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Development of A New Lime Adding Technology in Two-Stream Digestion Process of Diasporic Bauxite 被引量:1
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作者 尹中林 《Journal of Rare Earths》 SCIE EI CAS CSCD 2005年第S1期642-645,共4页
Indirect heating and intensified digestion technology can be applied to reduce greatly the energy consumption in Bayer process of diasporic bauxite. A great advantage of two-stream process is to avoid or reduce effici... Indirect heating and intensified digestion technology can be applied to reduce greatly the energy consumption in Bayer process of diasporic bauxite. A great advantage of two-stream process is to avoid or reduce efficiently serious scaling problem of bauxite slurry on indirect heating surface, which certainly happens in the single stream process and brings about great troubles to the indirect heating. As a result of a great number of experiments and the theoretical analysis, a new lime adding technology for the two-stream digestion process is developed in this paper that lime is added into spent liquor stream instead of bauxite slurry, which is more suitable to the two-stream process of diasporic bauxite. The influences of the new lime addition technology on preheating and digestion process were discussed. It was deduced that the new technology can be used efficiently in the two-stream process of non-diasporic bauxite. 展开更多
关键词 diasporic bauxite bayer process two-stream process lime addition
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Electromagnetic Particle-in-Cell Simulations of Electron Holes Formed During the Electron Two-Stream Instability 被引量:1
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作者 吴明雨 陆全明 +2 位作者 朱洁 王沛然 王水 《Plasma Science and Technology》 SCIE EI CAS CSCD 2013年第1期17-24,共8页
Previous electrostatic particle-in-cell (PIC) simulations have pointed out that elec- tron phase-space holes (electron holes) can be formed during the nonlinear evolution of the electron two-stream instability. Th... Previous electrostatic particle-in-cell (PIC) simulations have pointed out that elec- tron phase-space holes (electron holes) can be formed during the nonlinear evolution of the electron two-stream instability. The parallel cuts of the parallel and perpendicular electric field have bipolar and unipolar structures in these electron holes, respectively. In this study, two-dimensional (2D) electromagnetic PIC simulations are performed in the x - y plane to investigate the evolution of the electron two-stream instability, with the emphasis on the magnetic structures associated with these electron holes in different plasma conditions. In the simulations, the background magnetic field (Bo = Boer) is along the x direction. In weakly magnetized plasma (Ωe 〈ωpe, where Ωe and ωpe are the electron gyrofrequency and electron plasma frequency, respectively), several 2D electron holes are formed. In these 2D electron holes, the parallel cut of the fluctuating magnetic field δBx and δBz has unipolar structures, while the fluctuating magnetic field δBy has bipolar structures. In strongly magnetized plasma (Ωe 〉 ωpe), several quasi-lD electron holes are formed. The electrostatic whistler waves with streaked structures of Ey are excited. The fluctuating mag- netic field δBx and δBz also have streaked structures. The fluctuating magnetic field δBx and δBy are produced by the current in the z direction due to the electric field drift of the trapped elec- trons, while the fluctuating magnetic field δBz can be explained by the Lorentz transformation of a moving quasielectrostatic structure. The influences of the initial temperature anisotropy on the magnetic structures of the electron holes are also analyzed. The electromagnetic whistler waves are found to be excited in weakly magnetized plasma. However, they do not have any significant effects on the electrostatic structures of the electron holes. 展开更多
关键词 electron two-stream instability particle-in-cell simulation
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Electrostatic Structure of the Electron Phase-space Holes Generated by the Electron Two-stream Instability with a Finite Width 被引量:1
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作者 SANG Longlong WU Mingyu LU Quanming 《空间科学学报》 CSCD 北大核心 2017年第5期517-523,共7页
