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Motion In-Betweening via Frequency-Domain Diffusion Model
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作者 Qiang Zhang Shuo Feng +2 位作者 Shanxiong Chen Teng Wan Ying Qi 《Computers, Materials & Continua》 2026年第1期275-296,共22页
Human motion modeling is a core technology in computer animation,game development,and humancomputer interaction.In particular,generating natural and coherent in-between motion using only the initial and terminal frame... Human motion modeling is a core technology in computer animation,game development,and humancomputer interaction.In particular,generating natural and coherent in-between motion using only the initial and terminal frames remains a fundamental yet unresolved challenge.Existing methods typically rely on dense keyframe inputs or complex prior structures,making it difficult to balance motion quality and plausibility under conditions such as sparse constraints,long-term dependencies,and diverse motion styles.To address this,we propose a motion generation framework based on a frequency-domain diffusion model,which aims to better model complex motion distributions and enhance generation stability under sparse conditions.Our method maps motion sequences to the frequency domain via the Discrete Cosine Transform(DCT),enabling more effective modeling of low-frequency motion structures while suppressing high-frequency noise.A denoising network based on self-attention is introduced to capture long-range temporal dependencies and improve global structural awareness.Additionally,a multi-objective loss function is employed to jointly optimize motion smoothness,pose diversity,and anatomical consistency,enhancing the realism and physical plausibility of the generated sequences.Comparative experiments on the Human3.6M and LaFAN1 datasets demonstrate that our method outperforms state-of-the-art approaches across multiple performance metrics,showing stronger capabilities in generating intermediate motion frames.This research offers a new perspective and methodology for human motion generation and holds promise for applications in character animation,game development,and virtual interaction. 展开更多
关键词 motion generation diffusion model frequency domain human motion synthesis self-attention network 3D motion interpolation
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Deep Learning-Assisted Organogel Pressure Sensor for Alphabet Recognition and Bio-Mechanical Motion Monitoring
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作者 Kusum Sharma Kousik Bhunia +5 位作者 Subhajit Chatterjee Muthukumar Perumalsamy Anandhan Ayyappan Saj Theophilus Bhatti Yung‑Cheol Byun Sang-Jae Kim 《Nano-Micro Letters》 2026年第2期644-663,共20页
Wearable sensors integrated with deep learning techniques have the potential to revolutionize seamless human-machine interfaces for real-time health monitoring,clinical diagnosis,and robotic applications.Nevertheless,... Wearable sensors integrated with deep learning techniques have the potential to revolutionize seamless human-machine interfaces for real-time health monitoring,clinical diagnosis,and robotic applications.Nevertheless,it remains a critical challenge to simultaneously achieve desirable mechanical and electrical performance along with biocompatibility,adhesion,self-healing,and environmental robustness with excellent sensing metrics.Herein,we report a multifunctional,anti-freezing,selfadhesive,and self-healable organogel pressure sensor composed of cobalt nanoparticle encapsulated nitrogen-doped carbon nanotubes(CoN CNT)embedded in a polyvinyl alcohol-gelatin(PVA/GLE)matrix.Fabricated using a binary solvent system of water and ethylene glycol(EG),the CoN CNT/PVA/GLE organogel exhibits excellent flexibility,biocompatibility,and temperature tolerance with remarkable environmental stability.Electrochemical impedance spectroscopy confirms near-stable performance across a broad humidity range(40%-95%RH).Freeze-tolerant conductivity under sub-zero conditions(-20℃)is attributed to the synergistic role of CoN CNT and EG,preserving mobility and network integrity.The Co N CNT/PVA/GLE organogel sensor exhibits high sensitivity of 5.75 k Pa^(-1)in the detection range from 0 to 20 k Pa,ideal for subtle biomechanical motion detection.A smart human-machine interface for English letter recognition using deep learning achieved 98%accuracy.The organogel sensor utility was extended to detect human gestures like finger bending,wrist motion,and throat vibration during speech. 展开更多
