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The Impact of Domain Name Server(DNS)over Hypertext Transfer Protocol Secure(HTTPS)on Cyber Security:Limitations,Challenges,and Detection Techniques
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作者 Muhammad Dawood Shanshan Tu +4 位作者 Chuangbai Xiao Muhammad Haris Hisham Alasmary Muhammad Waqas Sadaqat Ur Rehman 《Computers, Materials & Continua》 SCIE EI 2024年第9期4513-4542,共30页
The DNS over HTTPS(Hypertext Transfer Protocol Secure)(DoH)is a new technology that encrypts DNS traffic,enhancing the privacy and security of end-users.However,the adoption of DoH is still facing several research cha... The DNS over HTTPS(Hypertext Transfer Protocol Secure)(DoH)is a new technology that encrypts DNS traffic,enhancing the privacy and security of end-users.However,the adoption of DoH is still facing several research challenges,such as ensuring security,compatibility,standardization,performance,privacy,and increasing user awareness.DoH significantly impacts network security,including better end-user privacy and security,challenges for network security professionals,increasing usage of encrypted malware communication,and difficulty adapting DNS-based security measures.Therefore,it is important to understand the impact of DoH on network security and develop newprivacy-preserving techniques to allowthe analysis of DoH traffic without compromising user privacy.This paper provides an in-depth analysis of the effects of DoH on cybersecurity.We discuss various techniques for detecting DoH tunneling and identify essential research challenges that need to be addressed in future security studies.Overall,this paper highlights the need for continued research and development to ensure the effectiveness of DoH as a tool for improving privacy and security. 展开更多
关键词 dns dns over HTTPS CYBERSECURITY machine learning
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基于RF-RNN模型的DNS隐蔽信道检测方法
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作者 冯燕茹 《信息与电脑》 2024年第3期158-160,共3页
为提高检测隐蔽信道的灵敏度,提出一种基于随机森林(Random Forest,RF)和循环神经网络(Recurrent Neural Network,RNN)的域名系统(Domain Name System,DNS)隐蔽信道检测方法。该方法采用域名检测作为主要手段,使用RF模型对域名进行分类... 为提高检测隐蔽信道的灵敏度,提出一种基于随机森林(Random Forest,RF)和循环神经网络(Recurrent Neural Network,RNN)的域名系统(Domain Name System,DNS)隐蔽信道检测方法。该方法采用域名检测作为主要手段,使用RF模型对域名进行分类,通过深度学习方法挖掘更高阶的特征表示。实验结果表明,与单一模型相比,该方法在检测准确性和健壮性方面均取得了显著提升。 展开更多
关键词 域名系统(dns) 随机森林(RF) 循环神经网络(RNN)
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递归侧DNS安全研究与分析
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作者 张宾 张宇 张伟哲 《软件学报》 EI CSCD 北大核心 2024年第10期4876-4911,共36页
因特网用户在访问网络应用前都需要通过DNS进行解析,DNS安全是保障网络正常运行的第1道门户,如果DNS的安全不能得到有效保证,即使网络其他系统安全防护措施级别再高,攻击者也可以通过攻击DNS系统使网络无法正常使用.目前DNS恶性事件仍... 因特网用户在访问网络应用前都需要通过DNS进行解析,DNS安全是保障网络正常运行的第1道门户,如果DNS的安全不能得到有效保证,即使网络其他系统安全防护措施级别再高,攻击者也可以通过攻击DNS系统使网络无法正常使用.目前DNS恶性事件仍有上升趋势,DNS攻击检测和防御技术的发展仍不能满足现实需求.从直接服务用户DNS请求的递归解析服务器视角出发,将DNS安全事件通过两种分类方法,全面梳理和总结DNS工作过程中面临的安全问题,包括由攻击或系统漏洞等引起各类安全事件,各类安全事件的具体检测方法,各类防御保护技术.在对各类安全事件、检测和防御保护技术总结的过程中,对相应典型方法的特点进行分析和对比,并对未来DNS安全领域的研究方向进行展望. 展开更多
关键词 域名系统(dns) 域名系统安全 攻击检测 系统防御
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一种基于DNS的零信任增强认证系统设计
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作者 邹立刚 张逸凡 +1 位作者 张新跃 袁建廷 《网络安全与数据治理》 2024年第7期21-25,共5页
针对当前大量HTTPS应用复用证书存在安全风险问题,借鉴了零信任模型中安全策略动态授权的思路,提出了一种基于现有互联网基础设施DNS来扩展增强认证功能的方案,通过在现有DNS权威服务器上额外配置增强的认证信息来对HTTPS访问请求进行... 针对当前大量HTTPS应用复用证书存在安全风险问题,借鉴了零信任模型中安全策略动态授权的思路,提出了一种基于现有互联网基础设施DNS来扩展增强认证功能的方案,通过在现有DNS权威服务器上额外配置增强的认证信息来对HTTPS访问请求进行动态认证,从而能实时验证当前HTTPS证书的安全状态。该方案通过可信易得的DNS基础设施解决了当前普遍存在的HTTPS证书复用带来的安全问题,是一种灵活高效并且可扩展的零信任安全增强认证架构。 展开更多
关键词 HTTPS 证书 零信任安全模型 dns DSN-CA
