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Rock skeleton models and seismic porosity inversion 被引量:4
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作者 贺锡雷 贺振华 +2 位作者 王绪本 熊晓军 蒋炼 《Applied Geophysics》 SCIE CSCD 2012年第3期349-358,363,共11页
By substituting rock skeleton modulus expressions into Gassmann approximate fluid equation, we obtain a seismic porosity inversion equation. However, conventional rock skeleton models and their expressions are quite d... By substituting rock skeleton modulus expressions into Gassmann approximate fluid equation, we obtain a seismic porosity inversion equation. However, conventional rock skeleton models and their expressions are quite different from each other, resuling in different seismic porosity inversion equations, potentially leading to difficulties in correctly applying them and evaluating their results. In response to this, a uniform relation with two adjusting parameters suitable for all rock skeleton models is established from an analysis and comparison of various conventional rock skeleton models and their expressions including the Eshelby-Walsh, Pride, Geertsma, Nur, Keys-Xu, and Krief models. By giving the two adjusting parameters specific values, different rock skeleton models with specific physical characteristics can be generated. This allows us to select the most appropriate rock skeleton model based on geological and geophysical conditions, and to develop more wise seismic porosity inversion. As an example of using this method for hydrocarbon prediction and fluid identification, we apply this improved porosity inversion, associated with rock physical data and well log data, to the ZJ basin. Research shows that the existence of an abundant hydrocarbon reservoir is dependent on a moderate porosity range, which means we can use the results of seismic porosity inversion to identify oil reservoirs and dry or water-saturated reservoirs. The seismic inversion results are closely correspond to well log porosity curves in the ZJ area, indicating that the uniform relations and inversion methods proposed in this paper are reliable and effective. 展开更多
关键词 Rock physics rock skeleton models adjusting parameters seismic porosityinversion Gassmann's equation
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Aircraft wing box rapid modeling based on skeleton model
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作者 Zhang Chao Xi Ping 《Computer Aided Drafting,Design and Manufacturing》 2016年第4期30-36,共7页
In the process of traditional aircraft structure design, repetitive manual modeling of aircraft wing box parts is time consuming. Meanwhile, it's difficult to update associated models when product design changes. Aim... In the process of traditional aircraft structure design, repetitive manual modeling of aircraft wing box parts is time consuming. Meanwhile, it's difficult to update associated models when product design changes. Aiming at solving these problems, a method for rapid modeling and updating associated models was put forward. Based on skeleton model, combining with the technology of template re-use, it makes aircraft wing box rapid modeling and correct updating possible. The detailed implementation process of the method was given, and a certain aircraft wing box was taken as an instance to verify the feasibility and effectiveness of this method. 展开更多
关键词 skeleton model parametric template template re-use rapid modeling
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A fnite element parametric modeling technique of aircraft wing structures 被引量:13
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作者 Tang Jiapeng Xi Ping +1 位作者 Zhang Baoyuan Hu Bifu 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2013年第5期1202-1210,共9页
A finite element parametric modeling method of aircraft wing structures is proposed in this paper because of time-consuming characteristics of finite element analysis pre-processing. The main research is positioned du... A finite element parametric modeling method of aircraft wing structures is proposed in this paper because of time-consuming characteristics of finite element analysis pre-processing. The main research is positioned during the preliminary design phase of aircraft structures. A knowledge- driven system of fast finite element modeling is built. Based on this method, employing a template parametric technique, knowledge including design methods, rules, and expert experience in the process of modeling is encapsulated and a finite element model is established automatically, which greatly improves the speed, accuracy, and standardization degree of modeling. Skeleton model, geometric mesh model, and finite element model including finite element mesh and property data are established on parametric description and automatic update. The outcomes of research show that the method settles a series of problems of parameter association and model update in the process of finite element modeling which establishes a key technical basis for finite element parametric analysis and optimization design. 展开更多
关键词 Finite element model Geometric mesh model KNOWLEDGE Parametric modeling skeleton model TEMPLATE WING
