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Study of an adaptive bump control mechanism for shock wave/boundary layer interactions in supersonic flows 被引量:1
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作者 Shan-Shan Tian Liang Jin +2 位作者 Wei Huang Yang Shen Kai An 《Theoretical & Applied Mechanics Letters》 2025年第4期319-330,共12页
The stability of supersonic inlets faces challenges due to various changes in flight conditions,and flow control methods that address shock wave/boundary layer interactions under only one set of conditions cannot meet... The stability of supersonic inlets faces challenges due to various changes in flight conditions,and flow control methods that address shock wave/boundary layer interactions under only one set of conditions cannot meet developmental requirements.This paper proposes an adaptive bump control scheme and employs dynamic mesh technology for numerical simulation to investigate the unsteady control effects of adaptive bumps.The obtained results indicate that the use of moving bumps to control shock wave/boundary layer interactions is feasible.The adaptive control effects of five different bump speeds are evaluated.Within the range of bump speeds studied,the analysis of the flow field structure reveals the patterns of change in the separation zone area during the control process,as well as the relationship between the bump motion speed and the control effect on the separation zone.It is concluded that the moving bump endows the boundary layer with additional energy. 展开更多
关键词 Shock wave/boundary layer interaction ADAPTIVE Flow control BUMP Supersonic flow
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Nonlinear flow control mechanism of two flexible flaps with fluid-structure interaction
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作者 Jiakun Han Chao Dong +1 位作者 Jian Zhang Gang Chen 《Acta Mechanica Sinica》 2025年第2期116-131,共16页
The flow control at low Reynolds numbers is one of the most promising technologies in the field of aerodynamics,and it is also an important source of the innovation for novel aircraft.In this study,a new way of nonlin... The flow control at low Reynolds numbers is one of the most promising technologies in the field of aerodynamics,and it is also an important source of the innovation for novel aircraft.In this study,a new way of nonlinear flow control by interaction between two flexible flaps is proposed,and their flow control mechanism is studied employing the self-constructed immersed boundary-lattice Boltzmann-finite element method(IB-LB-FEM).The effects of the difference in material properties and flap length between the two flexible flaps on the nonlinear flow control of the airfoil are discussed.It is suggested that the relationship between the deformation of the two flexible flaps and the evolution of the vortex under the fluid-structure interaction(FSI).It is shown that the upstream flexible flap plays a key role in the flow control of the two flexible flaps.The FSI effect of the upstream flexible flap will change the unsteady flow behind it and affect the deformation of the downstream flexible flap.Two flexible flaps with different material properties and different lengths will change their own FSI characteristics by the induced vortex,effectively suppressing the flow separation on the airfoil’s upper surface.The interaction of two flexible flaps plays an extremely important role in improving the autonomy and adjustability of flow control.The numerical results will provide a theoretical basis and technical guidance for the development and application of a new flap passive control technology. 展开更多
关键词 Nonlinear flow control Flexible flap Fluid-structure interaction Flow separation IB-LB-FEM
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Experimental and numerical study on double wedge shock/shock interaction controlled by a single-pulse plasma synthetic jet
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作者 Wei XIE Zhenbing LUO +3 位作者 Yan ZHOU Qiang LIU Xiong DENG Yinxin ZHU 《Plasma Science and Technology》 2025年第4期30-41,共12页
The phenomenon of shock/shock interaction(SSI)is widely observed in high-speed flow,and the double wedge SSI represents one of the typical problems encountered.The control effect of single-pulse plasma synthetic jet(P... The phenomenon of shock/shock interaction(SSI)is widely observed in high-speed flow,and the double wedge SSI represents one of the typical problems encountered.The control effect of single-pulse plasma synthetic jet(PSJ)on double wedge type-Ⅵand type-ⅤSSI was investigated experimentally and numerically,and the influence of discharge energy was also explored.The findings indicate that the interaction between PSJ and the high-speed freestream results in the formation of a plasma layer and a jet shock,which collectively governs the control of SSI.The control mechanism of single-pulse PSJ on SSI lies in its capacity to attenuate both shock and SSI.For type-ⅥSSI,the original second-wedge oblique shock is eliminated under the control of PSJ,resulting in a new type-ⅥSSI formed by the jet shock and the first-wedge oblique shock.For type-ⅤSSI,the presence of PSJ effectively mitigates the intensity of Mach stem,supersonic jet,and reflected shocks,thereby facilitating its transition into type-ⅥSSI.The numerical results indicate that the peak pressure can be reduced by approximately 32.26%at maximum.Furthermore,the development of PSJ also extends in the Z direction.The pressure decreases in the area affected by both PSJ and jet shock due to the attenuation of the SSI zone.With increasing discharge energy,the control effect of PSJ on SSI is gradually enhanced. 展开更多