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DNS信道传输加密技术:现状、趋势和挑战
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作者 张曼 姚健康 +2 位作者 李洪涛 董科军 延志伟 《软件学报》 EI CSCD 北大核心 2024年第1期309-332,共24页
DNS作为重要的互联网基础设施,其明文传输的特点带来很多隐私安全风险.DoH、DoT、DoQ等DNS信道传输加密技术致力于防止DNS数据被泄露或篡改,并保证DNS消息来源的可靠性.首先从DNS消息格式、数据存储和管理、系统架构和部署等6个方面分... DNS作为重要的互联网基础设施,其明文传输的特点带来很多隐私安全风险.DoH、DoT、DoQ等DNS信道传输加密技术致力于防止DNS数据被泄露或篡改,并保证DNS消息来源的可靠性.首先从DNS消息格式、数据存储和管理、系统架构和部署等6个方面分析明文DNS存在的隐私安全问题,并对已有的相关技术和协议进行总结.其次分析DNS信道传输加密技术的实现原理及应用现状,进而基于多角度评测指标对各加密协议在不同网络条件下的性能表现进行讨论.同时通过填充机制的局限性、加密流量识别和基于指纹的加密活动分析等方向探讨DNS信道传输加密技术的隐私保护效果.此外从部署规范、恶意流量对加密技术的利用和攻击、隐私和网络安全管理之间的矛盾,以及加密后影响隐私安全的其他因素等方面总结DNS信道传输加密技术存在的问题、挑战和相关解决方案.最后总结加密DNS服务的发现、递归解析器到权威服务器之间的加密、服务器端的隐私保护、基于HTTP/3的DNS等后续需要着重关注的研究方向. 展开更多
关键词 隐私 安全 QUIC TLS 1.3 DoH DOT DoQ
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Hybrid Detection and Tracking of Fast-Flux Botnet on Domain Name System Traffic 被引量:2
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作者 邹福泰 章思宇 饶卫雄 《China Communications》 SCIE CSCD 2013年第11期81-94,共14页
Fast-flux is a Domain Name System(DNS)technique used by botnets to organise compromised hosts into a high-availability,loadbalancing network that is similar to Content Delivery Networks(CDNs).Fast-Flux Service Network... Fast-flux is a Domain Name System(DNS)technique used by botnets to organise compromised hosts into a high-availability,loadbalancing network that is similar to Content Delivery Networks(CDNs).Fast-Flux Service Networks(FFSNs)are usually used as proxies of phishing websites and malwares,and hide upstream servers that host actual content.In this paper,by analysing recursive DNS traffic,we develop a fast-flux domain detection method which combines both real-time detection and long-term monitoring.Experimental results demonstrate that our solution can achieve significantly higher detection accuracy values than previous flux-score based algorithms,and is light-weight in terms of resource consumption.We evaluate the performance of the proposed fast-flux detection and tracking solution during a 180-day period of deployment on our university’s DNS servers.Based on the tracking results,we successfully identify the changes in the distribution of FFSN and their roles in recent Internet attacks. 展开更多
关键词 domain name system BOTNET fast-flux
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DNS核心稳定训练结合局部针刺运动对脑卒中后偏瘫患者步行及姿势控制能力的影响
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作者 曾丽蓉 周璐 +3 位作者 刘兆平 胡金鲁 曾雅琪 陈菁 《中医康复》 2024年第3期16-20,共5页
目的:探讨动态神经肌肉稳定技术(Dynamic Neuromuscular Stabilization,DNS)下的核心稳定训练结合局部针刺运动方案对脑卒中后偏瘫患者步行及姿势控制能力的影响。方法:选取2022年3月~2022年9月在郴州市第一人民医院就诊的脑卒中患者90... 目的:探讨动态神经肌肉稳定技术(Dynamic Neuromuscular Stabilization,DNS)下的核心稳定训练结合局部针刺运动方案对脑卒中后偏瘫患者步行及姿势控制能力的影响。方法:选取2022年3月~2022年9月在郴州市第一人民医院就诊的脑卒中患者90例,按随机数字表分为对照组(n=45)和观察组(n=45),对照组采用常规康复训练,观察组在此基础上增加DNS核心稳定训练结合局部针刺运动疗法。治疗8周后,对比并分析治疗前后两组患者步态时空参数中步长、步速、步频参数;步态时相参数中双支撑相占步态周期百分比、患侧单支撑相占步态周期百分比、步行周期参数;脑卒中患者姿势控制量表(Posture assessment of stoke scale,PASS)量表、Tinnetti(Performance-Oriented Assessment of Mobility)量表及Fugl-Meyer下肢运动功能(FMA-LE)量表评分数据。结果:治疗后,两组步长、步速、步频参数、双支撑相占步态周期百分比、患侧单支撑相占步态周期百分比、Tinnetti评分、PASS评分及FMA评分均显著高于治疗前(P<0.05),步行周期显著低于治疗前(P<0.05),且观察组治疗后步长、步速、步频参数、双支撑相占步态周期百分比、患侧单支撑相占步态周期百分比、PASS评分、Tinnetti评分及FMALE评分均显著高于对照组(P<0.05),步行周期则低于对照组(P<0.05)。结论:DNS核心稳定训练结合局部针刺运动可提高脑卒中后偏瘫患者核心稳定及姿势控制能力,改善步行功能。 展开更多
关键词 脑卒中 偏瘫 动态神经肌肉稳定技术(dns) 核心稳定训练 针刺运动疗法 步行能力 姿势控制
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Estimation-free spatial-domain image reconstruction of structured illumination microscopy 被引量:1