Space satellite observations in an electron phase-space hole(electron hole) have shown that bipolar structures are discovered at the parallel cut of parallel electric field, while unipolar structures spring from the p... Space satellite observations in an electron phase-space hole(electron hole) have shown that bipolar structures are discovered at the parallel cut of parallel electric field, while unipolar structures spring from the parallel cut of perpendicular electric field. Particle-in-cell(PIC) simulations have demonstrated that the electron bi-stream instability induces several electron holes during its nonlinear evolution. However, how the unipolar structure of the parallel cut of the perpendicular electric field formed in these electron holes is still an unsolved problem,especially in a strongly magnetized plasma(Ω_e >ω_(pe), where Ω_e is defined as electron gyrofrequency and ω_(pe) is defined as plasma frequency, respectively). In this paper, with two-dimensional(2D) electrostatic PIC simulations, the evolution of the electron two-stream instability with a finite width in strongly magnetized plasma is investigated. Initially, those conditions lead to monochromatic electrostatic waves, and these waves coalesce with each other during their nonlinear evolution. At last, a solitary electrostatic structure is formed. In such an electron hole, a bipolar structure is formed in the parallel cut. of parallel electric field, while a unipolar structure presents in the parallel cut of perpendicular electric field. 展开更多
关键词 Electron phase-space hole two-stream instability PIC simulation
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Forming of Space Charge Wave with Broad Frequency Spectrum in Helical Relativistic Two-Stream Electron Beams 被引量:1
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作者 A.Lysenko I.Volk +1 位作者 A.Serozhko O.Rybalko 《Chinese Physics Letters》 SCIE CAS CSCD 2017年第7期150-154,共5页
We elaborate a quadratic nonlinear theory of plural interactions of growing space charge wave (SCW) harmonics during the development of the two-stream instability in helical relativistic electron beams. It is found ... We elaborate a quadratic nonlinear theory of plural interactions of growing space charge wave (SCW) harmonics during the development of the two-stream instability in helical relativistic electron beams. It is found that in helical two-stream electron beams the growth rate of the two-stream instability increases with the beam entrance angle. An SCW with the broad frequency spectrum, in which higher harmonics have higher amplitudes, forms when the frequency of the first SCW harmonic is much less than the critical frequency of the two-stream instability. For helical electron beams the spectrum expands with the increase of the beam entrance angle. Moreover, we obtain that utilizing helical electron beams in multiharmonic two-stream superheterodyne free-electron lasers leads to the improvement of their amplification characteristics, the frequency spectrum broadening in multiharmonic signal generation mode, and the reduction of the overall system dimensions. 展开更多
关键词 SCW Forming of Space Charge Wave with Broad Frequency Spectrum in Helical Relativistic two-stream Electron Beams
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Effects of self-fields on dispersion relation and growth rate in two-stream electromagnetically pumped free electron laser with axial guide magnetic field 被引量:1
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作者 S.Saviz H.Rajabalinia 《Chinese Physics B》 SCIE EI CAS CSCD 2013年第12期243-247,共5页
A theory for a two-stream free-electron laser (FEL) with an electromagnetic wiggler (EMW) and axial guide magnetic field is developed. In the analysis, the effects of self-fields are taken into account. The growth... A theory for a two-stream free-electron laser (FEL) with an electromagnetic wiggler (EMW) and axial guide magnetic field is developed. In the analysis, the effects of self-fields are taken into account. The growth rate is derived. The characteristics of the growth rate are studied numerically. The dependence of the normalized wave number, which corresponds to the maximum growth rate, on the cyclotron frequency is presented. The comparisons between the normalized maximum growth rate and its corresponding wave number normalized by employing the axial magnetic field, for the cases with and without self-fields in the two-stream FEL are studied numerically. 展开更多
关键词 two-stream free electron laser
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Single-Image Dehazing Based on Two-Stream Convolutional Neural Network 被引量:3