关键词 plasma synthetic jet shock/shock interaction double wedge high-speed vehicle active flow control(Some figures may appear in colour only in the online journal)
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Brain-computer Interaction in the Smart Era
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作者 Zi-neng YAN Peng-ran LIU +9 位作者 Hong ZHOU Jia-yao ZHANG Song-xiang LIU Yi XIE Hong-lin WANG Jin-bo YU Yu ZHOU Chang-mao NI Li HUANG Zhe-wei YE 《Current Medical Science》 2024年第6期1123-1131,共9页
The brain-computer interface(BCI)system serves as a critical link between external output devices and the human brain.A monitored object’s mental state,sensory cognition,and even higher cognition are reflected in its... The brain-computer interface(BCI)system serves as a critical link between external output devices and the human brain.A monitored object’s mental state,sensory cognition,and even higher cognition are reflected in its electroencephalography(EEG)signal.Nevertheless,unprocessed EEG signals are frequently contaminated with a variety of artifacts,rendering the analysis and elimination of impurities from the collected EEG data exceedingly challenging,not to mention the manual adjustment thereof.Over the last few decades,the rapid advancement of artificial intelligence(AI)technology has contributed to the development of BCI technology.Algorithms derived from AI and machine learning have significantly enhanced the ability to analyze and process EEG electrical signals,thereby expanding the range of potential interactions between the human brain and computers.As a result,the present BCI technology with the help of AI can assist physicians in gaining a more comprehensive understanding of their patients’physical and psychological status,thereby contributing to improvements in their health and quality of life. 展开更多
关键词 artificial intelligence brain-computer interaction
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Human Interaction Dynamics for Its Use in Mobile Robotics:Impedance Control for Leader-follower Formation 被引量:12
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作者 Daniel Herrera Flavio Roberti +1 位作者 Marcos Toibero Ricardo Carelli 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2017年第4期696-703,共8页
A complete characterization of the behavior in human-robot interactions(HRI) includes both: the behavioral dynamics and the control laws that characterize how the behavior is regulated with the perception data. In thi... A complete characterization of the behavior in human-robot interactions(HRI) includes both: the behavioral dynamics and the control laws that characterize how the behavior is regulated with the perception data. In this way, this work proposes a leader-follower coordinate control based on an impedance control that allows to establish a dynamic relation between social forces and motion error. For this, a scheme is presented to identify the impedance based on fictitious social forces, which are described by distance-based potential fields.As part of the validation procedure, we present an experimental comparison to select the better of two different fictitious force structures. The criteria are determined by two qualities: least impedance errors during the validation procedure and least parameter variance during the recursive estimation procedure.Finally, with the best fictitious force and its identified impedance,an impedance control is designed for a mobile robot Pioneer 3AT,which is programmed to follow a human in a structured scenario.According to results, and under the hypothesis that moving like humans will be acceptable by humans, it is believed that the proposed control improves the social acceptance of the robot for this kind of interaction. 展开更多
关键词 Human modeling human-machine interaction impedance control robot dynamics social robotics
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Large-eddy simulation of shock-wave/turbulent boundary layer interaction with and without Spark Jet control 被引量:11
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作者 Yang Guang Yao Yufeng +3 位作者 Fang Jian Gan Tian Li Qiushi Lu Lipeng 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2016年第3期617-629,共13页
The efficiency and mechanism of an active control device "'Spark Jet" and its application in shock-induced separation control are studied using large-eddy simulation in this paper. The base flow is the interaction ... The efficiency and mechanism of an active control device "'Spark Jet" and its application in shock-induced separation control are studied using large-eddy simulation in this paper. The base flow is the interaction of an oblique shock-wave generated by 8° wedge and a spatially-developing Ma = 2.3 turbulent boundary layer. The Reynolds number based on the incoming flow property and the boundary layer displacement thickness at the impinging point without shock-wave is 20000. The detailed numerical approaches were presented. The inflow turbulence was generated using the digital filter method to avoid artificial temporal or streamwise periodicity. The , merical results including velocity profile, Reynolds stress profile, skin friction, and wall pressure were sys- tematically validated against the available wind tunnel particle image velocimetry (PIV) measure- ments of the same flow condition. Further study on the control of flow separation due to the strong shock-viscous interaction using an active control actuator "'Spark Jet'" was conducted. The single-pulsed characteristic of the device was obtained and compared with the experiment. Both instantaneous and time-averaged flow fields have shown that the jet flow issuing from the actuator cavity enhances the flow mixing inside the boundary layer, making the boundary layer more resis- tant to flow separation. Skin friction coefficient distribution shows that the separation bubble length is reduced by about 35% with control exerted. 展开更多
