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Fluorescence color tuning of dual-emission carbon quantum dots pro-duced from biomass and their use in Fe3+and Cu2+detection
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作者 XUE Jia-jia GAN Mei-heng +1 位作者 LU Yong-gen WU Qi-lin 《新型炭材料(中英文)》 SCIE EI CAS CSCD 北大核心 2024年第6期1213-1226,共14页
Using simple and eco-friendly ethanol solvothermal treatment,dual-emission biomass carbon quantum dots(D-BCQDs)were synthesized from biomass viburnum awabuki leaves.Under excitation with 413 nm wavelength light two em... Using simple and eco-friendly ethanol solvothermal treatment,dual-emission biomass carbon quantum dots(D-BCQDs)were synthesized from biomass viburnum awabuki leaves.Under excitation with 413 nm wavelength light two emission peaks appeared at 490 and 675 nm and the dots could be tuned to emit crimson,red,purplish red,purple and blue-gray fluorescence by changing the solvothermal temperature from 140℃ to 160,180,200 and 240℃,respectively.XPS and FTIR characterization in-dicated that the fluorescence color was mainly determined by surface oxidation defects,elemental nitrogen and sp^(2)-C/sp^(3)-C hybrid-ized structural domains.The D-BCQDs could not only detect Fe^(3+)or Cu^(2+),but also quantify the concentration ratio of Fe^(3+)to Cu^(2+)in a solution containing both,demonstrating their potential applications in the simultaneous detection of Fe^(3+)and Cu^(2+)ions. 展开更多
关键词 Dual-emission biomass carbon quantum dots MULTICOLOR Solvothermal method Ion detection
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Low-complexity signal detection for massive MIMO systems via trace iterative method
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作者 IMRAN A.Khoso ZHANG Xiaofei +2 位作者 ABDUL Hayee Shaikh IHSAN A.Khoso ZAHEER Ahmed Dayo 《Journal of Systems Engineering and Electronics》 SCIE CSCD 2024年第3期549-557,共9页
Linear minimum mean square error(MMSE)detection has been shown to achieve near-optimal performance for massive multiple-input multiple-output(MIMO)systems but inevitably involves complicated matrix inversion,which ent... Linear minimum mean square error(MMSE)detection has been shown to achieve near-optimal performance for massive multiple-input multiple-output(MIMO)systems but inevitably involves complicated matrix inversion,which entails high complexity.To avoid the exact matrix inversion,a considerable number of implicit and explicit approximate matrix inversion based detection methods is proposed.By combining the advantages of both the explicit and the implicit matrix inversion,this paper introduces a new low-complexity signal detection algorithm.Firstly,the relationship between implicit and explicit techniques is analyzed.Then,an enhanced Newton iteration method is introduced to realize an approximate MMSE detection for massive MIMO uplink systems.The proposed improved Newton iteration significantly reduces the complexity of conventional Newton iteration.However,its complexity is still high for higher iterations.Thus,it is applied only for first two iterations.For subsequent iterations,we propose a novel trace iterative method(TIM)based low-complexity algorithm,which has significantly lower complexity than higher Newton iterations.Convergence guarantees of the proposed detector are also provided.Numerical simulations verify that the proposed detector exhibits significant performance enhancement over recently reported iterative detectors and achieves close-to-MMSE performance while retaining the low-complexity advantage for systems with hundreds of antennas. 展开更多
关键词 signal detection LOW-COMPLEXITY linear minimum mean square error(MMSE) massive multiple-input multiple-output(MIMO) trace iterative method(TIM)
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Seedling Stage Corn Line Detection Method Based on Improved YOLOv8
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作者 LI Hongbo TIAN Xin +5 位作者 RUAN Zhiwen LIU Shaowen REN Weiqi SU Zhongbin GAO Rui KONG Qingming 《智慧农业(中英文)》 CSCD 2024年第6期72-84,共13页
[Objective]Crop line extraction is critical for improving the efficiency of autonomous agricultural machines in the field.However,traditional detection methods struggle to maintain high accuracy and efficiency under c... [Objective]Crop line extraction is critical for improving the efficiency of autonomous agricultural machines in the field.However,traditional detection methods struggle to maintain high accuracy and efficiency under challenging conditions,such as strong light exposure and weed interference.The aims are to develop an effective crop line extraction method by combining YOLOv8-G,Affinity Propagation,and the Least Squares method to enhance detection accuracy and performance in complex field environments.