关键词 Wearable ORGANOGEL Deep learning Pressure sensor Bio-mechanical motion
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Introducing semantic information into motion graph
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作者 刘渭滨 刘幸奇 +1 位作者 邢薇薇 袁保宗 《Journal of Central South University》 SCIE EI CAS 2011年第4期1097-1104,共8页
To improve motion graph based motion synthesis,semantic control was introduced.Hybrid motion features including both numerical and user-defined semantic relational features were extracted to encode the characteristic ... To improve motion graph based motion synthesis,semantic control was introduced.Hybrid motion features including both numerical and user-defined semantic relational features were extracted to encode the characteristic aspects contained in the character's poses of the given motion sequences.Motion templates were then automatically derived from the training motions for capturing the spatio-temporal characteristics of an entire given class of semantically related motions.The data streams of motion documents were automatically annotated with semantic motion class labels by matching their respective motion class templates.Finally,the semantic control was introduced into motion graph based human motion synthesis.Experiments of motion synthesis demonstrate the effectiveness of the approach which enables users higher level of semantically intuitive control and high quality in human motion synthesis from motion capture database. 展开更多
关键词 motion synthesis motion graph motion similarity semantic motion analysis motion annotation motion capture data
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Adaptive Motion-State Estimation and Feature Reuse for Intermittent Dynamics in Visual SLAM
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作者 Mengyuan HE Chao ZENG +1 位作者 Ning WANG Chenguang YANG 《Artificial Intelligence Science and Engineering》 2025年第4期278-293,共16页
In dynamic scenes,the pose estimation and map consistency of visual simultaneous localisation and mapping(visual SLAM)are affected by intermittent changes in object motion states.An adaptive motion-state estimation an... In dynamic scenes,the pose estimation and map consistency of visual simultaneous localisation and mapping(visual SLAM)are affected by intermittent changes in object motion states.An adaptive motion-state estimation and feature-reuse mechanism is proposed which restores features once objects become stationary.Camera ego-motion is com-pensated via projection-based point-to-point red-green-blue-depth(RGB-D)Iterative Closest Point;the alignment residual yields a short-term jitter score.An Extended Kalman Filter fuses the centre-pixel trajectory and depth of the object,using depth innovation as strong evidence to suppress false triggers.Applied adaptive decision thresholds involve resolution,ego-motion intensity,jitter,and reference depth,and are combined with dual/single triggering and hysteresis to achieve robust switching.When an object is considered static,its feature points are reused.On the Bonn RGB-D Dynamic Dataset(BONN)and TUM RGB-D SLAM Dataset and Benchmark(TUM),the proposed method matches or exceeds baselines:In intermittent-motion-dominated BONN sequences Placing_non_box,it re-duces the root-mean-square of the absolute trajectory error(ATE-RMSE)by 27%relative to the baseline,remains comparable to Ellipsoid-SLAM on TUM,and consistently outperforms ORB-SLAM3 in dynamic scenes.The hysteresis counter reading on Placing_non_box2 shows that the proposed method can reduce the motion-state misclassification rate by nearly 40%.From the ablation experiment results,we confirm that adaptive thresholds yield the most significant optimisation effect.The approach improves robustness and map completeness in dynamic environments without degrading performance in low-dynamic settings. 展开更多
关键词 visual SLAM dynamic scenes intermittent motion motion-state estimation feature reuse
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Study on the severest real ground motion for seismic design and analysis 被引量:3