关键词 Large-eddy simulation Shock-wave:Turbulent boundary layer interaction Spark Jet control
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Quantitative principles of dynamic interaction between rock support and surrounding rock in rockburst roadways 被引量:3
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作者 Lianpeng Dai Dingjie Feng +4 位作者 Yishan Pan Aiwen Wang Ying Ma Yonghui Xiao Jianzhuo Zhang 《International Journal of Mining Science and Technology》 2025年第1期41-55,共15页
Rockbursts, which mainly affect mining roadways, are dynamic disasters arising from the surrounding rock under high stress. Understanding the interaction between supports and the surrounding rock is necessary for effe... Rockbursts, which mainly affect mining roadways, are dynamic disasters arising from the surrounding rock under high stress. Understanding the interaction between supports and the surrounding rock is necessary for effective rockburst control. In this study, the squeezing behavior of the surrounding rock is analyzed in rockburst roadways, and a mechanical model of rockbursts is established considering the dynamic support stress, thus deriving formulas and providing characteristic curves for describing the interaction between the support and surrounding rock. Design principles and parameters of supports for rockburst control are proposed. The results show that only when the geostress magnitude exceeds a critical value can it drive the formation of rockburst conditions. The main factors influencing the convergence response and rockburst occurrence around roadways are geostress, rock brittleness, uniaxial compressive strength, and roadway excavation size. Roadway support devices can play a role in controlling rockburst by suppressing the squeezing evolution of the surrounding rock towards instability points of rockburst. Further, the higher the strength and the longer the impact stroke of support devices with constant resistance, the more easily multiple balance points can be formed with the surrounding rock to control rockburst occurrence. Supports with long impact stroke allow adaptation to varying geostress levels around the roadway, aiding in rockburst control. The results offer a quantitative method for designing support systems for rockburst-prone roadways. The design criterion of supports is determined by the intersection between the convergence curve of the surrounding rock and the squeezing deformation curve of the support devices. 展开更多
关键词 Deep roadway ROCKBURST Dynamic interaction Rock support Surrounding rock Rockburst control
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Mapping epistasis and environment × QTX interaction based on four-omics genotypes for the detected QTX loci controlling complex traits in tobacco 被引量:4
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作者 Liyuan Zhou Ruiyuan Li +6 位作者 Longjiang Fan Yuewei Shi Zhihong Wang Shengdong Xie Yijie Gui Xueliang Ren Jun Zhu 《The Crop Journal》 SCIE CAS 2013年第2期151-159,共9页
Using newly developed methods and software, association mapping was conducted for chromium content and total sugar in tobacco leaf, based on four-omics datasets. Our objective was to collect data on genotype and pheno... Using newly developed methods and software, association mapping was conducted for chromium content and total sugar in tobacco leaf, based on four-omics datasets. Our objective was to collect data on genotype and phenotype for 60 leaf samples at four developmental stages, from three plant architectural positions and for three cultivars that were grown in two locations. Association mapping was conducted to detect genetic variants at quantitative trait SNP(QTS) loci, quantitative trait transcript(QTT) differences,quantitative trait protein(QTP) variability, and quantitative trait metabolite(QTM) changes,which can be summarized as QTX locus variation. The total heritabilities of the four-omics loci for both traits tested were 23.60% for epistasis and 15.26% for treatment interaction.Epistasis and environment × treatment interaction had important impacts on complex traits at all-omics levels. For decreasing chromium content and increasing total sugar in tobacco leaf, six methylated loci can be directly used for marker-assisted selection, and expression of ten QTTs, seven QTPs and six QTMs can be modified by selection or cultivation. 展开更多
关键词 Association MAPPING study Complex trait analysis EPISTASIS effects ENVIRONMENT × treatment interaction Plant architecture control QTX locus MAPPING
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Numerical evaluation of passive control of shock wave/boundary layer interaction on NACA0012 airfoil using jagged wall 被引量:3