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作者 Meng Jun Li Yuanyuan +1 位作者 Liang HuaHua Ma You 《Journal of Artificial Intelligence and Technology》 2022年第3期100-110,共11页
The haze weather environment leads to the deterioration of the visual effect of the image,and it is difficult to carry out the work of the advanced vision task.Therefore,dehazing the haze image is an important step be... The haze weather environment leads to the deterioration of the visual effect of the image,and it is difficult to carry out the work of the advanced vision task.Therefore,dehazing the haze image is an important step before the execution of the advanced vision task.Traditional dehazing algorithms achieve image dehazing by improving image brightness and contrast or constructing artificial priors such as color attenuation priors and dark channel priors.However,the effect is unstable when dealing with complex scenes.In the method based on convolutional neural network,the image dehazing network of the encoding and decoding structure does not consider the difference before and after the dehazing image,and the image spatial information is lost in the encoding stage.In order to overcome these problems,this paper proposes a novel end-to-end two-stream convolutional neural network for single-image dehazing.The network model is composed of a spatial information feature stream and a highlevel semantic feature stream.The spatial information feature stream retains the detailed information of the dehazing image,and the high-level semantic feature stream extracts the multi-scale structural features of the dehazing image.A spatial information auxiliary module is designed and placed between the feature streams.This module uses the attention mechanism to construct a unified expression of different types of information and realizes the gradual restoration of the clear image with the semantic information auxiliary spatial information in the dehazing network.A parallel residual twicing module is proposed,which performs dehazing on the difference information of features at different stages to improve the model’s ability to discriminate haze images.The peak signal-to-noise ratio(PSNR)and structural similarity are used to quantitatively evaluate the similarity between the dehazing results of each algorithm and the original image.The structure similarity and PSNR of the method in this paper reached 0.852 and 17.557dB on the HazeRD dataset,which were higher than existing comparison algorithms.On the SOTS dataset,the indicators are 0.955 and 27.348dB,which are sub-optimal results.In experiments with real haze images,this method can also achieve excellent visual restoration effects.The experimental results show that the model proposed in this paper can restore desired visual effects without fog images,and it also has good generalization performance in real haze scenes. 展开更多
关键词 attention mechanism image dehazing semantic feature spatial information two-stream network
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Plural interactions of space charge wave harmonics during the development of two-stream instability
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作者 Victor Kulish Alexander Lysenko +2 位作者 Michael Rombovsky Vitaliy Koval Iurii Volk 《Chinese Physics B》 SCIE EI CAS CSCD 2015年第9期332-336,共5页
We construct a cubically nonlinear theory of plural interactions between harmonics of the growing space charge wave(SCW) during the development of the two-stream instability. It is shown that the SCW with a wide fre... We construct a cubically nonlinear theory of plural interactions between harmonics of the growing space charge wave(SCW) during the development of the two-stream instability. It is shown that the SCW with a wide frequency spectrum is formed when the frequency of the first SCW harmonic is much lower than the critical frequency of the two-stream instability.Such SCW has part of the spectrum in which higher harmonics have higher amplitudes. We analyze the dynamics of the plural harmonic interactions of the growing SCW and define the saturation harmonic levels. We find the mechanisms of forming the multiharmonic SCW for the waves with frequencies lower than the critical frequency and for the waves with frequencies that exceed the critical frequency. 展开更多
关键词 two-stream instability three-wave parametric resonances space charge wave free-electron laser
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Influence of two-stream relativistic electron beam parameters on the space-charge wave with broad frequency spectrum formation