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Restoring-force model of modified RAC columns with silica fume and hybrid fiber 被引量:3
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作者 YANG Tao WANG She-liang LIU Wei 《Journal of Central South University》 SCIE EI CAS CSCD 2017年第11期2674-2684,共11页
In order to establish a restoring-force model for modified concrete columns with recycled aggregates concrete(RAC), cyclic loading tests were carried out on five concretes with RAC columns and ordinary concrete frame ... In order to establish a restoring-force model for modified concrete columns with recycled aggregates concrete(RAC), cyclic loading tests were carried out on five concretes with RAC columns and ordinary concrete frame columns under the combined influence with different admixtures and admixtures ratios(silica fume and hybrid fiber). The expressions for characteristic nodes of the skeleton curve were given by the analysis and numerical regression of the test results. In addition, the hysteretic rules of the restoring-force model and the expression for unloading stiffness were presented. Finally, we summed up the complete calculation method of the hysteretic restoring force, whose results were in good agreement with experiment. The results demonstrated that the proposed model could simulate and reflect the corresponding hysteretic behaviors, and the calculation method can provide the theoretical basis for the engineering application. 展开更多
关键词 MODIFIED RAC COLUMNS skeleton curve unloading stiffness hysteretic rule restoring-force model
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3D Visual Plant Models in Computational Fluid Dynamics Simulation of Ambient Wind Flow around an Isolated Tree 被引量:2
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作者 王宇荣 付海明 《Journal of Donghua University(English Edition)》 EI CAS 2017年第2期304-309,共6页
Plants can reduce the velocity of wind and wind erosion and prevent the movement of sand.But it may be extremely difficult to measure directly the aerodynamic characteristics of the airflow near the real vegetation in... Plants can reduce the velocity of wind and wind erosion and prevent the movement of sand.But it may be extremely difficult to measure directly the aerodynamic characteristics of the airflow near the real vegetation in field experiments on account of restriction by many objective factors.Therefore,numerous investigations have been carried out to study the efficiency of windbreaks by conducting wind tunnel experiments on simulated models or using computational fluid dynamics(CFD) simulation instead of field measurements.Plant models are simplified at some level to be used for numerical simulation in existing literatures.It is a little distortion of leaves in details if the tree canopy is regarded as a whole region which can have a certain influence on the CFD simulation.Hence,one modeling approach that combines Visual Basic for applications(VBA) and computer aided design(CAD) technology is proposed to design 3D virtual plant models.The tree models used for numerical simulation of wind flow around trees are more lifelike.In addition,this method can be applied for creating a 3D virtual vegetation library.It is also more convenient to get the diversified biological indicators by digital plants in computer. 展开更多
关键词 plant model virtual organ skeleton wind flow numerical simulation
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Time-domain dynamic constitutive model suitable for mucky soil site seismic response 被引量:3
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作者 Dong Qing Chen Su +2 位作者 Jin Liguo Zhou Zhenghua Li Xiaojun 《Earthquake Engineering and Engineering Vibration》 SCIE EI CSCD 2024年第1期1-13,共13页
Soil nonlinear behavior displays noticeable effects on the site seismic response.This study proposes a new functional expression of the skeleton curve to replace the hyperbolic skeleton curve.By integrating shear modu... Soil nonlinear behavior displays noticeable effects on the site seismic response.This study proposes a new functional expression of the skeleton curve to replace the hyperbolic skeleton curve.By integrating shear modulus and combining the dynamic skeleton curve and the damping degradation coefficient,the constitutive equation of the logarithmic dynamic skeleton can be obtained,which considers the damping effect in a soil dynamics problem.Based on the finite difference method and the multi-transmitting boundary condition,a 1D site seismic response analysis program called Soilresp1D has been developed herein and used to analyze the time-domain seismic response in three types of sites.At the same time,this study also provides numerical simulation results based on the hyperbolic constitutive model and the equivalent linear method.The results verify the rationality of the new soil dynamic constitutive model.It can analyze the mucky soil site nonlinear seismic response,reflecting the deformation characteristics and damping effect of the silty soil.The hysteresis loop area is more extensive,and the residual strain is evident. 展开更多
关键词 seismic response time-domain dynamic constitutive model logarithmic dynamic skeleton dampening effect mucky soil
