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Markerless Respiratory Motion Tracking Using Single Depth Camera 被引量:1
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作者 Shinobu Kumagai Ryohei Uemura +4 位作者 Toru Ishibashi Susumu Nakabayashi Norikazu Arai Takenori Kobayashi Jun’ichi Kotoku 《Open Journal of Medical Imaging》 2016年第1期20-31,共12页
The aim of this study is to propose a novel system that has an ability to detect intra-fractional motion during radiotherapy treatment in real-time using three-dimensional surface taken by a depth camera, Microsoft Ki... The aim of this study is to propose a novel system that has an ability to detect intra-fractional motion during radiotherapy treatment in real-time using three-dimensional surface taken by a depth camera, Microsoft Kinect v1. Our approach introduces three new aspects for three-dimensional surface tracking in radiotherapy treatment. The first aspect is a new algorithm for noise reduction of depth values. Ueda’s algorithm was implemented and enabling a fast least square regression of depth values. The second aspect is an application for detection of patient’s motion at multiple points in thracoabdominal regions. The third aspect is an estimation of three-dimensional surface from multiple depth values. For evaluation of noise reduction by Ueda’s algorithm, two respiratory patterns are measured by the Kinect as well as a laser range meter. The resulting cross correlation coefficients between the laser range meter and the Kinect were 0.982 for abdominal respiration and 0.995 for breath holding. Moreover, the mean cross correlation coefficients between the signals of our system and the signals of Anzai with respect to participant’s respiratory motion were 0.90 for thoracic respiration and 0.93 for abdominal respiration, respectively. These results proved that the performance of the developed system was comparable to existing motion monitoring devices. Reconstruction of three-dimensional surface also enabled us to detect the irregular motion and breathing arrest by comparing the averaged depth with predefined threshold values. 展开更多
关键词 Depth Camera Markerless motion tracking Intra-Fractional motion Three-Dimensional Surface
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Experimental Simulation and Analysis of the Yarn Motion Track in a Hairiness-Reducing Nozzle
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作者 韩大伟 王建坤 郭会勇 《Journal of Donghua University(English Edition)》 EI CAS 2009年第6期616-620,共5页
A visible magnified and simulated nozzle was designed and installed on a winding machine according to the similarity principle of Reynolds number, to study the yarn motion track in hairiness-reducing nozzle. High-spee... A visible magnified and simulated nozzle was designed and installed on a winding machine according to the similarity principle of Reynolds number, to study the yarn motion track in hairiness-reducing nozzle. High-speed photography was used to observe the yam instantaneous motion state in the nozzle. The results show that the yarn motion track seems to be a cylindrical helix which is close to inner wall in the twisting chamber and kept the same with different technical parameters, such as diameter of the twisting chamber and jet pressure in orifices. According to simulation results and reasonable simplification, the motion track equation and the rotational equation of the yarn could be derived. The velocity of the swirl and hairiness is faster than that of the yarn balloon, so there is enough time for hairiness to be wrapped into the main body of yarn and hence the hairiness is reduced. 展开更多
关键词 hairiness-reducing nozzle YARN simulated nozzle high-speed photography motion track yarn balloon velocity
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Reliability of Passive Physical Activity Assessment for Inpatients Using Marker⁃Free Motion Tracking System
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作者 Biao Yang Kewei Duan Wanxia Yao 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2021年第2期21-27,共7页