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作者 Mojtaba Dehghan Manshadi Ramin Rabani 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 2016年第5期792-804,共13页
Shock formation due to flow compressibility and its interaction with boundary layers has adverse effects on aerodynamic characteristics, such as drag increase and flow separation. The objective of this paper is to app... Shock formation due to flow compressibility and its interaction with boundary layers has adverse effects on aerodynamic characteristics, such as drag increase and flow separation. The objective of this paper is to appraise the practicability of weakening shock waves and, hence, reducing the wave drag in transonic flight regime using a two-dimensional jagged wall and thereby to gain an appropriate jagged wall shape for future empirical study. Different shapes of the jagged wall, including rectangular, circular, and triangular shapes, were employed. The numerical method was validated by experimental and numerical studies involving transonic flow over the NACA0012 airfoil, and the results presented here closely match previous experimental and numerical results. The impact of parameters, including shape and the length-to-spacing ratio of a jagged wall, was studied on aerodynamic forces and flow field. The results revealed that applying a jagged wall method on the upper surface of an airfoil changes the shock structure significantly and disintegrates it, which in turn leads to a decrease in wave drag. It was also found that the maximum drag coefficient decrease of around 17 % occurs with a triangular shape, while the maximum increase in aerodynamic efficiency(lift-to-drag ratio)of around 10 % happens with a rectangular shape at an angle of attack of 2.26?. 展开更多
关键词 Jagged wall Passive flow control Shock wave/boundary layer interaction Aerodynamic efficiency
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Model reference adaptive impedance control for physical human-robot interaction 被引量:2
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作者 Bakur ALQAUDI Hamidreza MODARES +3 位作者 Isura RANATUNGA Shaikh M. TOUSIF Frank L. LEWIS Dan O. POPA 《Control Theory and Technology》 EI CSCD 2016年第1期68-82,共15页
This paper presents a novel enhanced human-robot interaction system based on model reference adaptive control. The presented method delivers guaranteed stability and task performance and has two control loops. A robot... This paper presents a novel enhanced human-robot interaction system based on model reference adaptive control. The presented method delivers guaranteed stability and task performance and has two control loops. A robot-specific inner loop, which is a neuroadaptive controller, learns the robot dynamics online and makes the robot respond like a prescribed impedance model. This loop uses no task information, including no prescribed trajectory. A task-specific outer loop takes into account the human operator dynamics and adapts the prescribed robot impedance model so that the combined human-robot system has desirable characteristics for task performance. This design is based on model reference adaptive control, but of a nonstandard form. The net result is a controller with both adaptive impedance characteristics and assistive inputs that augment the human operator to provide improved task performance of the human-robot team. Simulations verify the performance of the proposed controller in a repetitive point-to-point motion task. Actual experimental implementations on a PR2 robot further corroborate the effectiveness of the approach. 展开更多
关键词 Human-robot interaction model reference adaptive control model reference neuroadaptive impedance control
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Hypersonic flow control of shock wave/turbulent boundary layer interactions using magnetohydrodynamic plasma actuators 被引量:8
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作者 Hao JIANG Jun LIU +2 位作者 Shi-chao LUO Jun-yuan WANG Wei HUANG 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2020年第9期745-760,共16页
The effect of magnetohydrodynamic(MHD)plasma actuators on the control of hypersonic shock wave/turbulent boundary layer interactions is investigated here using Reynolds-averaged Navier-Stokes calculations with low mag... The effect of magnetohydrodynamic(MHD)plasma actuators on the control of hypersonic shock wave/turbulent boundary layer interactions is investigated here using Reynolds-averaged Navier-Stokes calculations with low magnetic Reynolds number approximation.A Mach 5 oblique shock/turbulent boundary layer interaction was adopted as the basic configuration in this numerical study in order to assess the effects of flow control using different combinations of magnetic field and plasma.Results show that just the thermal effect of plasma under experimental actuator parameters has no significant impact on the flow field and can therefore be neglected.On the basis of the relative position of control area and separation point,MHD control can be divided into four types and so effects and mechanisms might be different.Amongst these,D-type control leads to the largest reduction in separation length using magnetically-accelerated plasma inside an isobaric dead-air region.A novel parameter for predicting the shock wave/turbulent boundary layer interaction control based on Lorentz force acceleration is then proposed and the controllability of MHD plasma actuators under different MHD interaction parameters is studied.The results of this study will be insightful for the further design of MHD control in hypersonic vehicle inlets. 展开更多