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Time-dependent behavior comparison of long-span concrete arch bridge between prototype and model 被引量:1
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作者 WANG Yong-bao QIN Peng-ju +2 位作者 LIU Zhi-hua ZHANG Xiao MAO Min 《Journal of Central South University》 SCIE EI CAS CSCD 2022年第5期1565-1577,共13页
Beipanjiang Bridge is a long-span concrete arch bridges with stiffened skeleton(CABSS)in China.It has a fixed end arch with the span of 445 m and the rise of 100 m.To evaluate the rationality of the construction seque... Beipanjiang Bridge is a long-span concrete arch bridges with stiffened skeleton(CABSS)in China.It has a fixed end arch with the span of 445 m and the rise of 100 m.To evaluate the rationality of the construction sequence and the time-dependent behavior of CABSS,an experimental study of a model bridge was explored.But the measured displacement and stress ratios of arch rib between prototype and model bridge did not subject to linear similarity relation when the time-dependent behavior was considered.So,the three-dimensional finite element models were established,and verified by the measured data.Then,the displacements and stresses of the prototype and model were compared with each other,when the elastic analysis or coupling of temperature and shrinkage,creep effect was considered.Furthermore,a parametric study was studied.The results showed that when the temperature,shrinkage and creep effect of concrete are considered,the finite element analysis results of prototype and model agree well with the measured results.The displacement and stress ratios of prototype and model bridge in construction and bridge completed stage do not present the geometric similarity ratio 7.5 and 1.0,respectively.They are also much influenced by concrete predicting model and variation of temperature. 展开更多
关键词 concrete arch bridge time-dependent behavior finite element model test stiffened skeleton
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Deep learning-based activity recognition and fine motor identification using 2D skeletons of cynomolgus monkeys 被引量:1
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作者 Chuxi Li Zifan Xiao +11 位作者 Yerong Li Zhinan Chen Xun Ji Yiqun Liu Shufei Feng Zhen Zhang Kaiming Zhang Jianfeng Feng Trevor W.Robbins Shisheng Xiong Yongchang Chen Xiao Xiao 《Zoological Research》 SCIE CSCD 2023年第5期967-980,共14页
Video-based action recognition is becoming a vital tool in clinical research and neuroscientific study for disorder detection and prediction.However,action recognition currently used in non-human primate(NHP)research ... Video-based action recognition is becoming a vital tool in clinical research and neuroscientific study for disorder detection and prediction.However,action recognition currently used in non-human primate(NHP)research relies heavily on intense manual labor and lacks standardized assessment.In this work,we established two standard benchmark datasets of NHPs in the laboratory:Monkeyin Lab(Mi L),which includes 13 categories of actions and postures,and MiL2D,which includes sequences of two-dimensional(2D)skeleton features.Furthermore,based on recent methodological advances in deep learning and skeleton visualization,we introduced the Monkey Monitor Kit(Mon Kit)toolbox for automatic action recognition,posture estimation,and identification of fine motor activity in monkeys.Using the datasets and Mon Kit,we evaluated the daily behaviors of wild-type cynomolgus monkeys within their home cages and experimental environments and compared these observations with the behaviors exhibited by cynomolgus monkeys possessing mutations in the MECP2 gene as a disease model of Rett syndrome(RTT).Mon Kit was used to assess motor function,stereotyped behaviors,and depressive phenotypes,with the outcomes compared with human manual detection.Mon Kit established consistent criteria for identifying behavior in NHPs with high accuracy and efficiency,thus providing a novel and comprehensive tool for assessing phenotypic behavior in monkeys. 展开更多
关键词 Action recognition Fine motor identification Two-stream deep model 2D skeleton Non-human primates Rett syndrome
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Digital Model of Human Lower Extremity Musculoskeletal System Based on CT & MRI 被引量:1
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作者 尚鹏 王成焘 王立 《Journal of Donghua University(English Edition)》 EI CAS 2004年第4期102-107,共6页
A new method to reconstruct a comparatively complete muscle model of the human lower limb from CT and MRI data is presented. Topological structure of more than fourteen muscles is built and coordinates of origin and i... A new method to reconstruct a comparatively complete muscle model of the human lower limb from CT and MRI data is presented. Topological structure of more than fourteen muscles is built and coordinates of origin and insertion points are given. Based on this model, straight-line model and centroid-line muscle model are acquired. Muscle force prediction is discussed according to the model reconstructed, and a multi-objective optimization method is put forward for evaluating muscle forces of the human lower extremity. 展开更多
关键词 skeleton Muscular model muscle force optimization.