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作者 谢礼立 翟长海 《Acta Seismologica Sinica(English Edition)》 CSCD 2003年第3期260-271,共12页
How to select the adequate real strong earthquake ground motion for seismic analysis and design of structures is an essential problem in earthquake engineering research and practice. In the paper the concept of the se... How to select the adequate real strong earthquake ground motion for seismic analysis and design of structures is an essential problem in earthquake engineering research and practice. In the paper the concept of the severest design ground motion is proposed and a method is developed for comparing the severity of the recorded strong ground motions. By using this method the severest earthquake ground motions are selected out as seismic inputs to the structures to be designed from a database that consists of more than five thousand significant strong ground motion records collected over the world. The selected severest ground motions are very likely to be able to drive the structures to their critical response and thereby result in the highest damage potential. It is noted that for different structures with different predominant natural periods and at different sites where structures are located the severest design ground motions are usually different. Finally, two examples are illustrated to demonstrate the rationality of the concept and the reliability of the selected design motion. 展开更多
关键词 the severest design ground motion parameters of ground motion database of ground motion damage potential of strong ground motion comprehensive method
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Local Rate of Convergence in the Functional Limit Theorem for Increments of a Fractional Brownian Motion 被引量:1
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作者 LIU Yonghong DING Ding ZHOU Xia 《数学进展》 北大核心 2025年第1期197-211,共15页
In this paper,we present local functional law of the iterated logarithm for Cs?rg?-Révész type increments of fractional Brownian motion.The results obtained extend works of Gantert[Ann.Probab.,1993,21(2):104... In this paper,we present local functional law of the iterated logarithm for Cs?rg?-Révész type increments of fractional Brownian motion.The results obtained extend works of Gantert[Ann.Probab.,1993,21(2):1045-1049]and Monrad and Rootzén[Probab.Theory Related Fields,1995,101(2):173-192]. 展开更多
关键词 fractional Brownian motion INCREMENT local functional law of the iterated logarithm large deviation small deviation
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基于Motion字幕动画的英语教学 被引量:1
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作者 陈志昂 《海外英语》 2025年第11期217-220,共4页
Motion是一款强大的字幕动画制作软件,本研究探讨了其在英语课堂中的具体应用及优势。通过高亮关键词、动态展示句型结构、同步语音跟读,提升学生的语言理解力和记忆效果。在听力教学中,动态字幕能够同步语音播放,帮助学生聚焦核心词汇... Motion是一款强大的字幕动画制作软件,本研究探讨了其在英语课堂中的具体应用及优势。通过高亮关键词、动态展示句型结构、同步语音跟读,提升学生的语言理解力和记忆效果。在听力教学中,动态字幕能够同步语音播放,帮助学生聚焦核心词汇和关键表达,提高听力辨识能力。在阅读和翻译教学中,可通过字幕动画增强文本的情感色彩,并结合颜色变化、光晕等效果,突出语法要点和文化背景,提升语境理解能力。在写作教学中,能够动态呈现优秀范文结构,帮助学生掌握逻辑组织和表达技巧。在口语教学中,字幕动画结合角色对话与场景模拟,使学生沉浸式练习,提高流利度和语音准确性。此外,Motion还适用于行业英语教学,通过与生产流程视频结合,使学生熟悉专业术语和工作场景。未来,AI驱动的智能字幕生成将进一步优化教学体验,使英语学习更具互动性、沉浸感和个性化,为现代外语教学提供更高效的数字化支持。 展开更多
关键词 motion 字幕生成 动画制作 文字动画 英语教学
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Temperature-dependent competition between dislocation motion and phase transition in CdTe 被引量:1
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作者 Jun Li Kun Luo Qi An 《Journal of Materials Science & Technology》 2025年第23期109-121,共13页
The plastic deformation of semiconductors,a process critical to their mechanical and electronic properties,involves various mechanisms such as dislocation motion and phase transition.Here,we systematically examined th... The plastic deformation of semiconductors,a process critical to their mechanical and electronic properties,involves various mechanisms such as dislocation motion and phase transition.Here,we systematically examined the temperature-dependent Peierls stress for 30°and 90°partial dislocations in cadmium telluride(CdTe),using a combination of molecular statics and molecular dynamics simulations with a machine-learning force field,as well as density functional theory simulations.Our findings reveal that the 0 K Peierls stresses for these partial dislocations in CdTe are relatively low,ranging from 0.52 GPa to 1.46 GPa,due to its significant ionic bonding