Evidence⁃based practices of public health will benefit from quantification of passive physical activity assessment.This study aims to investigate the reliability of marker⁃free system(MFS)such as Microsoft Kinect in m... Evidence⁃based practices of public health will benefit from quantification of passive physical activity assessment.This study aims to investigate the reliability of marker⁃free system(MFS)such as Microsoft Kinect in measuring upper extremity motion from different angles.Ten healthy participants performed elbow and shoulder extension/flexion along frontal and median anatomical planes for ten pace⁃controlled repetitions,during which the spatiotemporal positions of upper extremity joints were concurrently recorded by two sensors from 0°and 45°viewing angles.Reliability between the two sensors were evaluated using Pearson correlation coefficient,intra⁃class correlation coefficients,and 95%limits of agreement and coefficient of variation.Worse reliability was observed when possibility of occlusion was higher.However,better reliability was found when longer observation interval(10 s)was used as elementary measuring unit than shorter observation interval(2 s).The overall angular reliability of activity as displacement or changes in angle was not satisfactory.The results are expected to inform the industry for the extension of MFS to clinic applications. 展开更多
关键词 physical activity passive assessment marker⁃free motion tracking system intra⁃class correlation coefficients limits of agreement
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Motion Tracking with Fast Adaptive Background Subtraction 被引量:1
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作者 Xiao De\|gui, Yu S heng\|sheng, Zhou Jing\|li School of Computer Science and Technol ogy, Huazhong University of Science and Technology,Wuhan 430074, Hubei, China 《Wuhan University Journal of Natural Sciences》 CAS 2003年第01A期35-40,共6页
To extract and tr ack moving objects is usually one of the most important tasks of intelligent video surveillance systems. This paper presents a fast and adaptive background subtraction alg... To extract and tr ack moving objects is usually one of the most important tasks of intelligent video surveillance systems. This paper presents a fast and adaptive background subtraction algorithm and the motion tracking process using this algorithm. The algorithm uses only luminance components of sampled image sequence pixels and models every pixel in a statistical model. The algorithm is characterized by its ability of real time detecting sudden lighting changes, and extracting and tracking motion objects faster. It is shown that our algorithm can be realized with lower time and space complexity and adjustable object detection error rate with comparison to other background subtraction algorithms. Making use of the algorithm, an indoor monitoring system is also worked out and the motion tracking process is presented in this paper. Experimental results testify the algorithm's good performances when used in an indoor monitoring system. 展开更多
关键词 background subtraction motion detection and tracking surveillance and monitoring system
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Performance test of digital volume correlation on tracking left atrium motion from cardiac CT
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作者 Zhengduo Zhu Jiaqiu Wang +8 位作者 Hao Wu Minglong Chen Zidun Wang Runxin Fang Xianjue Huang Hujin Xie Han Yu Yuchu Tian Zhiyong Li 《Acta Mechanica Sinica》 2025年第4期156-164,共9页
The accurate assessment of cardiac motion is crucial for diagnosing and monitoring cardiovascular diseases.In this context,digital volume correlation(DVC)has emerged as a promising technique for tracking cardiac motio... The accurate assessment of cardiac motion is crucial for diagnosing and monitoring cardiovascular diseases.In this context,digital volume correlation(DVC)has emerged as a promising technique for tracking cardiac motion from cardiac computed tomography angiographic(CTA)images.This paper presents a comprehensive performance evaluation of the DVC method,specifically focusing on tracking the motion of the left atrium using cardiac CTA data.The study employed a comparative experimental approach while simultaneously optimizing the existing DVC algorithm.Multiple sets of controlled experiments were designed to conduct quantitative analyses on the parameters“radius”and“step”.The results revealed that the optimized DVC algorithm enhanced tracking accuracy within a reasonable computational time.These findings contributed to the understanding of the efficacy and limitations of the DVC algorithm in analyzing heart deformation. 展开更多
关键词 Atrial fibrillation Digital volume correlation Left atrium Cardiac CT motion tracking
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Ultrasensitive graphene-Si position-sensitive detector for motion tracking 被引量:5
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作者 Wenhui Wang Kaiyang Liu +5 位作者 Jie Jiang Ruxia Du Litao Sun Wei Chen Junpeng Lu Zhenhua Ni 《InfoMat》 SCIE CAS 2020年第4期761-768,共8页