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Online RGB-D person re-identification based on metric model update 被引量:5
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作者 Hong Liu Liang Hu Liclian Ma 《CAAI Transactions on Intelligence Technology》 2017年第1期48-55,共8页
Person re-identification (re-id) on robot platform is an important application for human-robot- interaction (HRI), which aims at making the robot recognize the around persons in varying scenes. Although many effec... Person re-identification (re-id) on robot platform is an important application for human-robot- interaction (HRI), which aims at making the robot recognize the around persons in varying scenes. Although many effective methods have been proposed for surveillance re-id in recent years, re-id on robot platform is still a novel unsolved problem. Most existing methods adapt the supervised metric learning offline to improve the accuracy. However, these methods can not adapt to unknown scenes. To solve this problem, an online re-id framework is proposed. Considering that robotics can afford to use high-resolution RGB-D sensors and clear human face may be captured, face information is used to update the metric model. Firstly, the metric model is pre-trained offline using labeled data. Then during the online stage, we use face information to mine incorrect body matching pairs which are collected to update the metric model online. In addition, to make full use of both appearance and skeleton information provided by RGB-D sensors, a novel feature funnel model (FFM) is proposed. Comparison studies show our approach is more effective and adaptable to varying environments. 展开更多
关键词 Person re-identification Online metric model update Face information skeleton information
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Skeleton-Based Volumetric Parameterizations for Lattice Structures
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作者 Long Chen Shuxun Liang +2 位作者 Nan Yan Xiangqian Yang Baotong Li 《Computer Modeling in Engineering & Sciences》 SCIE EI 2023年第4期687-709,共23页
Lattice structures with excellent physical properties have attracted great research interest.In this paper,a novel volume parametric modeling method based on the skeleton model is proposed for the construction of thre... Lattice structures with excellent physical properties have attracted great research interest.In this paper,a novel volume parametric modeling method based on the skeleton model is proposed for the construction of threedimensional lattice structures.The skeleton model is divided into three types of nodes.And the corresponding algorithms are utilized to construct diverse types of volume parametric nodes.The unit-cell is assembled with distinct nodes according to the geometric features.The final lattice structure is created by the periodic arrangement of unit-cells.Several different types of volume parametric lattice structures are constructed to prove the stability and applicability of the proposed method.The quality is assessed in terms of the value of the Jacobian matrix.Moreover,the volume parametric lattice structures are tested with the isogeometric analysis to verify the feasibility of integration of modeling and simulation. 展开更多
关键词 Lattice structure volumetric parameterization skeleton model node modeling
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Compound Hidden Markov Model for Activity Labelling
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作者 Jose Israel Figueroa-Angulo Jesus Savage +2 位作者 Ernesto Bribiesca Boris Escalante Luis Enrique Sucar 《International Journal of Intelligence Science》 2015年第5期177-195,共19页
This research presents a novel way of labelling human activities from the skeleton output computed from RGB-D data from vision-based motion capture systems. The activities are labelled by means of a Compound Hidden Ma... This research presents a novel way of labelling human activities from the skeleton output computed from RGB-D data from vision-based motion capture systems. The activities are labelled by means of a Compound Hidden Markov Model. The linkage of several Linear Hidden Markov Models to common states, makes a Compound Hidden Markov Model. Each separate Linear Hidden Markov Model has motion information of a human activity. The sequence of most likely states, from a sequence of observations, indicates which activities are performed by a person in an interval of time. The purpose of this research is to provide a service robot with the capability of human activity awareness, which can be used for action planning with implicit and indirect Human-Robot Interaction. The proposed Compound Hidden Markov Model, made of Linear Hidden Markov Models per activity, labels activities from unknown subjects with an average accuracy of 59.37%, which is higher than the average labelling accuracy for activities of unknown subjects of an Ergodic Hidden Markov Model (6.25%), and a Compound Hidden Markov Model with activities modelled by a single state (18.75%). 展开更多
关键词 Hidden MARKOV model COMPOUND Hidden MARKOV model ACTIVITY Recognition HUMAN ACTIVITY HUMAN MOTION MOTION Capture skeleton Computer Vision Machine Learning MOTION Analysis
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The Stability of Logistic Model with Random Impulse