[Methods]The proposed method employs machine vision techniques to address common field challenges.YOLOv8-G,an improved object detection algorithm that combines YOLOv8 and Ghost‐NetV2 for lightweight,high-speed performance,was used to detect the central points of crops.These points were then clustered using the Affinity Propagation algorithm,followed by the application of the Least Squares method to extract the crop lines.Comparative tests were conducted to evaluate multiple backbone networks within the YOLOv8 framework,and ablation studies were performed to validate the enhancements made in YOLOv8-G.[Results and Discussions]The performance of the proposed method was compared with classical object detection and clustering algorithms.The YOLOv8-G algorithm achieved average precision(AP)values of 98.22%,98.15%,and 97.32%for corn detection at 7,14,and 21 days after emergence,respectively.Additionally,the crop line extraction accuracy across all stages was 96.52%.These results demonstrate the model's ability to maintain high detection accuracy despite challenging conditions in the field.[Conclusions]The proposed crop line extraction method effectively addresses field challenges such as lighting and weed interference,enabling rapid and accurate crop identification.This approach supports the automatic navigation of agricultural machinery,offering significant improvements in the precision and efficiency of field operations. 展开更多
关键词 crop row detection YOLOv8-G BACKBONE affinity propagation least square method
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A Mo LC+Mo M-based G^0 distribution parameter estimation method with application to synthetic aperture radar target detection
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作者 朱正为 周建江 郭玉英 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第6期2207-2217,共11页
The accuracy of background clutter model is a key factor which determines the performance of a constant false alarm rate(CFAR) target detection method. G0 distribution is one of the optimal statistic models in the syn... The accuracy of background clutter model is a key factor which determines the performance of a constant false alarm rate(CFAR) target detection method. G0 distribution is one of the optimal statistic models in the synthetic aperture radar(SAR) image background clutter modeling and can accurately model various complex background clutters in the SAR images. But the application of the distribution is greatly limited by its disadvantages that the parameter estimation is complex and the local detection threshold is difficult to be obtained. In order to solve the above-mentioned problems, an synthetic aperture radar CFAR target detection method using the logarithmic cumulant(Mo LC) + method of moment(Mo M)-based G0 distribution clutter model is proposed. In the method, G0 distribution is used for modeling the background clutters, a new Mo LC+Mo M-based parameter estimation method coupled with a fast iterative algorithm is used for estimating the parameters of G0 distribution and an exquisite dichotomy method is used for obtaining the local detection threshold of CFAR detection, which greatly improves the computational efficiency, detection performance and environmental adaptability of CFAR detection. Experimental results show that the proposed SAR CFAR target detection method has good target detection performance in various complex background clutter environments. 展开更多
关键词 synthetic aperture radar (SAR) target detection statistical modeling parameter estimation method of logarithmic cumulant (MoLC)
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Establishment of a Loop-mediated Isothermal Amplification Method for Rice Bacterial Leaf Brown Spot Disease
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作者 Zhang Jun-hua Wang Liang +8 位作者 Zhang Yao Ni Zhe Xu Xiao-feng Yang Ming-xiu Peng Li-li Yang Xin Wang Yi-han Jiang Xiao-jiao Haseeb Younis 《Journal of Northeast Agricultural University(English Edition)》 CAS 2023年第1期13-19,共7页
Rice bacterial leaf brown spot disease caused by Pseudomonas syringae pv.syringae(Pss)is a major disease on rice.In recent years,Pss has emerged worldwide,seriously affecting rice production.It is very important to es... Rice bacterial leaf brown spot disease caused by Pseudomonas syringae pv.syringae(Pss)is a major disease on rice.In recent years,Pss has emerged worldwide,seriously affecting rice production.It is very important to establish a rapid detection method of Pss for the diagnosis and prevention of this disease.In order to robust and accurately diagnose the rice bacterial leaf brown spot disease in the field and laboratory,an assay system for the Pss was developed in this study,and the specific sequence of hrcN was used as the target,based on loop-mediated isothermal amplification(LAMP).The best detection system was MgSO 48 mmol·L^(-1),Bst DNA polymerase 8 U,dNTP 1.4 mmol·L^(-1),the ratio of internal and outer primers was 2:1,the reaction temperature was 63℃,the reaction time was 45 min,and the lowest sensitivity was 104 CFU·mL^(-1).This results provided an accurate and robust method for laboratory and field diagnosis of bacterial leaf brown spot disease of rice. 展开更多