关键词 HYPERSONIC Shock wave/turbulent boundary layer interaction Magnetohydrodynamic(MHD) Flow control
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Electric Wheelchair Control System Using Brain-Computer Interface Based on Alpha-Wave Blocking 被引量:2
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作者 明东 付兰 +8 位作者 陈龙 汤佳贝 綦宏志 赵欣 周鹏 张力新 焦学军 王春慧 万柏坤 《Transactions of Tianjin University》 EI CAS 2014年第5期358-363,共6页
A brain-computer interface(BCI)-based electric wheelchair control system was developed, which enables the users to move the wheelchair forward or backward, and turn left or right without any pre-learning. This control... A brain-computer interface(BCI)-based electric wheelchair control system was developed, which enables the users to move the wheelchair forward or backward, and turn left or right without any pre-learning. This control system makes use of the amplitude enhancement of alpha-wave blocking in electroencephalogram(EEG) when eyes close for more than 1 s to constitute a BCI for the switch control of wheelchair movements. The system was formed by BCI control panel, data acquisition, signal processing unit and interface control circuit. Eight volunteers participated in the wheelchair control experiments according to the preset routes. The experimental results show that the mean success control rate of all the subjects was 81.3%, with the highest reaching 93.7%. When one subject's triggering time was 2.8 s, i.e., the flashing time of each cycle light was 2.8 s, the average information transfer rate was 8.10 bit/min, with the highest reaching 12.54 bit/min. 展开更多
关键词 electric wheelchair alpha-wave blocking brain-computer interface (BCI) success control rate
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Passage shock wave/boundary layer interaction control for transonic compressors using bumps 被引量:3
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作者 Yongzhen LIU Wei ZHAO +2 位作者 Qingjun ZHAO Qiang ZHOU Jianzhong XU 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2022年第2期82-97,共16页
Flow separation due to shock wave/boundary layer interaction is dominated in blade passage with supersonic relative incoming flow,which always accompanies aerodynamic performance penalties.A loss reduction method for ... Flow separation due to shock wave/boundary layer interaction is dominated in blade passage with supersonic relative incoming flow,which always accompanies aerodynamic performance penalties.A loss reduction method for smearing the passage shock foot via Shock Control Bump(SCB)located on transonic compressor rotor blade suction side is implemented to shrink the region of boundary layer separation.The curved windward section of SCB with constant adverse pressure gradient is constructed ahead of passage shock-impingement point at design rotor speed of Rotor 37 to get the improved model.Numerical investigations on both two models have been conducted employing Reynolds-Averaged Navier-Stokes(RANS)method to reveal flow physics of SCB.Comparisons and analyses on simulation results have also been carried out,showing that passage shock foot of baseline is replaced with a family of compression waves and a weaker shock foot for moderate adverse pressure gradient as well as suppression of boundary layer separations and secondary flow of low-momentum fluid within boundary layer.It is found that adiabatic efficiency and total pressure ratio of improved blade exceeds those of baseline at 95%-100%design rotor speed,and then slightly worsens with decrease of rotatory speed till both equal below 60%rated speed.The investigated conclusion implies a potential promise for future practical applications of SCB in both transonic and supersonic compressors. 展开更多
关键词 Flow separation Passage shock Shock control Bump(SCB) Shock wave/boundary layer interaction Transonic compressors
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Variable Admittance Control of High Compatibility Exoskeleton Based on Human-Robotic Interaction Force 被引量:1
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作者 Jian Cao Jianhua Zhang +4 位作者 Chang Wang Kexiang Li Jianjun Zhang Guihua Wang Hongliang Ren 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2024年第5期409-423,共15页
The wearable exoskeleton system is a typical strongly coupled human-robotic system.Human-robotic is the environment for each other.The two support each other and compete with each other.Achieving high human-robotic co... The wearable exoskeleton system is a typical strongly coupled human-robotic system.Human-robotic is the environment for each other.The two support each other and compete with each other.Achieving high human-robotic compatibility is the most critical technology for wearable systems.Full structural compatibility can improve the intrinsic safety of the exoskeleton,and precise intention understanding and motion control can improve the comfort of the exoskeleton.This paper first designs a physiologically functional bionic lower limb exoskeleton based on the study of bone and joint functional anatomy and analyzes the drive mapping model of the dual closedloop four-link knee joint.Secondly,an exoskeleton dual closed-loop controller composed of a position inner loop and a force outer loop is designed.The