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作者 Alexander LYSENKO Iurii VOLK 《Plasma Science and Technology》 SCIE EI CAS CSCD 2018年第3期10-18,共9页
We developed a cubic non-linear theory describing the dynamics of the multiharmonic spacecharge wave(SCW), with harmonics frequencies smaller than the two-stream instability critical frequency, with different relati... We developed a cubic non-linear theory describing the dynamics of the multiharmonic spacecharge wave(SCW), with harmonics frequencies smaller than the two-stream instability critical frequency, with different relativistic electron beam(REB) parameters. The self-consistent differential equation system for multiharmonic SCW harmonic amplitudes was elaborated in a cubic non-linear approximation. This system considers plural three-wave parametric resonant interactions between wave harmonics and the two-stream instability effect. Different REB parameters such as the input angle with respect to focusing magnetic field, the average relativistic factor value, difference of partial relativistic factors, and plasma frequency of partial beams were investigated regarding their influence on the frequency spectrum width and multiharmonic SCW saturation levels. We suggested ways in which the multiharmonic SCW frequency spectrum widths could be increased in order to use them in multiharmonic two-stream superheterodyne free-electron lasers, with the main purpose of forming a powerful multiharmonic electromagnetic wave. 展开更多
关键词 space-charge wave relativistic electron beam two-stream instability PARAMETRIC
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Two-Stream Approximation to the Radiative Transfer Equation:A New Improvement and Comparative Accuracy with Existing Methods
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作者 F.Momo TEMGOUA L.Akana NGUIMDO DNJOMO 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2024年第2期278-292,共15页
Mathematical modeling of the interaction between solar radiation and the Earth's atmosphere is formalized by the radiative transfer equation(RTE), whose resolution calls for two-stream approximations among other m... Mathematical modeling of the interaction between solar radiation and the Earth's atmosphere is formalized by the radiative transfer equation(RTE), whose resolution calls for two-stream approximations among other methods. This paper proposes a new two-stream approximation of the RTE with the development of the phase function and the intensity into a third-order series of Legendre polynomials. This new approach, which adds one more term in the expression of the intensity and the phase function, allows in the conditions of a plane parallel atmosphere a new mathematical formulation of γparameters. It is then compared to the Eddington, Hemispheric Constant, Quadrature, Combined Delta Function and Modified Eddington, and second-order approximation methods with reference to the Discrete Ordinate(Disort) method(δ –128 streams), considered as the most precise. This work also determines the conversion function of the proposed New Method using the fundamental definition of two-stream approximation(F-TSA) developed in a previous work. Notably,New Method has generally better precision compared to the second-order approximation and Hemispheric Constant methods. Compared to the Quadrature and Eddington methods, New Method shows very good precision for wide domains of the zenith angle μ 0, but tends to deviate from the Disort method with the zenith angle, especially for high values of optical thickness. In spite of this divergence in reflectance for high values of optical thickness, very strong correlation with the Disort method(R ≈ 1) was obtained for most cases of optical thickness in this study. An analysis of the Legendre polynomial series for simple functions shows that the high precision is due to the fact that the approximated functions ameliorate the accuracy when the order of approximation increases, although it has been proven that there is a limit order depending on the function from which the precision is lost. This observation indicates that increasing the order of approximation of the phase function of the RTE leads to a better precision in flux calculations. However, this approach may be limited to a certain order that has not been studied in this paper. 展开更多
关键词 Radiative Transfer Equation two-stream method Legendre polynomial optical thickness moments of specific intensity conversion function TRANSMITTANCE reflectance