关键词 Pseudomonas syringae pv.syringae loop-mediated isothermal amplification a rapid detection method
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Launch dynamics modeling and simulation of box-type multiple launch rocket system considering plane clearance contact
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作者 Jinxin Tang Guoping Wang +3 位作者 Genyang Wu Yutian Sun Lilin Gu Xiaoting Rui 《Defence Technology(防务技术)》 2025年第5期105-123,共19页
As the performance of the box-type multiple launch rocket system(BMLRS)improves,its mechanical structures,particularly the plane clearance design between the slider on the rocket and the guide inside the launch canist... As the performance of the box-type multiple launch rocket system(BMLRS)improves,its mechanical structures,particularly the plane clearance design between the slider on the rocket and the guide inside the launch canister,have grown increasingly complex.However,deficiencies still exist in the current launch modeling theory for BMLRS.In this study,a multi-rigid-flexible-body launch dynamics model coupling the launch platform and rocket was established using the multibody system transfer matrix method and the Newton-Euler formulation.Furthermore,considering the bending of the launch canister,a detection algorithm for slider-guide plane clearance contact was proposed.To quantify the contact force and friction effect between the slider and guide,the contact force model and modified Coulomb model were introduced.Both the modal and launch tests were conducted.Additionally,the modal convergence was verified.By comparing the modal experiments and simulation results,the maximum relative error of the eigenfrequency is 3.29%.thereby verifying the accuracy of the developed BMLRS dynamics model.Furthermore,the launch test validated the proposed plane clearance contact model.Moreover,the study investigated the influence of various model parameters on the dynamic characteristics of BMLRS,including launch canister bending stiffness,slider and guide material,slider-guide clearance,slider length and layout.This analysis of influencing factors provides a foundation for future optimization in BMLRS design. 展开更多
关键词 Box-type multiple launch rocket system Launch dynamics Plane clearance contact Contact detection algorithm Multibody system transfer matrix method(MSTMM)
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Sand deposit-detecting method and its application in model test of sand flow 被引量:2
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作者 黎伟 房营光 +2 位作者 莫海鸿 谷任国 陈俊生 《Journal of Central South University》 SCIE EI CAS 2013年第10期2840-2848,共9页
Against the background of the sand-flow foundation treatment engineering of Guangzhou Zhoutouzui variable cross-section immersed tunnel, a kind of sand deposit-detecting method was devised on the basis of full-scale m... Against the background of the sand-flow foundation treatment engineering of Guangzhou Zhoutouzui variable cross-section immersed tunnel, a kind of sand deposit-detecting method was devised on the basis of full-scale model test of sand-flow method. The real-time data of sand-deposit height and radius were obtained by the self-developed sand-deposit detectors. The test results show that the detecting method is simple and has high precision. In the use of sand-flow method, the sand-carrying capability of fluid is limited, and sand particles are all transported to the sand-deposit periphery through crater, gap and chutes after the sand deposit formed. The diffusion range of the particles outside the sand-deposit does not exceed 2.0 m. Severe sorting of sand particles is not observed because of the unique oblique-layered depositing process. The temporal and spatial distributions of gap and chutes directly affect the sand-deposit expansion, and the expansion trend of the average sand-deposit radius accords with quadratic time-history curve. 展开更多
关键词 immersed tube TUNNEL FOUNDATION treatment model test of sand-flow method SAND DEPOSIT detecting structural characteristics of sand-deposit
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Calculation and application of full-wave airborne transient electromagnetic data in electromagnetic detection 被引量:3
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作者 JI Yan-ju ZHU Yu +2 位作者 YU Ming-mei LI Dong-sheng GUAN Shan-shan 《Journal of Central South University》 SCIE EI CAS CSCD 2019年第4期1011-1020,共10页
