major adverse cardiovascular events Prognostic Surgery

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Quality of life and survival analyses of breast cancer cases treated with integrated traditional Chinese and Western medicine

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World Journal of Clinical Cases 2024年第20期12卷 4074-4081页

作者： Yu-Kun Wang Rong-Wei Zhu Zhi-Peng Gao yi tao Thyroid and Breast Surgery Department the First Affiliated Hospital of Guangxi University of Traditional Chinese MedicineNanning 530000Guangxi Zhuang Autonomous RegionChina Clinical Integration of Traditional Chinese and Western Medicine Guangxi University of Chinese MedicineNanning 530000Guangxi Zhuang Autonomous RegionChina

BACKGROUND Breast cancer(BC)is the second leading cause of tumor-related mortality after lung *** resistance remains a major challenge to progress in BC treatment,warranting further exploration of feasible and effective alternative *** To analyzed the quality of life(QoL)and survival of patients with BC treated with integrated traditional Chinese and Western medicine(TCM-WM).METHODS This study included 226 patients with BC admitted to the First Affiliated Hospital of Guangxi University of Traditional Chinese Medicine between February 2018 and February 2023,including 100 who received conventional Western medicine treatment(control group)and 126 who received TCM-WM treatment(research group).The total effective rate,side effects(alopecia,nausea and vomiting,hepatorenal toxicity,and myelosuppression),QoL assessed using the European Organization for Research and Treatment of Cancer Core Quality of Life Questionnaire(EORTC QLQ-C30),1-year overall survival(OS),recurrence and metastasis rates,and serum inflammatory factors[interleukin(IL)-6,IL-10,and tumor necrosis factor alpha]were comparatively *** The research group showed statistically better overall efficacy,EORTC QoL-C30 scores,and 1-year OS than the control group,with markedly lower side effects and 1-year recurrence and metastasis ***,the posttreatment levels of serum inflammatory in the research group were significantly lower than the baseline and those in the control *** Overall,TCM-WM demonstrated significantly improved therapeutic efficacy while ensuring drug safety in BC,which not only improved patients’QoL and prolonged survival,but also significantly inhibited the inflammatory response.

关键词： Integrated traditional Chinese and Western medicine Breast cancer Quality of life Survival Chemotherapy regimen

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A von-Neumann-like photonic processor and its application in studying quantum signature of chaos

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Light(Science & Applications) 2024年第4期13卷 672-681页

作者： Shang Yu Wei Liu Si-Jing tao Zhi-Peng Li yi-tao Wang Zhi-Peng Zhong Raj BPatel Yu Meng Yuan-Ze Yang Zhao-An Wang Nai-Jie Guo Xiao-Dong Zeng Zhe Chen Liang Xu Ning Zhang Xiao Liu Mu Yang Wen-Hao Zhang Zong-Quan Zhou Jin-Shi Xu Jian-Shun Tang Yong-Jian Han Chuan-Feng Li Guang-Can Guo CAS Key Laboratory of Quantum Information University of Science and Technology of ChinaHefei 230026China. CAS Center for Excellence in Quantum Information and Quantum Physics University of Science and Technology of ChinaHefei 230026China. Hefei National Laboratory University of Science and Technology of ChinaHefei 230088China. Research Center for Quantum Sensing Zhejiang LabHangzhou 310000China. Quantum Optics and Laser Science Blackett LaboratoryImperial College LondonPrince Consort RdLondon SW72AZUK. Clarendon Laboratory Department of PhysicsOxford UniversityParks Road OX13PUOxfordUK

Photonic quantum computation plays an important role and offers unique *** decades after the milestone work of Knill-Laflamme-Milburn,various architectures of photonic processors have been proposed,and quantum advantage over classical computers has also been *** is now the opportune time to apply this technology to real-world ***,at current technology level,this aim is restricted by either programmability in bulk optics or loss in integrated optics for the existing architectures of processors,for which the resource cost is also a *** we present a von-Neumann-like architecture based on temporal-mode encoding and looped structure on table,which is capable of multimode-universal programmability,resource-efficiency,phasestability and *** order to illustrate these merits,we execute two different programs with varying resource requirements on the same processor,to investigate quantum signature of chaos from two aspects:the signature behaviors exhibited in phase space(13 modes),and the Fermi golden rule which has not been experimentally studied in quantitative way before(26 modes).The maximal program contains an optical interferometer network with 1694 freely-adjustable *** current state-of-the-art,our architecture stands as the most promising candidate for real-world applications.