characteristics.Notably,in the CdTe system containing either a 30°Cd-core or 90°Te-core partial dislocation,a phase transition from the zinc-blende phase to theβ-Sn-like phase is favored over dislocation motion.This suggests a competitive relationship between these two mechanisms,driven by the bonding characteristics within the dislocation core and the relatively low phase transition stress of∼1.00 GPa.Furthermore,we observed a general trend wherein the Peierls stress for partial dislocations in CdTe exhibits a temperature dependence,which decreases with increasing temperature,becoming lower than the phase transition stress at elevated temperatures.Consequently,the dominant deformation mechanism in CdTe shifts from solid-state phase transition at low temperatures to dislocation motion at high temperatures.This investigation uncovers a compelling interplay between dislocation motion and phase transition in the plastic deformation of CdTe,offering profound insights into the mechanical behavior and electronic performance of CdTe and other II-VI semiconductors. 展开更多
关键词 CDTE Peierls stress Dislocation motion Solid-state phase transition Machine-learning force field
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Appearance consistency and motion coherence learning for internal video inpainting 被引量:1
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作者 Ruixin Liu Yuesheng Zhu GuiBo Luo 《CAAI Transactions on Intelligence Technology》 2025年第3期827-841,共15页
Internal learning-based video inpainting methods have shown promising results by exploiting the intrinsic properties of the video to fill in the missing region without external dataset supervision.However,existing int... Internal learning-based video inpainting methods have shown promising results by exploiting the intrinsic properties of the video to fill in the missing region without external dataset supervision.However,existing internal learning-based video inpainting methods would produce inconsistent structures or blurry textures due to the insufficient utilisation of motion priors within the video sequence.In this paper,the authors propose a new internal learning-based video inpainting model called appearance consistency and motion coherence network(ACMC-Net),which can not only learn the recurrence of appearance prior but can also capture motion coherence prior to improve the quality of the inpainting results.In ACMC-Net,a transformer-based appearance network is developed to capture global context information within the video frame for representing appearance consistency accurately.Additionally,a novel motion coherence learning scheme is proposed to learn the motion prior in a video sequence effectively.Finally,the learnt internal appearance consistency and motion coherence are implicitly propagated to the missing regions to achieve inpainting well.Extensive experiments conducted on the DAVIS dataset show that the proposed model obtains the superior performance in terms of quantitative measurements and produces more visually plausible results compared with the state-of-the-art methods. 展开更多
关键词 deep internal learning motion coherence spatial-temporal priors transformer network video inpainting
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Ultrasensitive electrospinning fibrous strain sensor with synergistic conductive network for human motion monitoring and human-computer interaction 被引量:1
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作者 Jingwen Wang Shun Liu +6 位作者 Zhaoyang Chen Taoyu Shen Yalong Wang Rui Yin Hu Liu Chuntai Liu Changyu Shen 《Journal of Materials Science & Technology》 2025年第10期213-222,共10页
With the rapid development of wearable electronic skin technology, flexible strain sensors have shown great application prospects in the fields of human motion and physiological signal detection, medical diagnostics, ... With the rapid development of wearable electronic skin technology, flexible strain sensors have shown great application prospects in the fields of human motion and physiological signal detection, medical diagnostics, and human-computer interaction owing to their outstanding sensing performance. This paper reports a strain sensor with synergistic conductive network, consisting of stable carbon nanotube dispersion (CNT) layer and brittle MXene layer by dip-coating and electrostatic