Motion tracking has attracted great attention in the fields of real-time tracking,nanorobotics,and targeted therapy.For achieving more accurate motion tracking,the highly sensitive position-sensitive detector(PSD)is d... Motion tracking has attracted great attention in the fields of real-time tracking,nanorobotics,and targeted therapy.For achieving more accurate motion tracking,the highly sensitive position-sensitive detector(PSD)is desirable.Here,we demonstrate a meliorated PSD based on graphene-Si heterojunction for motion tracking.The position sensitivity of PSD was improved by employing surface engineering of graphene.Through modulating the transport property of graphene,nearly 20-fold increase of sensitivity was achieved under weak light,and at the same time,the detection limit power was reduced to^2 nW.A motion tracking system was developed based on the improved PSD,and human arm swing was tracked,which demonstrated high sensitivity and real-time tracking capabilities of the PSD.In addition,the PSD can support up to^10 kHz high-frequency tracking.This work provides a new strategy for improving the performance of PSD,and promotes the development of two-dimensional materials in novel optoelectronic devices. 展开更多
关键词 GRAPHENE HETEROJUNCTION motion tracking oxygen plasma position-sensitive detectors
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Inertial Motion Tracking on Mobile and Wearable Devices:Recent Advancements and Challenges 被引量:1
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作者 Zhipeng Song Zhichao Cao +2 位作者 Zhenjiang Li Jiliang Wang Yunhao Liu 《Tsinghua Science and Technology》 SCIE EI CAS CSCD 2021年第5期692-705,共14页
Motion tracking via Inertial Measurement Units(IMUs)on mobile and wearable devices has attracted significant interest in recent years.High-accuracy IMU-tracking can be applied in various applications,such as indoor na... Motion tracking via Inertial Measurement Units(IMUs)on mobile and wearable devices has attracted significant interest in recent years.High-accuracy IMU-tracking can be applied in various applications,such as indoor navigation,gesture recognition,text input,etc.Many efforts have been devoted to improving IMU-based motion tracking in the last two decades,from early calibration techniques on ships or airplanes,to recent arm motion models used on wearable smart devices.In this paper,we present a comprehensive survey on IMU-tracking techniques on mobile and wearable devices.We also reveal the key challenges in IMU-based motion tracking on mobile and wearable devices and possible directions to address these challenges. 展开更多
关键词 Inertial Measurement Units(IMUs) motion tracking ACCELEROMETER GYROSCOPE MAGNETOMETER sensor fusion
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Aye-aye middle finger kinematic modeling and motion tracking during tap-scanning
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作者 Nihar Masurkar Jiming Kang +1 位作者 Hamidreza Nemati Ehsan Dehghan-Niri 《Biomimetic Intelligence & Robotics》 EI 2023年第4期88-96,共9页
The aye-aye(Daubentonia madagascariensis)is a nocturnal lemur native to the island of Madagascar with a unique thin middle finger.Its slender third digit has a remarkably specific adaptation,allowing them to perform t... The aye-aye(Daubentonia madagascariensis)is a nocturnal lemur native to the island of Madagascar with a unique thin middle finger.Its slender third digit has a remarkably specific adaptation,allowing them to perform tap-scanning to locate small cavities beneath tree bark and extract wood-boring larvae from it.As an exceptional active acoustic actuator,this finger makes an aye-aye’s biological system an attractive model for pioneering Nondestructive Evaluation(NDE)methods and robotic systems.Despite the important aspects of the topic in the aye-aye’s unique foraging and its potential contribution to the engineering sensory,little is known about the mechanism and dynamics of this unique finger.This paper used a motion-tracking approach for the aye-aye’s middle finger using simultaneous video graphic capture.To mimic the motion,a two-link robot arm model is designed to reproduce the trajectory.Kinematics formulations were proposed to derive the motion of the middle finger using the Lagrangian method.In addition,a hardware model was developed to simulate the aye-aye’s finger motion.To validate the model,different motion states such as trajectory paths and joint angles,were compared.The simulation results indicate the kinematics of the model were consistent with the actual finger movement.This model is used to understand the aye-aye’s unique tap-scanning process for pioneering new tap-testing NDE strategies for various inspection applications. 展开更多