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作者 Xiaoyan Li Shijie Tu +4 位作者 Yile Sun Yubing Han Xiang Hao Cuifang kuang Xu Liu 《Journal of Innovative Optical Health Sciences》 SCIE EI CSCD 2024年第2期45-58,共14页
Structured illumination microscopy(SIM)achieves super-resolution(SR)by modulating the high-frequency information of the sample into the passband of the optical system and subsequent image reconstruction.The traditiona... Structured illumination microscopy(SIM)achieves super-resolution(SR)by modulating the high-frequency information of the sample into the passband of the optical system and subsequent image reconstruction.The traditional Wiener-filtering-based reconstruction algorithm operates in the Fourier domain,it requires prior knowledge of the sinusoidal illumination patterns which makes the time-consuming procedure of parameter estimation to raw datasets necessary,besides,the parameter estimation is sensitive to noise or aberration-induced pattern distortion which leads to reconstruction artifacts.Here,we propose a spatial-domain image reconstruction method that does not require parameter estimation but calculates patterns from raw datasets,and a reconstructed image can be obtained just by calculating the spatial covariance of differential calculated patterns and differential filtered datasets(the notch filtering operation is performed to the raw datasets for attenuating and compensating the optical transfer function(OTF)).Experiments on reconstructing raw datasets including nonbiological,biological,and simulated samples demonstrate that our method has SR capability,high reconstruction speed,and high robustness to aberration and noise. 展开更多
关键词 Structured illumination microscopy image reconstruction spatial domain digital micromirror device(DMD)
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Delineating homogeneous domains of fractured rocks using topological manifolds and deep learning
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作者 Yongqiang Liu Jianping Chen +3 位作者 Fujun Zhou Jiewei Zhan Wanglai Xu Jianhua Yan 《Journal of Rock Mechanics and Geotechnical Engineering》 SCIE CSCD 2024年第8期2996-3013,共18页
Determining homogeneous domains statistically is helpful for engineering geological modeling and rock mass stability evaluation.In this text,a technique that can integrate lithology,geotechnical and structural informa... Determining homogeneous domains statistically is helpful for engineering geological modeling and rock mass stability evaluation.In this text,a technique that can integrate lithology,geotechnical and structural information is proposed to delineate homogeneous domains.This technique is then applied to a high and steep slope along a road.First,geological and geotechnical domains were described based on lithology,faults,and shear zones.Next,topological manifolds were used to eliminate the incompatibility between orientations and other parameters(i.e.trace length and roughness)so that the data concerning various properties of each discontinuity can be matched and characterized in the same Euclidean space.Thus,the influence of implicit combined effect in between parameter sequences on the homogeneous domains could be considered.Deep learning technique was employed to quantify abstract features of the characterization images of discontinuity properties,and to assess the similarity of rock mass structures.The results show that the technique can effectively distinguish structural variations and outperform conventional methods.It can handle multisource engineering geological information and multiple discontinuity parameters.This technique can also minimize the interference of human factors and delineate homogeneous domains based on orientations or multi-parameter with arbitrary distributions to satisfy different engineering requirements. 展开更多