self-assembly method, and breathable three-dimensional (3D) flexible substrate of thermoplastic polyurethane (TPU) fibrous membrane prepared through electrospinning technology. The MXene/CNT@PDA-TPU (MC@p-TPU) flexible strain sensor had excellent air permeability, wide operating range (0–450 %), high sensitivity (Gauge Factor, GFmax = 8089.7), ultra-low detection limit (0.05 %), rapid response and recovery times (40 ms/60 ms), and excellent cycle stability and durability (10,000 cycles). Given its superior strain sensing capabilities, this sensor can be applied in physiological signals detection, human motion pattern recognition, and driving exoskeleton robots. In addition, MC@p-TPU fibrous membrane also exhibited excellent photothermal conversion performance and can be used as a wearable photo-heater, which has far-reaching application potential in the photothermal therapy of human joint diseases. 展开更多
关键词 Flexible strain sensors Synergistic conductive network Electrospinning fibrous membrane motion monitoring Human-machine interface
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Impact of Various Coupled Motions on the Aerodynamic Performance of a Floating Offshore Wind Turbine Within the Wind–Rain Field 被引量:1
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作者 Yazhou Wang Yalong Guo +1 位作者 Xujiang Xia Ning Zhuang 《哈尔滨工程大学学报(英文版)》 2025年第2期370-387,共18页
This study employed a computational fluid dynamics model with an overset mesh technique to investigate the thrust and power of a floating offshore wind turbine(FOWT)under platform floating motion in the wind–rain fie... This study employed a computational fluid dynamics model with an overset mesh technique to investigate the thrust and power of a floating offshore wind turbine(FOWT)under platform floating motion in the wind–rain field.The impact of rainfall on aerodynamic performance was initially examined using a stationary turbine model in both wind and wind–rain conditions.Subsequently,the study compared the FOWT’s performance under various single degree-of-freedom(DOF)motions,including surge,pitch,heave,and yaw.Finally,the combined effects of wind–rain fields and platform motions involving two DOFs on the FOWT’s aerodynamics were analyzed and compared.The results demonstrate that rain negatively impacts the aerodynamic performance of both the stationary turbines and FOWTs.Pitch-dominated motions,whether involving single or multiple DOFs,caused significant fluctuations in the FOWT aerodynamics.The combination of surge and pitch motions created the most challenging operational environment for the FOWT in all tested scenarios.These findings highlighted the need for stronger construction materials and greater ultimate bearing capacity for FOWTs,as well as the importance of optimizing designs to mitigate excessive pitch and surge. 展开更多
关键词 Floating offshore wind turbine Aerodynamic performance Coupled motions Wind–rain field
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Side Information Generation Based on Hierarchical Motion Estimation in Distributed Video Coding 被引量:4
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作者 刘荣科 岳志 陈长汶 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2009年第2期167-173,共7页
The side information quality has an immense effect on the compression efficiency of the distributed video coding (DVC) sys- tem. This article, based on the hierarchical motion estimation (HME), proposes a new side inf... The side information quality has an immense effect on the compression efficiency of the distributed video coding (DVC) sys- tem. This article, based on the hierarchical motion estimation (HME), proposes a new side information generation algorithm which is integrated into DVC system. First, forward motion estimation (FME) and bidirectional motion estimation (BME) on the basis of variable block size HME algorithm are used to acquire relatively accurate motion vectors. Second, a motion vector filter (MVF) is i... 展开更多
关键词 communication technology video signal processing hierarchical motion estimation side information motion vector filter frame interpolation
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基于Leap Motion传感器的弹琴触键手势自动控制系统设计
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作者 李婷婷 王靖 +1 位作者 骆亚丽 刘红梅 《自动化与仪器仪表》 2025年第2期223-227,共5页