关键词 Aye-aye KINEMATICS The lagrangian method motion tracking Tap-scanning
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A new approach to laparoscopic skill assessment:Motion smoothness and bimanual coordination
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作者 Farzad Aghazadeh Bin Zheng 《Laparoscopic, Endoscopic and Robotic Surgery》 2025年第2期90-95,共6页
Objective Reliable and objective methods for assessing surgical skill are essential for improving surgical skills and clinical outcomes.While conventional methods rely on subjective evaluations,motion analysis can off... Objective Reliable and objective methods for assessing surgical skill are essential for improving surgical skills and clinical outcomes.While conventional methods rely on subjective evaluations,motion analysis can offer a quantitative alternative.This study aims to use motion tracking data to analyze the motion smoothness and bimanual coordination of various surgical skill levels during laparoscopic surgery.Methods The participants were recruited and grouped into an expert group,an intermediate group,and a novice group on the basis of their experience with laparoscopic surgery.They completed peg transfer,bimanual peg transfer,and rubber band translocation tasks.Motion smoothness was assessed via logarithmic dimensionless tooltip motion jerk,and the dynamic time warping metric of tooltips velocities was employed to assess bimanual coordination.Results Seventeen participants,with four experts,five intermediates,and eight novices,were included.Compared with novices,the experts exhibited smoother motion in both the dominant hand(peg transfer:16.30 vs.18.05,p=0.004;bimanual peg transfer:15.21 vs.17.45,p=0.004;rubber band translocation:14.32 vs.15.87,p=0.004)and non-dominant hand(peg transfer:16.32 vs.18.22,p=0.004;bimanual peg transfer:15.32 vs.17.52,p=0.004;rubber band translocation:14.33 vs.15.77,p=0.004),and superior bimanual coordination(peg transfer:8.77 m/s vs.13.28 m/s,p=0.004;bimanual peg transfer:6.29 m/s vs.11.13 m/s,p=0.004;rubber band translocation:4.50 m/s vs.7.13 m/s,p=0.004)across all tasks.They also outperformed intermediates in motion smoothness in the non-dominant hand and bimanual coordination in the peg transfer(16.32 vs.17.35,p=0.016;8.77 m/s vs.11.89 m/s,p=0.016)and bimanual peg transfer(15.32 vs.16.22,p=0.016;6.29 m/s vs.8.63 m/s,p=0.032)tasks.Similarly,intermediates demonstrated smoother motion in the non-dominant hand(peg transfer:17.35 vs.18.22,p=0.002;bimanual peg transfer:16.22 vs.17.52,p=0.002)and dominant hand(bimanual peg transfer:16.06 vs.17.45,p=0.011),and better bimanual coordination(peg transfer:11.89 m/s vs.13.28 m/s,p=0.002;bimanual peg transfer:8.63 m/s vs.11.13 m/s,p=0.002)than novices did in these tasks.Conclusion This study revealed that motion smoothness and bimanual coordination are capable of facilitating surgical skill differentiation across various skill levels.These findings underscore the utility of motion metrics for objective surgical skill assessment,potentially reducing the subjectivity,bias,and associated costs of conventional assessment approaches. 展开更多
关键词 Laparoscopic surgery Surgical skill assessment motion tracking Bimanual dexterity
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Stabilization and trajectory tracking of autonomous airship's planar motion 被引量:7
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作者 Zhang Yan Qu Weidong +1 位作者 Xi Yugeng Cai Zili 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2008年第5期974-981,共8页
The stabilization and trajectory tracking problems of autonomous airship's planar motion are studied. By defining novel configuration error and velocity error, the dynamics of error systems are derived. By applying L... The stabilization and trajectory tracking problems of autonomous airship's planar motion are studied. By defining novel configuration error and velocity error, the dynamics of error systems are derived. By applying Lyapunov stability method, the state feedback control laws are designed and the close-loop error systems are proved to be uniformly asymptotically stable by Matrosov theorem. In particular, the controller does not need knowledge on system parameters in the case of set-point stabilization, which makes the controller robust with respect to parameter uncertainty. Numerical simulations illustrate the effectiveness of the controller designed. 展开更多
关键词 AIRSHIP planar motion STABILIZATION trajectory tracking ROBUSTNESS Lyapunov stability Matrosov theorem.