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Simulations of a two-stream backward-wave oscillator with a slot-hole structure
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作者 Shi Zong-Jun Tang Xiao-Pin +2 位作者 Yang Zi-Qiang Lan Feng Liang Zheng 《Chinese Physics B》 SCIE EI CAS CSCD 2012年第1期518-523,共6页
We study a two-stream backward-wave oscillator with a slot-hole structure at short millimeter waves with the help of a three-dimensional particle-in-cell simulation. In order to increase the interaction region of the ... We study a two-stream backward-wave oscillator with a slot-hole structure at short millimeter waves with the help of a three-dimensional particle-in-cell simulation. In order to increase the interaction region of the electron beam, the efficiency and the output power, a slot-hole loaded rectangular waveguide structure used as the high-frequency system is proposed. Based on the mechanism of the backward-wave oscillator, a slow-wave oscillator with a frequency of 0.14 THz is designed. The simulations show that the output power and the efficiency of the oscillator can be enhanced due to the coupling between the two beams through the slot holes. The interaction efficiency is 5.18%, and the starting current density is below 5 A. cm^-2 for the two beams. These attractive results indicate that, based on the two-stream backward-wave oscillator, we can get short millimeter wave sources with high power and low current density. 展开更多
关键词 slot-hole structure short millimeter wave two-stream backward-wave oscillator
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The effects of self-fields on the electron trajectory and gain in a two-stream electromagnetically pumped free-electron laser with axial guiding field
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作者 H.Mehdian S.Saviz 《Chinese Physics B》 SCIE EI CAS CSCD 2010年第1期366-371,共6页
A theory of a two-stream flee-electron laser in a combined electromagnetic wiggler (EMW) is developed, in which we use an axial-guide magnetic field and take into account the effects of the self-fields. The electron... A theory of a two-stream flee-electron laser in a combined electromagnetic wiggler (EMW) is developed, in which we use an axial-guide magnetic field and take into account the effects of the self-fields. The electron trajectories and the small signal gain are derived. The stability of the trajectories, the characteristics of the linear-gain, and the normalised maximum gain are studied numerically. The results show that there are nine stable groups of orbits in the presence of self-fields instead of seven groups reported in the absence of the self-field. It is also shown that the normalised gains of four groups of the orbits are decreasing and those for the rest of them are increasing with growing J20. Furthermore, it is found that the two-stream laser with seff-field enhances the maximum gain in comparison with the single stream case. 展开更多
关键词 free electron laser two-stream
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Effects of self-fields on electron trajectory and gain in two-stream electromagnetically pumped free-electron laser with ion channel guiding
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作者 S.Saviz Farzin M.Aghamir +1 位作者 H.Mehdian M.Ghorannevis 《Chinese Physics B》 SCIE EI CAS CSCD 2011年第7期158-164,共7页
A theory for the two-stream free-electron laser with an electromagnetic wiggler (EMW) and an ion channel guiding is developed. In the analysis, the effects of self-fields have been taken into account. The electron t... A theory for the two-stream free-electron laser with an electromagnetic wiggler (EMW) and an ion channel guiding is developed. In the analysis, the effects of self-fields have been taken into account. The electron trajectories and the small signal gain are derived. The stability of the trajectories, the characteristics of the linear gain and the normalized maximum gain are studied numerically. The dependence of the normalized frequency ω corresponding to the maximum gain on the ion-channel frequency is presented. The results show that there are seven groups of orbits in the presence of the self-fields, which are similar to those reported in the absence of the self-fields. It is also shown that the normalized gains of 2 groups decrease while the rest increase with the increasing normalized ion-channel frequency. Furthermore, it is found that the two-stream instability and the self-field lead to a decrease in the maximum gain except for group 4. 展开更多