关键词： quantum signature chaos

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逆向设计视域下小学生劳动画像的价值引领

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教学与管理 2024年第5期 21-23页

作者：陶轶敏浙江省嘉兴市实验小学

学生劳动画像是依靠数字化技术以及时数据评价追踪学生的劳动学习轨迹,用一定的数据标签描述的方式为学生的劳动行为、表现等构建“画像”,从而给他们个性化的劳动教育提供有力支持。为此,以逆向设计理念为指导,通过对小学生进行劳动画... 详细信息

学生劳动画像是依靠数字化技术以及时数据评价追踪学生的劳动学习轨迹,用一定的数据标签描述的方式为学生的劳动行为、表现等构建“画像”,从而给他们个性化的劳动教育提供有力支持。为此,以逆向设计理念为指导,通过对小学生进行劳动画像价值引领实践,即在精准把脉学情、量身定制劳育指导、用数据进行常态测评等基础上进行劳动画像的内涵解析,从建立画像指标体系、理清数据采集标准、累积画像模型证据完善小学生劳动画像顶层架构,并在重新定义,智能推送,动态跟进中不断实现价值追求,丰盈学生的综合素养,为劳动教育的信息化改革提供样本。

关键词：逆向设计劳动画像小学生价值引领劳动教育

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Effect of Y element on atomic structure, glass forming ability,and magnetic properties of FeBC alloy

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Chinese Physics B 2024年第7期33卷 440-446页

作者：肖晋桦丁大伟李琳孙奕韬李茂枝汪卫华 State Key Laboratory of Alternate Electrical Power System with Renewable Energy Sources North China Electric Power UniversityBeijing 102206China Institute of Physics Chinese Academy of SciencesBeijing 100190China Department of Physics and Beijing Key Laboratory of Opto-electronic Functional Materials&Micro-nano Devices Renmin University of ChinaBeijing 100872China

The atomic structure of amorphous alloys plays a crucial role in determining both their glass-forming ability and magnetic properties. In this study, we investigate the influence of adding the Y element on the glass-forming ability and magnetic properties of Fe_(86-x)Y_xB_7C_7(x = 0, 5, 10 at.%) amorphous alloys via both experiments and ab initio molecular dynamics simulations. Furthermore, we explore the correlation between local atomic structures and properties. Our results demonstrate that an increased Y content in the alloys leads to a higher proportion of icosahedral clusters, which can potentially enhance both glass-forming ability and thermal stability. These findings have been experimentally validated. The analysis of the electron energy density and magnetic moment of the alloy reveals that the addition of Y leads to hybridization between Y-4d and Fe-3d orbitals, resulting in a reduction in ferromagnetic coupling between Fe atoms. This subsequently reduces the magnetic moment of Fe atoms as well as the total magnetic moment of the system, which is consistent with experimental results. The results could help understand the relationship between atomic structure and magnetic property,and providing valuable insights for enhancing the performance of metallic glasses in industrial applications.

关键词： Fe-based amorphous alloy ab initio molecular dynamic simulation glass-forming ability magnetic properties

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Metal-Organic Framework-Derived Metallic Carbon with Record High Radon Gas Capture Performance

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CCS Chemistry 2024年第7期6卷 1789-1797页

作者： Shicheng Gong yi tao Lixi Chen Qiuting Xu Junhao Lu Fuyin Ma Xia Wang Guodong Li Jun Wan Guoxun Ji Linfeng He Xiaohui Yu Duo Zhang Xuhui Sun Zhifang Chai Shuao Wang State Key Laboratory of Radiation Medicine and Protection School for Radiological and Interdisciplinary Sciences(RAD-X)and Collaborative Innovation Center of Radiation Medicine of Jiangsu Higher Education InstitutionsSoochow UniversitySuzhou 215123 Institute of Functional Nano&Soft Materials Laboratory(FUNSOM) Jiangsu Key Laboratory for Carbon-Based Functional Materials and DevicesJiangsu Key Laboratory of Advanced Negative Carbon TechnologiesSoochow UniversitySuzhou 215123 School of Environment and Material Engineering Yantai UniversityYantai 264005 Xi’an Research Institute of Hi-Technology Hong Qing TownXi’an 710025 Shanghai Institute of Measurement and Testing Technology Shanghai 201203 Engineering Institute of Advanced Manufacturing and Modern Equipment Technology Jiangsu UniversityZhenjiang 212013

Developing efficient adsorbents for radon(Rn)capture from the ambient environment is of paramount importance for public ***,it poses a great challenge due to the chemical inertness and extremely low molar concentration of Rn in ***,we report a zeolite imidazolate frameworkderived metallic carbon adsorbent(Zn@NPC)with record high Rn removal performance under ambient *** one-step pyrolysis,the prepared Zn@NPC possesses pores with a preference for Rn and atomically dispersed Zn sites,achieving a high Rn removal efficiency that doubles in adsorption coefficient(9.47 L·g^(−1))and triples in adsorption kinetic coefficient(20.25 mL·g^(−1)·min^(−1))over the benchmark Rn adsorbent coconut activated *** functional theory calculations elucidate the important role of the metal polarization effect,which cooperates with the pore size confinement effect to boost the overall Rn adsorption *** work launches a promising alternative for practical Rn capture.

关键词： radon removal metal-organic frameworks microporous carbon synergistic effect dynamic adsorption

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