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Kinect-Based Motion Recognition Tracking Robotic Arm Platform 被引量:2
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作者 Jinxiao Gao Yinan Chen Fuhao Li 《Intelligent Control and Automation》 2019年第3期79-89,共11页
The development of artificial intelligence technology has promoted the rapid improvement of human-computer interaction. This system uses the Kinect visual image sensor to identify human bone data and complete the reco... The development of artificial intelligence technology has promoted the rapid improvement of human-computer interaction. This system uses the Kinect visual image sensor to identify human bone data and complete the recognition of the operator’s movements. Through the filtering process of real-time data by the host computer platform with computer software as the core, the algorithm is programmed to realize the conversion from data to control signals. The system transmits the signal to the lower computer platform with Arduino as the core through the transmission mode of the serial communication, thereby completing the control of the steering gear. In order to verify the feasibility of the theory, the team built a 4-DOF robotic arm control system and completed software development. It can display other functions such as the current bone angle and motion status in real time on the computer operation interface. The experimental data shows that the Kinect-based motion recognition method can effectively complete the tracking of the expected motion and complete the grasping and transfer of the specified objects, which has extremely high operability. 展开更多
关键词 KINECT ARDUINO BONE Angle motion trackING Robotic Arm PLATFORM
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A multiple template approach for robust tracking of fast motion target 被引量:6
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作者 SUN Jun HE Fa-zhi +1 位作者 CHEN Yi-lin CHEN Xiao 《Applied Mathematics(A Journal of Chinese Universities)》 SCIE CSCD 2016年第2期177-197,共21页
Target tracking is very important in computer vision and related areas. It is usually difficult to accurately track fast motion target with appearance variations. Sometimes the tracking algorithms fail for heavy appea... Target tracking is very important in computer vision and related areas. It is usually difficult to accurately track fast motion target with appearance variations. Sometimes the tracking algorithms fail for heavy appearance variations. A multiple template method to track fast motion target with appearance changes is presented under the framework of appearance model with Kalman filter. Firstly, we construct a multiple template appearance model, which includes both the original template and templates affinely transformed from original one. Generally speaking, appearance variations of fast motion target can be covered by affine transformation. Therefore, the affine tr templates match the target of appearance variations better than conventional models. Secondly, we present an improved Kalman filter for approx- imate estimating the motion trail of the target and a modified similarity evaluation function for exact matching. The estimation approach can reduce time complexity of the algorithm and keep accuracy in the meantime. Thirdly, we propose an adaptive scheme for updating template set to alleviate the drift problem. The scheme considers the following differences: the weight differences in two successive frames; different types of affine transformation applied to templates. Finally, experiments demonstrate that the proposed algorithm is robust to appearance varia- tion of fast motion target and achieves real-time performance on middle/low-range computing platform. 展开更多
关键词 Target tracking Fast motion target Multiple template match Kalman filter forecast.
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Dynamic Motion Resistance for Tracked Vehicle