关键词 free electron laser two-stream
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The effects of self-fields on the electron trajectory in a two-stream free electron laser with a helical wiggler and an axial guiding magnetic field
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作者 S.Saviz E.Lashani Farzin M.Aghamir 《Chinese Physics B》 SCIE EI CAS CSCD 2012年第10期251-254,共4页
A theory for the two-stream free-electron laser(TSFEL) with a helical wiggler and an axial guide magnetic field is developed.In the analysis,the effects of self-fields are taken into account.An analysis of the two-s... A theory for the two-stream free-electron laser(TSFEL) with a helical wiggler and an axial guide magnetic field is developed.In the analysis,the effects of self-fields are taken into account.An analysis of the two-stream steady-state electron trajectories is given by solving the equation of motion.Numerical calculations show that there are seven groups of orbits in the presence of self-fields instead of two groups reported in the absence of self-fields.The stability of the trajectories is studied numerically. 展开更多
关键词 two-stream free electron laser electron trajectory
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Effects of self-fields on electron trajectory and gain in planar wiggler free-electron lasers with two-stream and ion-channel guiding
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作者 S.Saviz M.Karimi 《Chinese Physics B》 SCIE EI CAS CSCD 2014年第3期244-248,共5页
The effects of self-fields on electron trajectories and gain in planar wiggler free-electron lasers with two-stream and ion-channel guiding are investigated. An analysis of the two-stream quasi-steady-state electron t... The effects of self-fields on electron trajectories and gain in planar wiggler free-electron lasers with two-stream and ion-channel guiding are investigated. An analysis of the two-stream quasi-steady-state electron trajectories is given by solving the equation of motion in the presence of ion-channel guiding and the planar wiggler. The electron trajectories and the gain are derived. The stability of the trajectories, the characteristics of the linear gain, and the normalized maximum gain are studied numerically. The numerical calculations show that there are eight group trajectories rather than the two groups reported in the absence of the self-fields. It is also shown that the normalized gain group seven (G7) decreases while the rest increases with the increase in normalized ion-channel frequency. The two-stream instability and the self-field lead to a decrease in the maximum gain, except for G7. 展开更多
关键词 two-stream free-electron laser
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Effects of self-fields on gain in two-stream free electron laser with helical wiggler and an axial guiding magnetic field
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作者 Saviz S Lashani E Ashkarran A 《Chinese Physics B》 SCIE EI CAS CSCD 2014年第2期238-241,共4页
The theory for the two-stream free electron laser (FEL) consisting of a relativistic electron beam transporting along the axis of a helical wiggler in the presence of an axial guiding magnetic field is proposed and ... The theory for the two-stream free electron laser (FEL) consisting of a relativistic electron beam transporting along the axis of a helical wiggler in the presence of an axial guiding magnetic field is proposed and investigated. In the analysis, the effects of self-fields are taken into account. The electron trajectories and the small signal gain are derived. The characteristics of the linear-gain and the normalized maximum gain are studied numerically. The results show that there are seven stable groups of orbits in the presence of self-fields instead of two groups reported in the absence of the self-fields. It is also shown that the normalized gains of three groups decrease while the rest increase with the increasing of normalized cyclotron frequency g20. Furthermore, it is found that the two-stream instability and the self-field lead to a decrease in the maximum gain except for group 3. The results show that the normalized maximum gain is enhanced in comparison with that of the single stream. 展开更多
关键词 two-stream free electron laser
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A Two-Stream Hybrid Spatio-Temporal Fusion Network For sEMG-Based Gesture Recognition