Airborne electromagnetic transient method enjoys the advantages of high-efficiency and the high resolution of electromagnetic anomalies,especially suitable for mining detection around goaf areas and deep exploration o... Airborne electromagnetic transient method enjoys the advantages of high-efficiency and the high resolution of electromagnetic anomalies,especially suitable for mining detection around goaf areas and deep exploration of minerals.In this paper,we calculated the full-wave airborne transient electromagnetic data,according to the result of numerical research,the advantage of switch-off time response in electromagnetic detection was proofed via experiments.Firstly,based on the full-wave airborne transient electromagnetic system developed by Jilin University(JLU-ATEMI),we proposed a method to compute the full-waveform electromagnetic(EM)data of 3D model using the FDTD approach and convolution algorithm,and verify the calculation by the response of homogenous half-space.Then,through comparison of switch-off-time response and off-time response,we studied the effect of ramp time on anomaly detection.Finally,we arranged two experimental electromagnetic detection,the results indicated that the switch-off-time response can reveal the shallow target more effectively,and the full-waveform airborne electromagnetic system is an effective technique for shallow target detection. 展开更多
关键词 airborne electromagnetic transient method full-waveform FDTD approach convolution algorithm anomaly detection
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Introduction of firefighting methods in U.S. underground mines 被引量:1
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作者 ZHANG Xi-chen ZHANG Yu-tao Jerry C. Tien 《西安科技大学学报》 CAS 北大核心 2011年第6期672-678,697,共8页
Underground mine fire always exists since the mining activity was practiced.It poses a severe safety hazard to the mine workers and may also cause a tremendous economic loss to the mines.Methods for controlling and ex... Underground mine fire always exists since the mining activity was practiced.It poses a severe safety hazard to the mine workers and may also cause a tremendous economic loss to the mines.Methods for controlling and extinguishing fires in underground mine have long been studied and there have been significant improvements.In order to know clearly about the firefighting technology used,this paper summarizes most of the underground mine firefighting methods used in the United States the past 150 years.This paper describes not only the accepted firefighting theories,but also the technologies,both direct and indirect attacking,in accordance to regulations or codes,with special attention is given to the indirect attack method and its related technologies.Further research needed is also briefly discussed at the end of this paper. 展开更多
关键词 FIREFIGHTING extinguishing agent attack method remote sealing
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Method for electromagnetic detection satellites scheduling based on genetic algorithm with alterable penalty coefficient 被引量:1
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作者 Jun Li Hao Chen +2 位作者 Zhinong Zhong Ning Jing Jiangjiang Wu 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2014年第5期822-832,共11页
The electromagnetic detection satellite (EDS) is a type of earth observation satellites (EOSs). The Information collected by EDSs plays an important role in some fields, such as industry, science and military. The... The electromagnetic detection satellite (EDS) is a type of earth observation satellites (EOSs). The Information collected by EDSs plays an important role in some fields, such as industry, science and military. The scheduling of EDSs is a complex combinatorial optimization problem. Current research mainly focuses on the scheduling of imaging satellites and SAR satellites, but little work has been done on the scheduling of EDSs for its specific characteristics. A multi-satellite scheduling model is established, in which the specific constrains of EDSs are considered, then a scheduling algorithm based on the genetic algorithm (GA) is proposed. To deal with the specific constrains of EDSs, a penalty function method is introduced. However, it is hard to determine the appropriate penalty coefficient in the penalty function. Therefore, an adaptive adjustment mechanism of the penalty coefficient is designed to solve the problem, as well as improve the scheduling results. Experimental results are used to demonstrate the correctness and practicability of the proposed scheduling algorithm. 展开更多
关键词 electromagnetic detection satellite (EDS) scheduling genetic algorithm (GA) constraint handling penalty function method alterable penalty coefficient.