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作者 Kai Zhao Mingming Dong +2 位作者 Zhiguo Sang Feng Liu Liang Gu 《Journal of Beijing Institute of Technology》 EI CAS 2017年第3期334-339,共6页
Based on previous achievements,a dynamic pressure-sinkage equation for saturated clay is established.First,aquasi-static penetration rate is selected,and the ratio of the dynamic penetration rate to the quasi-static r... Based on previous achievements,a dynamic pressure-sinkage equation for saturated clay is established.First,aquasi-static penetration rate is selected,and the ratio of the dynamic penetration rate to the quasi-static rate is used to characterize the degree of dynamic effect,then theβth power of the ratio is used to quantify the dynamic effect of sinkage.The dynamic effect exponentβis obtained using penetration tests with different penetration rates.Then,a dynamic motion resistance equation for a tracked vehicle is established based on the dynamic pressure-sinkage equation.The equation incorporates both penetration and bulldozing resistance.Finally,a series of simulation experiments with varying travel speeds and slip rates is carried out.The results show that an increase in the speed leads to stronger terrain stiffness,resulting in a decrease in sinkage and motion resistance.However,the enhancement effect becomes weaker with an increase in the travel speed. 展开更多
关键词 dynamic motion resistance tracked vehicle SINKAGE SLIP
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Identification of traffic object's motion behavior based on track
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作者 孟繁锋 曾庆双 李莉 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2010年第6期884-888,共5页
To extract the track parameters of a traffic object in traffic video and identify its motion behavior,a new method is proposed based on CamShift(Continuously Adaptive Mean Shift)and HMM(Hidden Markov Model).First,an o... To extract the track parameters of a traffic object in traffic video and identify its motion behavior,a new method is proposed based on CamShift(Continuously Adaptive Mean Shift)and HMM(Hidden Markov Model).First,an object entering the video scene is located and tracked by the CamShift based algorithm,then its track parameters are obtained.Next,the track parameters are processed to form the observation sequence of HMM,and the motion behavior modeling and probability evaluation are implemented based on HMM.At last,the behavior identification and behavior statistics of the tracked traffic object in video are achieved.Experiments show that this method can be used to sort and recognize the motion behavior of the traffic object by its corresponding behavior track,and to do some statistics or corresponding process schemes. 展开更多
关键词 CAMSHIFT HMM track parameter motion behavior identification
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Improved chirp scaling algorithm integrated motion compensation for parallel-track bistatic synthetic aperture radar
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作者 齐春东 曾涛 李枫 《Journal of Beijing Institute of Technology》 EI CAS 2011年第4期536-539,共4页
To compensate motion errors of images from the parallel-track bistatic synthetic aperture radar(BiSAR),an improved chirp scaling algorithm(CSA) is proposed.Since velocity vector of the moving aircrafts in the para... To compensate motion errors of images from the parallel-track bistatic synthetic aperture radar(BiSAR),an improved chirp scaling algorithm(CSA) is proposed.Since velocity vector of the moving aircrafts in the parallel-track BiSAR system can not remain invariant in an aperture,an actual aperture is divided into subapertures so that it is reasonable to assume that the aircrafts move with constant acceleration vector in a subaperture.Based on this model,an improved CSA is derived.The new phase factors incorporate three-dimensional acceleration and velocity.The motion compensation procedure is integrated into the CSA without additional operation required.The simulation results show that the presented algorithm can efficiently resolve motion compensation for parallel-track BiSAR. 展开更多