inner loop of the controller adopts the PID control algorithm,and the outer loop adopts the adaptive admittance control algorithm based on human-robot interaction force(HRI).The controller can adaptively adjust the admittance parameters according to the HRI to respond to dynamic changes in the mechanical and physical parameters of the human-robot system,thereby improving control compliance and the wearing comfort of the exoskeleton system.Finally,we built a joint simulation experiment platform based on SolidWorks/Simulink to conduct virtual prototype simulation experiments and recruited volunteers to wear rehabilitation exoskeletons to conduct related control experiments.Experimental results show that the designed physiologically functional bionic exoskeleton and adaptive admittance controller can significantly improve the accuracy of human-robotic joint motion tracking,effectively reducing human-machine interaction forces and improving the comfort and safety of the wearer.This paper proposes a dual-closed loop four-link knee joint exoskeleton and a variable admittance control method based on HRI,which provides a new method for the design and control of exoskeletons with high compatibility. 展开更多
关键词 Limb exoskeleton Strongly coupled system Human-robot interaction Admittance control
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Control of flowering and inflorescence architecture in tomato bysynergistic interactions between ALOG transcription factors 被引量:4
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作者 Xiaozhen Huang Lingli Tang +3 位作者 Yuan Yu Justin Dalrymple Zachary B.Lippman Cao Xu 《Journal of Genetics and Genomics》 SCIE CAS CSCD 2018年第10期557-560,共4页
Inflorescences are flower-bearing shoots that originate from pools of stem cells in shoot apical meristems (SAM).Inflorescence architecture is determined by a process of meristem maturation,during which stem cell fate... Inflorescences are flower-bearing shoots that originate from pools of stem cells in shoot apical meristems (SAM).Inflorescence architecture is determined by a process of meristem maturation,during which stem cell fate switches from a vegetative to a reproductive growth program.A major factor in plant reproductive success in nature and yield in agriculture is the number of branches and flowers on inflorescences (Kobayashi and Weigel,2007; 展开更多
关键词 control of flowering and inflorescence architecture in tomato by synergistic interactions between ALOG transcription factors
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Multimodal Neural Machine Translation Based on Knowledge Distillation and Anti-Noise Interaction
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作者 Erlin Tian Zengchao Zhu +1 位作者 Fangmei Liu Zuhe Li 《Computers, Materials & Continua》 2025年第5期2305-2322,共18页
Within the realm of multimodal neural machine translation(MNMT),addressing the challenge of seamlessly integrating textual data with corresponding image data to enhance translation accuracy has become a pressing issue... Within the realm of multimodal neural machine translation(MNMT),addressing the challenge of seamlessly integrating textual data with corresponding image data to enhance translation accuracy has become a pressing issue.We saw that discrepancies between textual content and associated images can lead to visual noise,potentially diverting the model’s focus away from the textual data and so affecting the translation’s comprehensive effectiveness.To solve this visual noise problem,we propose an innovative KDNR-MNMT model.Themodel combines the knowledge distillation technique with an anti-noise interaction mechanism,which makes full use of the synthesized graphic knowledge and local image interaction masks,aiming to extract more effective visual features.Meanwhile,the KDNR-MNMT model adopts a multimodal adaptive gating fusion strategy to enhance the constructive interaction of different modal information.By integrating a perceptual attention mechanism,which uses cross-modal interaction cues within the Transformer framework,our approach notably enhances the quality of machine translation outputs.To confirmthemodel’s performance,we carried out extensive testing and assessment on the extensively utilized Multi30K dataset.The outcomes of our experiments prove substantial enhancements in our model’s BLEU and METEOR scores,with respective increases of 0.78 and 0.99 points over prevailing methods.This accomplishment affirms the potency of our strategy for mitigating visual interference and heralds groundbreaking advancements within themultimodal NMT domain,further propelling the evolution of this scholarly pursuit. 展开更多
关键词 Knowledge distillation anti-noise interaction mask occlusion door control fusion
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Research on Human-Robot Interaction Technology Based on Gesture Recognition
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作者 Ming Hu 《Journal of Electronic Research and Application》 2025年第6期452-461,共10页