关键词 Homogeneous domain Geological domain Geotechnical domain Structural domain Topological manifold Deep learning
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User Station Security Protection Method Based on Random Domain Name Detection and Active Defense
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作者 Hongyan Yin Xiaokang Ren +2 位作者 Jinyu Liu Shuo Zhang Wenkun Liu 《Journal of Information Security》 2023年第1期39-51,共13页
The power monitoring system is the most important production management system in the power industry. As an important part of the power monitoring system, the user station that lacks grid binding will become an import... The power monitoring system is the most important production management system in the power industry. As an important part of the power monitoring system, the user station that lacks grid binding will become an important target of network attacks. In order to perceive the network attack events on the user station side in time, a method combining real-time detection and active defense of random domain names on the user station side was proposed. Capsule network (CapsNet) combined with long short-term memory network (LSTM) was used to classify the domain names extracted from the traffic data. When a random domain name is detected, it sent instructions to routers and switched to update their security policies through the remote terminal protocol (Telnet), or shut down the service interfaces of routers and switched to block network attacks. The experimental results showed that the use of CapsNet combined with LSTM classification algorithm can achieve 99.16% accuracy and 98% recall rate in random domain name detection. Through the Telnet protocol, routers and switches can be linked to make active defense without interrupting services. 展开更多
关键词 User Station Random domain name Detection Capsule Network Active Defense Long Short Term Memory
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基于AWX的DNS自动化运维管理探究
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作者 洪博 《黑龙江科学》 2024年第12期70-73,共4页
为提高企业IT系统的效率、可靠性及安全性,基于AWX的DNS自动化运维管理,研究AWX作为自动化工具在DNS管理中的应用,利用其功能简化DNS配置及部署,为IT基础设施的发展及创新提供参考。
关键词 dns配置 Ansible AWX 自动化运维
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基于FOX hunting system技术的蒙古柳NaCl胁迫相关基因挖掘
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作者 王梦文 董睿 +2 位作者 李辛琲 金光德 南桂仙 《扬州大学学报(农业与生命科学版)》 CAS 北大核心 2024年第4期74-81,共8页
为挖掘蒙古柳(Salix linearistipularis)中与NaCl胁迫相关基因,以FOX hunting system技术为基础,利用酿酒酵母(Saccharomyces cerevisiae)InVscI株为试验材料,得到40多万个蒙古柳cDNAs酵母单克隆。将转基因酵母用NaCl胁迫处理后筛选得到... 为挖掘蒙古柳(Salix linearistipularis)中与NaCl胁迫相关基因,以FOX hunting system技术为基础,利用酿酒酵母(Saccharomyces cerevisiae)InVscI株为试验材料,得到40多万个蒙古柳cDNAs酵母单克隆。将转基因酵母用NaCl胁迫处理后筛选得到105株抗性酵母菌,对这105株酵母菌在NaCl胁迫培养基中进行抗性检验,其中3株酵母菌对NaCl的抗性明显大于对照。通过生物信息学分析表明,3号酵母中转化的蒙古柳cDNA为全长cDNA序列,包括全部开放读码框,编码区为318 bp,编码106个氨基酸残基,序列包含DABB结构域,且与其他植物的DABB类蛋白的相似性非常高。进一步对该酵母在不同非生物胁迫处理的培养基中进行抗性分析,其对多种非生物胁迫均有明显的抗性。这一研究为进一步了解木本植物的耐盐分子机制提供试验依据。 展开更多
关键词 蒙古柳 非生物胁迫 耐盐 DABB结构城
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Mapping the antiparallel aligned domain rotation by microwave excitation
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作者 Jing Zhang Yuanzhi Cui +11 位作者 Xiaoyu Wang Chuang Wang Mengchen Liu Jie Xu Kai Li Yunhe Zhao Zhenyan Lu Lining Pan Chendong Jin Qingfang Liu Jianbo Wang Derang Cao 《Chinese Physics B》 SCIE EI CAS CSCD 2024年第9期599-605,共7页