关键词 chirp scaling algorithm parallel-track bistatic synthetic aperture radar motion compensation
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基于SolidWorks Motion的灌装机分瓶机构凸轮曲线设计 被引量:17
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作者 韩庆红 张锁怀 陈香利 《包装工程》 CAS CSCD 北大核心 2016年第5期110-114,119,共6页
目的对新型分瓶机构进行运动分析,并采用新方法设计组合机构的凸轮曲线,以提高设计效率。方法通过对此分瓶机构的运动分析,对从动件的运动原理深入了解的基础上,应用三维软件SolidWorks建立了简化机构模型,根据凸轮设计的反转原理,利用... 目的对新型分瓶机构进行运动分析,并采用新方法设计组合机构的凸轮曲线,以提高设计效率。方法通过对此分瓶机构的运动分析,对从动件的运动原理深入了解的基础上,应用三维软件SolidWorks建立了简化机构模型,根据凸轮设计的反转原理,利用软件中的Motion分析功能,为梅花瓣构件及从动齿轮附加满足工程需求的驱动,然后进行了运动仿真。结果通过Motion分析中的"跟踪路径"功能对凸轮滚子中心点进行路径跟踪,得到了其轨迹曲线即凸轮的轮廓曲线。结论根据生成的凸轮曲线建立三维实体模型,与原有机构进行装配并仿真分析,验证了凸轮曲线的正确性,也验证了利用Motion分析进行凸轮曲线设计的高效性。 展开更多
关键词 分瓶机构 凸轮曲线设计 SOLIDWORKS motion分析 跟踪路径
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基于手指追踪、肢体及面部动捕技术的三维手语建模研究
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作者 秦永 涂佳利 黄为荣 《山东理工大学学报(自然科学版)》 2026年第1期21-25,32,共6页
手语是听障人群日常生活沟通最主要的方式,然而复杂多样的手语动作提高了手语的学习成本。本文提出一种结合手指追踪、肢体及面部动捕的三维手语建模方法,利用专用动捕设备,精确捕捉手指、肢体及面部动作的细节和动态变化,并在Unity平... 手语是听障人群日常生活沟通最主要的方式,然而复杂多样的手语动作提高了手语的学习成本。本文提出一种结合手指追踪、肢体及面部动捕的三维手语建模方法,利用专用动捕设备,精确捕捉手指、肢体及面部动作的细节和动态变化,并在Unity平台中将三部分动作整合后绑定数字人体模型,实现了三维手语建模。该方法弥补了传统方法只能捕捉单一手势的缺点,在增加肢体及面部动作后,三维手语更加接近真实手语,可为手语的数字化表达和听障人群沟通辅助工具开发提供有力支持。 展开更多
关键词 手指追踪 手势识别 肢体捕捉 面部动捕 AI手语
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面向无人驾驶的零样本记忆感知选择视觉跟踪模型
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作者 李杰 汪诗敏 +7 位作者 王长城 崔亚峰 汪俊杰 周惟嘉 胡铮 兰海 杜玲 高猛 《浙江大学学报(工学版)》 北大核心 2026年第1期61-70,共10页
为了保证无人驾驶车辆在遇到目标变形、被部分或完全遮挡等情况时仍然具有较高的跟踪准确性,构建零样本视觉跟踪模型.以经典卡尔曼滤波为基础,在掩码预测阶段加入运动建模模块,考虑时间和空间的一致性并结合运动线索,对预测掩码进行循... 为了保证无人驾驶车辆在遇到目标变形、被部分或完全遮挡等情况时仍然具有较高的跟踪准确性,构建零样本视觉跟踪模型.以经典卡尔曼滤波为基础,在掩码预测阶段加入运动建模模块,考虑时间和空间的一致性并结合运动线索,对预测掩码进行循环校正.采用混合评分系统,从预测掩码中选择最优掩码.对于历史最优掩码,设计记忆感知选择模块,创建理想掩码候选库,并结合历史特征和信息线索,动态选择最合适的掩码.在LaSOT、GOT-10k和OTB100数据集上对所提模型与HIPTrack-B384等多个经典视觉跟踪模型的性能进行评估和对比,结果表明,所提模型的ROC曲线下面积(AUC)、精度、平均重叠度、交并比阈值0.50和0.75对应的重叠精度和成功率相比于对比方法中各指标的最优值分别提升了2.87%、2.73%、2.84%、3.18%、5.46%和1.62%,表明算法在多个指标上具有较好的性能. 展开更多
关键词 无人汽车 视觉跟踪 运动建模 混合评分 记忆感知选择 零样本跟踪
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基于Leap Motion体感控制技术的数字化展示系统研究 被引量:14
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作者 林德江 井志胜 +2 位作者 王国德 秦国伟 时华峰 《火炮发射与控制学报》 北大核心 2015年第4期86-90,共5页
针对大型复杂装备"模型展示"中采用"平面+鼠标"方式缺乏真实立体感和自然交互性的问题,提出了基于Leap Motion体感控制技术的数字化展示系统。设计完成了系统的硬件结构和软件架构,研究了Leap Motion到Unity 3D引... 针对大型复杂装备"模型展示"中采用"平面+鼠标"方式缺乏真实立体感和自然交互性的问题,提出了基于Leap Motion体感控制技术的数字化展示系统。设计完成了系统的硬件结构和软件架构,研究了Leap Motion到Unity 3D引擎环境的坐标转换、手势交互控制任务等系统实现的关键技术。在此基础上,结合Leap Motion SDK的Unity插件,在Unity 3D引擎中完成了场景配置和场景驱动,实现该系统。实际应用结果表明,该系统沉浸感更强,手势跟踪稳定精准,解决了装备模型立体展示和自然交互的问题,同时也为Leap Motion这种精准的、近距离手势追踪技术的探索应用提供了一定借鉴。 展开更多
关键词 体感控制 Leapmotion 幻影成像 手势追踪 UNITY3D
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Tracking controller for robot manipulators viac omposite nonlinear feedback law 被引量:1
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作者 Peng Wendong Su Jianbo 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2009年第1期129-135,共7页
A composite nonlinear feedback tracking controller for motion control of robot manipulators is described. The structure of the controller is composed of a composite nonlinear feedback law plus full robot nonlinear dyn... A composite nonlinear feedback tracking controller for motion control of robot manipulators is described. The structure of the controller is composed of a composite nonlinear feedback law plus full robot nonlinear dynamics compensation. The stability is carried out in the presence of friction. The controller takes advantage of varying damping ratios induced by the composite nonlinear feedback control, so the transient performance of the closed-loop is remarkably improved. Simulation results demonstrate the feasibility of the proposed method. 展开更多
关键词 robot control motion tracking composite nonlinear feedback STABILITY friction.
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