With the growing application of intelligent robots in service,manufacturing,and medical fields,efficient and natural interaction between humans and robots has become key to improving collaboration efficiency and user ... With the growing application of intelligent robots in service,manufacturing,and medical fields,efficient and natural interaction between humans and robots has become key to improving collaboration efficiency and user experience.Gesture recognition,as an intuitive and contactless interaction method,can overcome the limitations of traditional interfaces and enable real-time control and feedback of robot movements and behaviors.This study first reviews mainstream gesture recognition algorithms and their application on different sensing platforms(RGB cameras,depth cameras,and inertial measurement units).It then proposes a gesture recognition method based on multimodal feature fusion and a lightweight deep neural network that balances recognition accuracy with computational efficiency.At system level,a modular human-robot interaction architecture is constructed,comprising perception,decision,and execution layers,and gesture commands are transmitted and mapped to robot actions in real time via the ROS communication protocol.Through multiple comparative experiments on public gesture datasets and a self-collected dataset,the proposed method’s superiority is validated in terms of accuracy,response latency,and system robustness,while user-experience tests assess the interface’s usability.The results provide a reliable technical foundation for robot collaboration and service in complex scenarios,offering broad prospects for practical application and deployment. 展开更多
关键词 Gesture recognition Human-robot interaction Multimodal feature fusion Lightweight deep neural network ROS Real-time control
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Offshore Structural Control Considering Fluid Structure Interaction
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作者 Ju Myung KIM Dong Hyawn KIM Gyu Won LEE 《China Ocean Engineering》 SCIE EI 2006年第2期259-268,共10页
Tuned Mass Damper (TMD) was applied to an offshore structure to control ocean wave-induced vibration, In the analysis of the dynamic response of the offshore structure, fluid-structure interaction is considered and ... Tuned Mass Damper (TMD) was applied to an offshore structure to control ocean wave-induced vibration, In the analysis of the dynamic response of the offshore structure, fluid-structure interaction is considered and the errors, which occur in the linearization of the interaction, are investigated. For the investigation of the performance of TMD in controlling the vibration, both regular waves with different periods and irregular waves with different significant wave heights are used. Based on the numerical analysis it is concluded that the fluid-structure interaction should be considered in the evaluation of the capability of TMD in vibration control of offshore structures. 展开更多
关键词 offshore structure tuned mass damper vibration control fluid-structure interaction NONLINEAR Morison equation
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Interaction Analysis and Decomposition Principle for Control Structure Design of Large-scale Systems
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作者 罗雄麟 刘雨波 许锋 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2014年第1期59-71,共13页
Industrial processes are mostly large-scale systems with high order.They use fully centralized control strategy,the parameters of which are difficult to tune.In the design of large-scale systems,the decomposition acco... Industrial processes are mostly large-scale systems with high order.They use fully centralized control strategy,the parameters of which are difficult to tune.In the design of large-scale systems,the decomposition according to the interaction between input and output variables is the first step and the basis for the selection of control structure.In this paper,the decomposition principle of processes in large-scale systems is proposed for the design of control structure.A new variable pairing method is presented,considering the steady-state information and dynamic response of large-scale system.By selecting threshold values,the related matrix can be transformed into the adjoining matrixes,which directly measure the couple among different loops.The optimal number of controllers can be obtained after decomposing the large-scale system.A practical example is used to demonstrate the validity and feasibility of the proposed interaction decomposition principle in process large-scale systems. 展开更多
关键词 control structure interaction analysis interaction decomposition threshold value
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Controllability Approach for a Fluid Structure Interaction Problem
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作者 Ibrahima Mbaye 《Applied Mathematics》 2012年第3期213-216,共4页
The present paper presents a new method to solve fluid structure interaction problem. Our computational method is based on controllability approach. Given a target structural displacement we will find a control steeri... The present paper presents a new method to solve fluid structure interaction problem. Our computational method is based on controllability approach. Given a target structural displacement we will find a control steering the displacement of the structure u to . We need to define a payoff functional (J): where u solves the structure equation for the control and is a fixed value. Our aim is to find a control which minimizes the payoff criterion. And therefore we find u the beam displacement, v the velocity of the fluid and p the pressure of the fluid. 展开更多
关键词 FLUID Structure interaction FINITE ELEMENTS METHOD controlLABILITY BFGS METHOD
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