人工智能技术的发展为传统乐器学习带来了新的助力。为了提升弹琴触键手势的识别率,帮助钢琴弹奏者控制自己的错误手势,研究构建了弹琴触键手势自动控制系统,并设计了该系统的功能模块。研究采用了Leap Motion传感器来采集数据,并设计... 人工智能技术的发展为传统乐器学习带来了新的助力。为了提升弹琴触键手势的识别率,帮助钢琴弹奏者控制自己的错误手势,研究构建了弹琴触键手势自动控制系统,并设计了该系统的功能模块。研究采用了Leap Motion传感器来采集数据,并设计了特征提取模块。研究设计了基于支持向量机和改进K最近邻算法的手势识别模型。结果显示,手势识别模型在训练集和测试集上准确率的最大值分别为98.88%和98.59%,平均识别时间为15.85 ms。研究设计系统的最大和最小吞吐量分别为82 400 bit/s和80 300 bit/s,响应时间最大值和最小值分别为33.51 ms和27.40 ms。研究设计系统和模型的性能良好,能够为弹琴触键手势的识别提供技术上的支持,促进钢琴弹奏者控制自身的错误手势。 展开更多
关键词 Leap motion 钢琴 手势 识别 模型
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基于SolidWorks Motion的《机械CAD/CAM技术》实验教学研究
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作者 吴建民 《内燃机与配件》 2025年第15期134-136,共3页
随着计算机辅助设计和制造(CAD/CAM)技术的快速发展,SolidWorks Motion作为机械CAD/CAM领域的重要仿真工具,其在实验教学中的应用日益受到重视。本文旨在探讨SolidWorks Motion在机械CAD/CAM技术实验教学中的应用,分析其在提高学生实践... 随着计算机辅助设计和制造(CAD/CAM)技术的快速发展,SolidWorks Motion作为机械CAD/CAM领域的重要仿真工具,其在实验教学中的应用日益受到重视。本文旨在探讨SolidWorks Motion在机械CAD/CAM技术实验教学中的应用,分析其在提高学生实践能力和创新思维方面的作用,并结合实际案例进行研究。SolidWorks Motion不仅增强了学生对机械系统设计原理的理解,还促进了主动学习和团队合作能力,也为工程教育的创新实践提供了理论基础和实践指导。 展开更多
关键词 SolidWorks motion 机械CAD/CAM技术 实验教学
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An Improved Bionic Piezoelectric Actuator for Eliminating the Backward Motion
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作者 Nen Wan Junjie Cai +7 位作者 Lidong He Jianping Li Yili Hu Jijie Ma Kang Chen Yingting Wang Yigang Shen Jianming Wen 《Journal of Bionic Engineering》 2025年第2期703-712,共10页
Piezoelectric actuators are widely utilized in positioning systems to realize nano-scale resolution. However, the backward motion always generates for some piezoelectric actuators, which reduces the working efficiency... Piezoelectric actuators are widely utilized in positioning systems to realize nano-scale resolution. However, the backward motion always generates for some piezoelectric actuators, which reduces the working efficiency. Bionic motions have already been employed in the field of piezoelectric actuators to realize better performance. By imitating the movement form of seals, seal type piezoelectric actuator is capable to realize large operating strokes easily. Nevertheless, the conventional seal type piezoelectric actuator has a complicated structure and control system, which limits further applications. Hence, an improved bionic piezoelectric actuator is proposed to realize a long motion stroke and eliminate backward movement with a simplified structure and control method in this study. The composition and motion principle of the designed actuator are discussed, and the performance is investigated with simulations and experiments. Results confirm that the presented actuator effectively realizes the linear movement that has a large working stroke stably without backward motion. The smallest stepping displacement ΔL is 0.2 μm under 1 Hz and 50 V. The largest motion speed is 900 μm/s with 900 Hz and 120 V. The largest vertical and horizontal load are 250 g and 12 g, respectively. This work shows that the improved bionic piezoelectric actuator is feasible for eliminating backward motion and has a great working ability. 展开更多
关键词 PIEZOELECTRIC ACTUATOR SEAL BIONIC Flexure Backward motion
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An Analysis of Two Chinese Translations of Motion Events in The Call of the Wild from the Perspective of Skopos Theory
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作者 Xianjin Wang Yihong Zhao Huili Wang 《Journal of Contemporary Educational Research》 2025年第2期143-163,共21页
This article centers on The Call of the Wild,an English novel by American author Jack London,alongside two Chinese translations by Dajie Liu and Menglin Zhang,and Rongyue Liu.Seventy sentences containing motion events... This article centers on The Call of the Wild,an English novel by American author Jack London,alongside two Chinese translations by Dajie Liu and Menglin Zhang,and Rongyue Liu.Seventy sentences containing motion events and their corresponding translations were randomly selected for analysis.The study focuses on the primary elements of motion events-manner,path,and ground-and examines their Chinese translations through the lens of Skopos theory.Skopos theory emphasizes whether translators can adopt appropriate translation strategies according to various contextual factors during the translation process.Compared to verb-framed languages,satellite-framed