The evolution process of magnetic domains in response to external fields is crucial for the modern understanding and application of spintronics.In this study,we investigated the domain rotation in stripe domain films ... The evolution process of magnetic domains in response to external fields is crucial for the modern understanding and application of spintronics.In this study,we investigated the domain rotation in stripe domain films of varying thicknesses by examining their response to microwave excitation in four different orientations.The resonance spectra indicate that the rotation field of stripe domain film under an applied magnetic field approaches the field where the resonance mode of sample changes.The saturation field of the stripe domain film corresponds to the field where the resonance mode disappears when measured in the stripe direction parallel to the microwave magnetic field.The results are reproducible and consistent with micromagnetic simulations,providing additional approaches and techniques for comprehending the microscopic mechanisms of magnetic domains and characterizing their rotation. 展开更多
关键词 STRIPE domain magnetic film MICROWAVE EXCITATION MICROMAGNETIC simulation
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Consistency between domain wall oscillation modes and spin wave modes in nanostrips
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作者 董新伟 吴振江 《Chinese Physics B》 SCIE EI CAS CSCD 2024年第6期511-516,共6页
Investigations on domain wall(DW) and spin wave(SW) modes in a series of nanostrips with different widths and thicknesses have been carried out using micromagnetic simulation. The simulation results show that the freq... Investigations on domain wall(DW) and spin wave(SW) modes in a series of nanostrips with different widths and thicknesses have been carried out using micromagnetic simulation. The simulation results show that the frequencies of SW modes and the corresponding DW modes are consistent with each other if they have the same node number along the width direction. This consistency is more pronounced in wide and thin nanostrips, favoring the DW motion driven by SWs.Further analysis of the moving behavior of a DW driven by SWs is also carried out. The average DW speed can reach a larger value of ~ 140 m/s under two different SW sources. We argue that this study is very meaningful for the potential application of DW motion driven by SWs. 展开更多
关键词 micromagnetic simulation domain wall spin wave
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基于无监督学习的DNS隧道检测
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作者 周萍 王丽英 《内蒙古科技与经济》 2024年第4期121-125,共5页
文章利用局域网中DNS服务器的历史流量数据通过无监督训练生成DNS隧道检测模型,计算待检测流量数据所对应的特征向量与DNS隧道检测模型提供的正常流量矩阵之间的马氏距离,并基于马氏距离来进行DNS隧道异常识别。根据局域网中内部DNS服... 文章利用局域网中DNS服务器的历史流量数据通过无监督训练生成DNS隧道检测模型,计算待检测流量数据所对应的特征向量与DNS隧道检测模型提供的正常流量矩阵之间的马氏距离,并基于马氏距离来进行DNS隧道异常识别。根据局域网中内部DNS服务器的历史流量数据进行DNS隧道检测模型的训练,从而使得训练后的DNS隧道检测模型适应于不同的网络环境,提高了对DNS隧道异常的识别精度,保证了DNS隧道检测的准确性。 展开更多
关键词 dns隧道 无监督训练 异常识别 马氏距离
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Low-Rank Optimal Transport for Robust Domain Adaptation
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作者 Bingrong Xu Jianhua Yin +2 位作者 Cheng Lian Yixin Su Zhigang Zeng 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2024年第7期1667-1680,共14页