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合成后修饰法构筑的Eu^(3+)@MOF材料对金属离子的荧光检测 被引量:1
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作者 崔宇铭 李军军 +2 位作者 李伟 孙晶 吴雪松 《发光学报》 EI CAS CSCD 北大核心 2024年第1期169-176,共8页
金属离子过量使用会造成环境污染,危及人类健康。因此,对相关金属离子进行检测显得尤为重要。发光金属有机框架(Luminescent metal-organic frameworks,LMOFs)因其具备高色纯度、超高孔隙率和可调结构等优势,被视为简单有效且有前途的... 金属离子过量使用会造成环境污染,危及人类健康。因此,对相关金属离子进行检测显得尤为重要。发光金属有机框架(Luminescent metal-organic frameworks,LMOFs)因其具备高色纯度、超高孔隙率和可调结构等优势,被视为简单有效且有前途的荧光传感材料。本文以3,5-二(4-咪唑-1-基)吡啶(Bip)为主配体,1,4-萘二甲酸(1,4-ndc)为辅助配体,Ni^(2+)为中心离子,采取溶剂热法合成了一例二维金属有机框架[Ni_(2)(Bip)_(2)(1,4-ndc)_(2)(H_(2)O)_(6)](记为CUST-756,其中CUST是Changchun University of Science and Technology缩写),并通过合成后修饰法制备了Eu^(3+)@CUST-756复合发光材料。利用XRD、FT-IR和XPS对合成的CUST-756和Eu^(3+)@CUST-756复合材料进行了基础表征。并且采用荧光光谱对样品进行了发光特性、金属离子传感性能及其机理研究。实验结果表明,Eu^(3+)@CUST-756在甲醇溶液中具备优异的发光性能和良好的稳定性,Eu^(3+)的引入使得材料可用于金属阳离子Cr^(3+)、Fe^(3+)检测。Cr^(3+)离子的检出限(limit of detection,LOD)为5.44µmol·L^(-1);Fe^(3+)离子的LOD为7.51µmol·L^(-1),与大多数LMOFs性能相近。 展开更多
关键词 金属有机框架 合成后修饰 荧光检测
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Test Study on Corona Onset Voltage of UHV Transmission Lines Based on UV Detection 被引量:3
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作者 LIU Yun-peng WANG Hui bin +3 位作者 CHEN Wei-jiang WAN Qi-fa YANG Ying-jian TANG Jian 《高电压技术》 EI CAS CSCD 北大核心 2008年第12期2536-2541,共6页
Corona discharge is being detected by UV imaging detection technology at home and abroad in recent years.This technology is used in the corona tests of conductor bundles in this paper.In order to further research the ... Corona discharge is being detected by UV imaging detection technology at home and abroad in recent years.This technology is used in the corona tests of conductor bundles in this paper.In order to further research the corona characteristic,optimize geometry parameters and diameter of sub-conductor,and increase corona onset voltage of transmission lines,corona tests of three model conductors which are placed inside the outdoor corona cage are conducted.Corona cage could be used to simulate the corona activities on transmission lines under a low voltage and different conditions in an effective and economical way.Photon which was created by UV light as a result of corona discharge on conductors is detected by the UV detection apparatus.The photon