languages possess a richer vocabulary for manner verbs,express more detailed manner information,use more satellite words to indicate paths,and incorporate more background information.Verb-framed languages,by contrast,typically express manner information only when necessary and tend to include less background information.The analysis reveals that both Chinese translations embody the core principle of Skopos theory:translation strategies are determined by their purpose.To fulfill the novel’s translation objectives,the translators adeptly adjust their strategies for motion event components based on different contextual needs.It is noted that the Chinese translations do not fully retain the characteristics of English as a typical satellite-framed language.This observation aligns with Skopos theory’s purpose-oriented approach,which prioritizes translation goals over strict adherence to source text characteristics. 展开更多
关键词 Skopos theory motion event translation MANNER PATH Ground
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Motion Patterns and Kinematic Modeling of Backswimmer Hind Legs
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作者 Shulong Fan Cunzhi Hu +1 位作者 Fuchun Yang Yiheng Fu 《Journal of Bionic Engineering》 2025年第6期2936-2949,共14页
Backswimmers exhibit a high degree of mobility in water,and their different motion patterns have important implications for the design of micro-biomimetic underwater robots.This paper used three-dimensional high-speed... Backswimmers exhibit a high degree of mobility in water,and their different motion patterns have important implications for the design of micro-biomimetic underwater robots.This paper used three-dimensional high-speed cameras to extract the key points on the hind legs.The hind leg motion laws and the deformation laws of the setae were obtained in four motion patterns:rapid forward,cruising,in-motion turning,and in-place turning.The motion laws of each joint on the hind leg are modeled using a Fourier series.A kinematic model of hind legs was established based on the DH method,and the motion characteristics of hind legs under different motion patterns were analyzed.This paper provides basic data and theoretical models for micro-biomimetic robots. 展开更多
关键词 Backswimmer Hind leg SETAE motion pattern Kinematic model
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MOVING OBJECT TRACKING IN DYNAMIC IMAGE SEQUENCE BASED ON ESTIMATION OF MOTION VECTORS OF FEATURE POINTS 被引量:2
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作者 黎宁 周建江 张星星 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI 2009年第4期295-300,共6页
An improved estimation of motion vectors of feature points is proposed for tracking moving objects of dynamic image sequence. Feature points are firstly extracted by the improved minimum intensity change (MIC) algor... An improved estimation of motion vectors of feature points is proposed for tracking moving objects of dynamic image sequence. Feature points are firstly extracted by the improved minimum intensity change (MIC) algorithm. The matching points of these feature points are then determined by adaptive rood pattern searching. Based on the random sample consensus (RANSAC) method, the background motion is finally compensated by the parameters of an affine transform of the background motion. With reasonable morphological filtering, the moving objects are completely extracted from the background, and then tracked accurately. Experimental results show that the improved method is successful on the motion background compensation and offers great promise in tracking moving objects of the dynamic image sequence. 展开更多
关键词 motion compensation motion estimation feature extraction moving object tracking dynamic image sequence
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F-norm based low-power motion recognition on wearable devices in the presence of outlier motions
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作者 Yin Long Hongbin Xu Yang Xiang 《Digital Communications and Networks》 2025年第6期1897-1907,共11页