When encountering the distribution shift between the source(training) and target(test) domains, domain adaptation attempts to adjust the classifiers to be capable of dealing with different domains. Previous domain ada... When encountering the distribution shift between the source(training) and target(test) domains, domain adaptation attempts to adjust the classifiers to be capable of dealing with different domains. Previous domain adaptation research has achieved a lot of success both in theory and practice under the assumption that all the examples in the source domain are welllabeled and of high quality. However, the methods consistently lose robustness in noisy settings where data from the source domain have corrupted labels or features which is common in reality. Therefore, robust domain adaptation has been introduced to deal with such problems. In this paper, we attempt to solve two interrelated problems with robust domain adaptation:distribution shift across domains and sample noises of the source domain. To disentangle these challenges, an optimal transport approach with low-rank constraints is applied to guide the domain adaptation model training process to avoid noisy information influence. For the domain shift problem, the optimal transport mechanism can learn the joint data representations between the source and target domains using a measurement of discrepancy and preserve the discriminative information. The rank constraint on the transport matrix can help recover the corrupted subspace structures and eliminate the noise to some extent when dealing with corrupted source data. The solution to this relaxed and regularized optimal transport framework is a convex optimization problem that can be solved using the Augmented Lagrange Multiplier method, whose convergence can be mathematically proved. The effectiveness of the proposed method is evaluated through extensive experiments on both synthetic and real-world datasets. 展开更多
关键词 domain adaptation low-rank constraint noise corruption optimal transport
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Multiple Matching Attenuation Based on Curvelet Domain Extended Filtering
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作者 HUA Qingfeng CHEN Zhang +6 位作者 HE Huili TAN Jun CHEN Haifeng LI Guanbao SONG Peng ZHAO Bo JIANG Xiuping 《Journal of Ocean University of China》 SCIE CAS CSCD 2024年第4期924-932,共9页
The paper develops a multiple matching attenuation method based on extended filtering in the curvelet domain,which combines the traditional Wiener filtering method with the matching attenuation method in curvelet doma... The paper develops a multiple matching attenuation method based on extended filtering in the curvelet domain,which combines the traditional Wiener filtering method with the matching attenuation method in curvelet domain.Firstly,the method uses the predicted multiple data to generate the Hilbert transform records,time derivative records and time derivative records of Hilbert transform.Then,the above records are transformed into the curvelet domain and multiple matching attenuation based on least squares extended filtering is performed.Finally,the attenuation results are transformed back into the time-space domain.Tests on the model data and field data show that the method proposed in the paper effectively suppress the multiples while preserving the primaries well.Furthermore,it has higher accuracy in eliminating multiple reflections,which is more suitable for the multiple attenuation tasks in the areas with complex structures compared to the time-space domain extended filtering method and the conventional curvelet transform method. 展开更多
关键词 multiple matching attenuation curvelet domain extended filtering
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BIG HANKEL OPERATORS ON HARDY SPACES OF STRONGLY PSEUDOCONVEX DOMAINS
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作者 陈伯勇 江良英 《Acta Mathematica Scientia》 SCIE CSCD 2024年第3期789-809,共21页