number within unit interval,namely photon counting rate is adopted as the parameter of quantifying the intensity of corona discharge.According to the apparent change of photon number,corona onset voltage can be judged.All tests are conducted under almost same atmosphere condition.Using the method,corona onset voltage is acquired.The results indicate that the tests have a good repeatability,in other words,repeating same test twice same result can be aquired.The corona onset voltage can be acquired exactly from the curve of applied voltage vs.photon counting rate.Therefore UV detection apparatus can not only used to find discharge point exactly,but also applied on corona discharge research and live detection for power equipments.The method using in this paper is proved that is a new available method. 展开更多
关键词 UV检测 UHV 输电线路 起晕电压
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Research Progress of Agricultural Genetically Modified Crop Safety Evaluation
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作者 Li Ran Liang Liang +4 位作者 Zhao Haibo Zhao Yujia Fan Peilei Liu Ran Zhao Yue 《Journal of Northeast Agricultural University(English Edition)》 CAS 2024年第3期74-84,共11页
The commercial cultivation of genetically modified(GM)crops has eased the global food crisis and brought considerable economic and social benefits to countries.Because of the potential safety problems,it is necessary ... The commercial cultivation of genetically modified(GM)crops has eased the global food crisis and brought considerable economic and social benefits to countries.Because of the potential safety problems,it is necessary to make clear the molecular genetic characteristics,edible safety,planting,processing,and other aspects of the safety evaluation of GM crops.The safety problems existing in the cultivation of GM crops,safety evaluation and detection of GM crops were introduced in this paper,which provided the basis for safety evaluation and effective supervision of GM crops and their products.Commercial cultivation and reasonable supervision based on safety evaluation have far-reaching significance for ensuring consumer safety,enhancing the credibility of the national political system and enhancing citizens'confidence in the safety of GM crop products for consumption. 展开更多