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作者 Ruiqi Han Juan Wang Jia Wang 《Instrumentation》 2024年第4期53-63,共11页
With the advancement of human-computer interaction,surface electromyography(sEMG)-based gesture recognition has garnered increasing attention.However,effectively utilizing the spatio-temporal dependencies in sEMG sign... With the advancement of human-computer interaction,surface electromyography(sEMG)-based gesture recognition has garnered increasing attention.However,effectively utilizing the spatio-temporal dependencies in sEMG signals and integrating multiple key features remain significant challenges for existing techniques.To address this issue,we propose a model named the Two-Stream Hybrid Spatio-Temporal Fusion Network(TS-HSTFNet).Specifically,we design a dynamic spatio-temporal graph convolution module that employs an adaptive dynamic adjacency matrix to explore the spatial dynamic patterns in the sEMG signals fully.Additionally,a spatio-temporal attention fusion module is designed to fully utilize the potential correlations among multiple features for the final fusion.The results indicate that the proposed TS-HSTFNet model achieves 84.96%and 88.08%accuracy on the Ninapro DB2 and Ninapro DB5 datasets,respectively,demonstrating high precision in gesture recognition.Our work emphasizes the importance of extracting spatio-temporal features in gesture recognition and provides a novel approach for multi-source information fusion. 展开更多
关键词 gesture recognition deep learning two-stream spatio-temporal feature fusion dynamic neighbor matrix
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基于双流卷积神经网络的表面肌电信号上肢动作识别
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作者 李宪华 尹胜 +2 位作者 邱洵 杜鹏飞 宋韬 《中国机械工程》 北大核心 2026年第3期697-707,共11页
为提高基于表面肌电信号的上肢动作识别精度,验证意图识别模型在实际康复机器人上的应用,提出了一种基于双流卷积神经网络的表面肌电信号上肢动作识别方法。采用小波阈值去噪、带通滤波、全波整流与包络平滑,并以滑动窗口进行样本构建... 为提高基于表面肌电信号的上肢动作识别精度,验证意图识别模型在实际康复机器人上的应用,提出了一种基于双流卷积神经网络的表面肌电信号上肢动作识别方法。采用小波阈值去噪、带通滤波、全波整流与包络平滑,并以滑动窗口进行样本构建。对原始肌电信号进行变分模态分解和离散小波包变换,同时提取突出的本征模态函数和离散小波包变换系数作为模型两个分支的输入进行高层特征的学习。采用时间卷积网络捕捉特征中的时间动态信息和全局依赖关系,最终通过特征融合模块实现高层特征信息的融合。所提方法在公开数据集Ninapro DB4/DB5和自采的6类上肢动作数据中,平均识别准确率分别达到了93.43%、92.37%和97.54%,并且在上肢动作识别实验中5名实验人员的6类上肢动作的平均识别准确率达到了87%。 展开更多
关键词 上肢动作识别 双流卷积神经网络 表面肌电信号 变分模态分解 离散小波包变换 上肢动作识别实验
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单中心损失监督的人脸伪造检测双流网络
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作者 胡驷驹 芦天亮 +2 位作者 彭舒凡 杨刚 尹浩然 《计算机科学与探索》 北大核心 2026年第1期182-193,共12页
深度伪造技术正变得越来越流行,引发社会对信息真实性的广泛质疑。从特征和学习层面考虑限制检测器泛化的因素:基于CNN的检测器往往过度拟合特定方法的颜色纹理;由于伪造样本之间的分布差异远大于真实样本之间的分布差异,应当对真实样... 深度伪造技术正变得越来越流行,引发社会对信息真实性的广泛质疑。从特征和学习层面考虑限制检测器泛化的因素:基于CNN的检测器往往过度拟合特定方法的颜色纹理;由于伪造样本之间的分布差异远大于真实样本之间的分布差异,应当对真实样本与伪造样本施加不同的约束。因此,为了优化人脸伪造检测模型,从多个维度展开创新,设计了基于单中心损失的双流网络(SCLTSNet)检测框架。在特征提取环节,引入多频段统计模块,提取图像的频域特征,以此作为RGB特征的有力补充。在特征融合环节,提出跨模态注意力混合模块和多尺度块特征融合模块,深入挖掘不同特征层级中,频域特征和RGB特征的相关性,并实现有效融合。从模型训练角度出发,基于异常检测的思想,引入单中心损失,通过放宽对伪造样本的约束,提升模型的泛化性能。对提出的方法在FF++、DFD、CDF等基准数据集上进行了综合评估,实验结果表明,SCLTSNet在FF++高压缩数据集上表现出色,准确率(ACC)指标和ROC曲线下面积(AUC)指标分别达到91.18%和94.57%。同时,在常见扰动的鲁棒性实验中,其AUC分数下降幅度低于其他模型,证明了该模型具有一定的鲁棒性。此外,在FF++数据集内四种不同伪造方式的子数据集以及跨数据集实验中,SCLTSNet的平均性能指标均优于当前先进方法,表明其具有良好的泛化性。消融实验进一步证实,该框架能够在不显著增加模型复杂度的前提下有效提升检测性能,体现了其轻量化设计的优势。 展开更多
关键词 深度伪造 单中心损失 双流网络 特征融合 频域特征
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动态低秩逼近的静电等离子体粒子模拟
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作者 郑宇佳 卓红斌 +2 位作者 李明强 郭志坚 张华 《计算物理》 北大核心 2026年第1期34-42,共9页
本文基于动态低秩逼近理论,利用奇异值分解求出粒子在低秩流形上的近似表达,通过切空间正交投影导出因子矩阵的时间积分式.由此提出动态低秩逼近的一维静电粒子模拟方法,通过截断秩的方式实现粒子计算量的减少。针对典型物理问题的等离... 本文基于动态低秩逼近理论,利用奇异值分解求出粒子在低秩流形上的近似表达,通过切空间正交投影导出因子矩阵的时间积分式.由此提出动态低秩逼近的一维静电粒子模拟方法,通过截断秩的方式实现粒子计算量的减少。针对典型物理问题的等离子体双流不稳定性的模拟研究,验证方法可行性并评估计算效率.研究结果表明:在一维静电双流不稳定性算例中,方法在保证哈密顿量最大变化比0.065%的前提下,缩减了约48%的粒子计算量。 展开更多
关键词 粒子模拟 动态低秩逼近 PARTICLE-IN-CELL 双流不稳定性
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“一源两流”体系下马来西亚中文师资双轨培养模式研究
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作者 王睿昕 肖国荣 《四川师范大学学报(社会科学版)》 北大核心 2026年第2期110-119,204,共11页
师资是当前海外各国中文教育可持续发展的主要瓶颈问题,而师资本土化是实现中文教育本土化的必由之路。马来西亚作为中文教育本土化程度较高的国家,其教育机构、教材和教师队伍均已完成“一源两流”历史演进,发展出“政府+民间”双轨协... 师资是当前海外各国中文教育可持续发展的主要瓶颈问题,而师资本土化是实现中文教育本土化的必由之路。马来西亚作为中文教育本土化程度较高的国家,其教育机构、教材和教师队伍均已完成“一源两流”历史演进,发展出“政府+民间”双轨协同培养模式:“国家轨”模式以政府主导政策导向服务国家战略,“民间轨”模式通过协作补足文化传承功能。该培养模式的形成既是中文教育“一源两流”的发展结果,也源于政策导向与族群诉求的差异。因此,马来西亚可通过完善“一源两流”的差异化课程体系,加强高层次人才培养,制定“国家认证+民间补充”的双轨师资认证体系,推动中文师资跨国认证协议制度化,进一步将自身打造为东南亚中文师资培养区域中心,推动区域中文师资本土化发展。 展开更多
关键词 马来西亚 一源两流 中文师资培养 双轨模式 师资本土化
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