In this article,we investigate the(big) Hankel operator H_(f) on the Hardy spaces of bounded strongly pseudoconvex domains Ω in C^(n).We observe that H_(f ) is bounded on H~p(Ω)(1 <p <∞) if f belongs to BMO a... In this article,we investigate the(big) Hankel operator H_(f) on the Hardy spaces of bounded strongly pseudoconvex domains Ω in C^(n).We observe that H_(f ) is bounded on H~p(Ω)(1 <p <∞) if f belongs to BMO and we obtain some characterizations for Hf on H^(2)(Ω) of other pseudoconvex domains.In these arguments,Amar's L^(p)-estimations and Berndtsson's L^(2)-estimations for solutions of the ■_(b)-equation play a crucial role.In addition,we solve Gleason's problem for Hardy spaces H^(p)(Ω)(1 ≤p≤∞) of bounded strongly pseudoconvex domains. 展开更多
关键词 Hankel operator Hardy space Bergman space pseudoconvex domain
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Complementary-Label Adversarial Domain Adaptation Fault Diagnosis Network under Time-Varying Rotational Speed and Weakly-Supervised Conditions
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作者 Siyuan Liu Jinying Huang +2 位作者 Jiancheng Ma Licheng Jing Yuxuan Wang 《Computers, Materials & Continua》 SCIE EI 2024年第4期761-777,共17页
Recent research in cross-domain intelligence fault diagnosis of machinery still has some problems,such as relatively ideal speed conditions and sample conditions.In engineering practice,the rotational speed of the mac... Recent research in cross-domain intelligence fault diagnosis of machinery still has some problems,such as relatively ideal speed conditions and sample conditions.In engineering practice,the rotational speed of the machine is often transient and time-varying,which makes the sample annotation increasingly expensive.Meanwhile,the number of samples collected from different health states is often unbalanced.To deal with the above challenges,a complementary-label(CL)adversarial domain adaptation fault diagnosis network(CLADAN)is proposed under time-varying rotational speed and weakly-supervised conditions.In the weakly supervised learning condition,machine prior information is used for sample annotation via cost-friendly complementary label learning.A diagnosticmodel learning strategywith discretized category probabilities is designed to avoidmulti-peak distribution of prediction results.In adversarial training process,we developed virtual adversarial regularization(VAR)strategy,which further enhances the robustness of the model by adding adversarial perturbations in the target domain.Comparative experiments on two case studies validated the superior performance of the proposed method. 展开更多
关键词 Time-varying rotational speed weakly-supervised fault diagnosis domain adaptation
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ON THE SOBOLEV DOLBEAULT COHOMOLOGY OF A DOMAIN WITH PSEUDOCONCAVE BOUNDARIES
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作者 陈健 《Acta Mathematica Scientia》 SCIE CSCD 2024年第2期431-444,共14页
In this note,we mainly make use of a method devised by Shaw[15]for studying Sobolev Dolbeault cohomologies of a pseudoconcave domain of the type Ω=Ω\∪_(j=1^(m))Ω_(j),where Ω and {Ω_(j)}_(j=1^(m)■Ω are bounded ... In this note,we mainly make use of a method devised by Shaw[15]for studying Sobolev Dolbeault cohomologies of a pseudoconcave domain of the type Ω=Ω\∪_(j=1^(m))Ω_(j),where Ω and {Ω_(j)}_(j=1^(m)■Ω are bounded pseudoconvex domains in ℂ^(n) with smooth boundaries,and Ω_(1),…,Ω_(m) are mutually disjoint.The main results can also be quickly obtained by virtue of[5]. 展开更多
关键词 Cauchy-Riemann equations pseudoconcave domains δ-Neumann operator Bergman spaces
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