关键词 genetically modified(GM)crop safety evaluation BIOSAFETY environmental safety detection method
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高级持续性威胁检测与分析方法研究进展 被引量:3
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作者 季一木 张嘉铭 +4 位作者 杨倩 杜宏煜 邵思思 张俊杰 刘尚东 《南京邮电大学学报(自然科学版)》 北大核心 2025年第1期1-11,共11页
高级持续性威胁(Advanced Persistent Threat,APT)检测分析是网络安全领域的一个研究热点。APT检测与分析仍然面临着许多挑战,对当前研究进行归纳梳理,总结了APT检测与分析方法研究进展。首先,分析APT攻击威胁建模方法。其次,梳理代表性... 高级持续性威胁(Advanced Persistent Threat,APT)检测分析是网络安全领域的一个研究热点。APT检测与分析仍然面临着许多挑战,对当前研究进行归纳梳理,总结了APT检测与分析方法研究进展。首先,分析APT攻击威胁建模方法。其次,梳理代表性的APT攻击检测方法,包括基于主机和基于网络的相关研究。然后,总结APT攻击分析方法,介绍了攻击溯源与攻击行为推理相关研究。最后,展望未来APT攻击检测与分析的研究方向,以便研究人员了解当前研究现状和拓展研究思路。 展开更多
关键词 高级持续威胁 攻击发现 攻击溯源 攻击推理
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计算机视觉领域对抗样本检测综述 被引量:1
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作者 张鑫 张晗 +1 位作者 牛曼宇 姬莉霞 《计算机科学》 北大核心 2025年第1期345-361,共17页
随着数据量的增加和硬件性能的提升,深度学习在计算机视觉领域取得了显著进展.然而,深度学习模型容易受到对抗样本的攻击,导致输出发生显著变化.对抗样本检测作为一种有效的防御手段,可以在不改变模型结构的前提下防止对抗样本对深度学... 随着数据量的增加和硬件性能的提升,深度学习在计算机视觉领域取得了显著进展.然而,深度学习模型容易受到对抗样本的攻击,导致输出发生显著变化.对抗样本检测作为一种有效的防御手段,可以在不改变模型结构的前提下防止对抗样本对深度学习模型造成影响.首先,对近年来的对抗样本检测研究工作进行了整理,分析了对抗样本检测与训练数据的关系,根据检测方法所使用特征进行分类,系统全面地介绍了计算机视觉领域的对抗样本检测方法;然后,对一些结合跨领域技术的检测方法进行了详细介绍,统计了训练和评估检测方法的实验配置;最后,汇总了一些有望应用于对抗样本检测的技术,并对未来的研究挑战进行展望. 展开更多
关键词 深度学习 对抗样本攻击 对抗样本检测 人工智能安全 图像分类
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基于深度学习的人脸呈现攻击检测方法研究进展 被引量:1
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作者 孙锐 王菲 +2 位作者 冯惠东 张旭东 高隽 《计算机科学》 北大核心 2025年第2期323-335,共13页
随着人脸识别技术广泛应用于公共安全、金融支付等领域,呈现攻击(Presentation Attacks,PAs)对人脸识别系统的安全性构成了威胁。呈现攻击检测技术(Presentation Attacks Detection,PAD)旨在判断输入人脸的真伪,对维护识别系统的安全性... 随着人脸识别技术广泛应用于公共安全、金融支付等领域,呈现攻击(Presentation Attacks,PAs)对人脸识别系统的安全性构成了威胁。呈现攻击检测技术(Presentation Attacks Detection,PAD)旨在判断输入人脸的真伪,对维护识别系统的安全性和鲁棒性具有重要的研究意义。由于大规模数据集的不断涌现,基于深度学习的呈现攻击检测方法逐渐成为该领域的主流。文章对近期基于深度学习的人脸呈现攻击检测方法进行了综述。首先,概述了呈现攻击检测的定义、实施方式和常见的攻击类型;其次,分别从单模态和多模态入手,对近五年来深度学习类方法的发展趋势、技术原理和优缺点进行详细分析和总结;然后,介绍了PAD研究中使用的典型数据集及其特点,并给出算法的评估标准、协议和性能结果;最后,总结了PAD研究中面临的主要问题并展望了未来的发展趋势。 展开更多
关键词 呈现攻击检测 单模态 多模态 人脸呈现数据集 深度学习
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基于集成学习的恶意代码动态检测方法 被引量:1
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作者 刘强 王坚 +1 位作者 王亚男 王珊 《信息网络安全》 北大核心 2025年第1期159-172,共14页