Motion recognition refers to the intelligent recognition of human motion using data collected from wearable sensors,which exceedingly has gained significant interest from both academic and industrial fields.However,te... Motion recognition refers to the intelligent recognition of human motion using data collected from wearable sensors,which exceedingly has gained significant interest from both academic and industrial fields.However,temporary-sudden activities caused by accidental behavior pose a major challenge to motion recognition and have been largely overlooked in existing works.To address this problem,the multi-dimensional time series of motion data is modeled as a Time-Frequency(TF)tensor,and the original challenge is transformed into a problem of outlier-corrupted tensor pattern recognition,where transient sudden activity data are considered as outliers.Since the TF tensor can capture the latent spatio-temporal correlations of the motion data,the tensor MPCA is used to derive the principal spatio-temporal pattern of the motion data.However,traditional MPCA uses the squared F-norm as the projection distance measure,which makes it sensitive to the presence of outlier motion data.Therefore,in the proposed outlier-robust MPCA scheme,the F-norm with the desirable geometric properties is used as the distance measure to simultaneously mitigate the interference of outlier motion data while preserving rotational invariance.Moreover,to reduce the complexity of outlier-robust motion recognition,we impose the proposed outlier-robust MPCA scheme on the traditional MPCANet which is a low-complexity deep learning network.The experimental results show that our proposed outlier-robust MPCANet can simultaneously improve motion recognition performance and reduce the complexity,especially in practical scenarios where the real-time data is corrupted by temporary-sudden activities. 展开更多
关键词 motion recognition F-norm Time-frequency tensor MPCANet Low-power consumption
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High damping,rubber bearing isolators supplemented with Cu-Al-Be-and Ni-Ti-based shape memory alloy bars subjected to near-fault motions with fling step and forward directivity
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作者 Nasrin Saeedi Hassan Karampour Nima Talebian 《Earthquake Engineering and Engineering Vibration》 2025年第4期1107-1123,共17页
Shape memory alloy(SMA)bars are currently preferred over elastomeric seismic isolators due to the elimination of degradation within effective damping and stiffness factors during the cyclic response of an isolation sy... Shape memory alloy(SMA)bars are currently preferred over elastomeric seismic isolators due to the elimination of degradation within effective damping and stiffness factors during the cyclic response of an isolation system.These bars could also be used to prevent the functionality of the isolator units from failing due to large deformations.This study aims to investigate the performance of a high damping rubber bearing(HDRB)isolator that is combined with two different types of SMA bars,i.e.,Nickel-Titanium(Ni-Ti)and Copper-Aluminum-Beryllium(Cu-Al-Be),subjected to near-fault ground motions that are characterized with forward directivity and fling step effects.To achieve this objective,a self-centering material with flag-shape,force-deformation hysteresis was utilized to simulate the behavior of SMA bars in OpenSees.A single degree of freedom(SDOF)system representing an isolated one-story shear building was developed to conduct nonlinear analysis under selected ground motions.The SMA bars were introduced as an X-shape within the model and were connected diagonally to the top and bottom of the isolator.Results showed that the HDRB system’s hysteretic response under near-fault ground accelerations experiences significant degradation,especially when near-fault motions involve the fling step effect.It was demonstrated that SMA bars effectively reduce large displacement observed in HDRB systems under near-fault earthquakes.Comparing the results of the base-isolated HDRB and SMA-HDRB subjected to selected ground motions demonstrated that maximum displacement was found to be significantly reduced by an average of 79%when SMA bars were used.Incorporating SMA bars with a larger diameter significantly improves the efficiency of SMA HDRB systems,and a reduction in maximum displacements is more pronounced for fling step,near-fault ground motions. 展开更多
关键词 HDRB Cu-Al-Be-SMA Ni-Ti-SMA residual displacement near-fault ground motions
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