在当前网络环境中,不断升级的恶意代码变种为网络安全带来了巨大挑战。现有的人工智能模型虽然在恶意代码检测方面成效明显,但仍存在两个不可忽视的缺点。一是泛化能力较差,虽然在训练数据上表现优异,但受概念漂移现象的影响,在实际测... 在当前网络环境中,不断升级的恶意代码变种为网络安全带来了巨大挑战。现有的人工智能模型虽然在恶意代码检测方面成效明显,但仍存在两个不可忽视的缺点。一是泛化能力较差,虽然在训练数据上表现优异,但受概念漂移现象的影响,在实际测试中性能不够理想;二是鲁棒性不佳,容易受到对抗样本的攻击。为解决上述问题,文章提出一种基于集成学习的恶意代码动态检测方法,根据API序列的不同特征,分别构建统计特征分析模块、语义特征分析模块和结构特征分析模块,各模块针对性地进行恶意代码检测,最后融合各模块分析结果,得出最终检测结论。在Speakeasy数据集上的实验结果表明,与现有研究方法相比,该方法各项性能指标具有明显优势,同时具有较好的鲁棒性,能够有效抵抗针对API序列的两种对抗攻击。 展开更多
关键词 恶意代码检测 n-gram算法 Transformer编码器 图神经网络 对抗性攻击
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稻米中重金属检测方法的优缺点和适用性分析 被引量:2
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作者 刘郁 马晓慧 +5 位作者 邢亚楠 车喜庆 郭莉 王井士 桑海旭 于亚辉 《北方水稻》 2025年第1期61-64,共4页
摄入重金属污染的稻米可能对人体健康造成多方面影响,快速、准确、高效分析检测稻米中重金属元素的技术在保护人类健康、保障粮食安全方面发挥着重要作用。综述了近年受到广泛应用的稻米中重金属检测方法,比较和分析不同检测方法的优缺... 摄入重金属污染的稻米可能对人体健康造成多方面影响,快速、准确、高效分析检测稻米中重金属元素的技术在保护人类健康、保障粮食安全方面发挥着重要作用。综述了近年受到广泛应用的稻米中重金属检测方法,比较和分析不同检测方法的优缺点和适用性,并对重金属检测技术的未来发展趋势进行了展望,以期为准确、快速检测稻米中重金属元素提供理论依据。 展开更多
关键词 稻米 重金属 检测方法
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基于微元-分层法的受硫酸盐侵蚀隧道衬砌有效强度预测模型 被引量:1
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作者 刘新荣 庄炀 +2 位作者 周小涵 梁宁慧 陈海 《材料导报》 北大核心 2025年第13期165-173,共9页
隧道衬砌受硫酸盐侵蚀后的有效强度是评价运营隧道安全性的重要依据,但现有硫酸盐侵蚀试验为缩短试验周期而提高了侵蚀溶液中硫酸盐浓度,导致试验结果无法预测实际运营时间下受硫酸盐侵蚀隧道衬砌的有效强度。针对隧道衬砌的单面腐蚀特... 隧道衬砌受硫酸盐侵蚀后的有效强度是评价运营隧道安全性的重要依据,但现有硫酸盐侵蚀试验为缩短试验周期而提高了侵蚀溶液中硫酸盐浓度,导致试验结果无法预测实际运营时间下受硫酸盐侵蚀隧道衬砌的有效强度。针对隧道衬砌的单面腐蚀特点,本工作提出微元-分层法,并以此建立了考虑时间效应的隧道衬砌有效强度预测模型。选取重庆某受硫酸盐侵蚀隧道进行了工程案例分析,通过420 d的室内侵蚀试验和数值模拟,对有效强度预测模型的关键参数进行了求解,并与试验结果进行对比验证。进一步研究了该隧道在整体腐蚀和拱脚局部腐蚀情况下衬砌有效强度的变化规律。研究结果表明:提出的有效强度预测模型能够避免尺寸效应计算腐蚀衬砌的有效强度,其计算结果与试验结果吻合良好;在隧道衬砌有效强度损失阶段,损失速度随运营时间呈先慢后快的特点;在相同情况下,拱脚局部腐蚀时隧道衬砌的有效强度损失小于整体腐蚀。 展开更多
关键词 隧道工程 有效强度预测 微元-分层法 腐蚀衬砌 硫酸盐单面侵蚀
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基于CNN-BiLSTM的ICMPv6 DDoS攻击检测方法
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作者 王春兰 郭峰 +2 位作者 刘晋州 王明华 韩宝安 《火力与指挥控制》 北大核心 2025年第4期71-78,84,共9页
针对ICMPv6网络中DDoS攻击检测问题,提出一种基于CNN-BiLSTM网络的检测算法。通过将带有注意力机制、DropConnect和Dropout混合使用加入到CNN-BiLSTM算法中,防止在训练过程中产生过拟合问题,同时更准确提取数据的特性数据。通过实验表明... 针对ICMPv6网络中DDoS攻击检测问题,提出一种基于CNN-BiLSTM网络的检测算法。通过将带有注意力机制、DropConnect和Dropout混合使用加入到CNN-BiLSTM算法中,防止在训练过程中产生过拟合问题,同时更准确提取数据的特性数据。通过实验表明:提出的算法在多次实验中的检测准确率、误报率与漏报率平均值分别为92.84%、4.49%和10.54%,检测算法泛化性较强,性能优于其他算法,能够有效处理ICMPv6 DDoS攻击检测问题。 展开更多
关键词 分布式拒绝服务攻击 攻击检测 ICMPV6 CNN BiLSTM
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