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作者 LI Jun-ping HOU Zhen-ting 《Chinese Quarterly Journal of Mathematics》 CSCD 2009年第1期1-9,共9页
This paper is devoted to studying the stability of Logistic model with random impulse by using the theory of Markov skeleton processes and a convenient condition for Logistic model with random impulse to be stable is ... This paper is devoted to studying the stability of Logistic model with random impulse by using the theory of Markov skeleton processes and a convenient condition for Logistic model with random impulse to be stable is given. 展开更多
关键词 Logistic model Markov skeleton process random impulse STABILITY
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3D Vector Reconstruction of the Neck Skeleton from the Anatomical Sections of Korean Visible Human at the Anatomical Laboratory of Paris Descartes
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作者 Abdoulaye Kanté Mariam Daou +10 位作者 Jean François Uhl Vincent Delmas Babou Ba Tata Touré Ousmane Touré Moumouna Koné Demba Yatera Youssouf Sidibé Drissa Traoré Bréhima Coulibaly Nouhoum Ongoïba 《Forensic Medicine and Anatomy Research》 2021年第4期41-53,共13页
<b><span style="font-family:;" "="">Aim:</span></b><span><span><span style="font-family:;" "=""> To perform a vector 3D recon... <b><span style="font-family:;" "="">Aim:</span></b><span><span><span style="font-family:;" "=""> To perform a vector 3D reconstruction of the neck skeleton from the anatomical sections of the “Korean Visible Human” for educational purposes. <b>Material and Methods: </b>The anatomical subject was a 33-year-old Korean male who died of leukemia. It measured 164 cm and weighed 55</span></span></span><span><span><span style="font-family:;" "=""> </span></span></span><span><span><span style="font-family:;" "="">kgs.</span></span></span><span><span><span style="font-family:;" "=""> </span></span></span><span><span><span style="font-family:;" "="">The anatomical cuts were made in 2010 after an MRI and a CT scan. A special saw (cryomacrotome) made it possible to make cuts on the frozen body of 0.2 mm thick or 5960 slices. Sections numbered 1500 to 2000 (500 neck sections) were used for this study. Manual contouring segmentation of each anatomical element of the anterior neck area was done using Winsurf software version 3.5 on a PC. <b>Results</b>: Our vector 3D neck model includes the following: cervical vertebrae, hyoid bone, sternum manubrium and clavicles. This vector model has been integrated into the virtual dissection table</span></span></span><span><span><span style="font-family:;" "=""> </span></span></span><span><span><span style="font-family:;" "="">Diva3d, a new educational tool used by universities and medical schools to learn anatomy. This model was also put online on the Sketchfab website and printed in 3D using an ENDER 3 printer. <b>Conclusion:</b> This original work is a remarkable educational tool for the study of the skeleton of the neck and can also serve as a 3D atlas for simulation purposes for training therapeutic gestures.</span></span></span> 展开更多
关键词 Neck skeleton Korean Visible Human 3D Vector modeling Virtual Dissection Table Diva3d Teaching
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A Modular Incremental Model for English Full Parsing
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作者 孟遥 Li +4 位作者 Sheng Zhao Tiejun Zhang Jing 《High Technology Letters》 EI CAS 2003年第2期57-60,共4页
In this paper, we present a modular incremental statistical model for English full parsing. Unlike other full parsing approaches in which the analysis of the sentence is a uniform process, our model separates the full... In this paper, we present a modular incremental statistical model for English full parsing. Unlike other full parsing approaches in which the analysis of the sentence is a uniform process, our model separates the full parsing into shallow parsing and sentence skeleton parsing. In shallow parsing, we finish POS tagging, Base NP identification, prepositional phrase attachment and subordinate clause identification. In skeleton parsing, we use a layered feature-oriented statistical method. Modularity possesses the advantage of solving different problems in parsing with corresponding mechanisms. Feature-oriented rule is able to express the complex lingual phenomena at the key point if needed. Evaluated on Penn Treebank corpus, we obtained 89.2% precision and 89.8% recall. 展开更多
关键词 incremental statistical model shallow parsing skeleton parsing feature-oriented rule
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Self-adaptive individual tree modeling based on skeleton graph optimization and fractal self-similarity
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作者 Zhenyang Hui Yating He +3 位作者 Shuanggen Jin Wenbo Chen Penggen Cheng Yao Yevenyo Ziggah 《Plant Phenomics》 2025年第2期348-361,共14页
Three-dimensional tree modeling is crucial for forest ecological applications.However,building accurate indi-vidual tree models still faces unresolved challenges,such as wrongly connected branches within the canopy an... Three-dimensional tree modeling is crucial for forest ecological applications.However,building accurate indi-vidual tree models still faces unresolved challenges,such as wrongly connected branches within the canopy and poor quality modeling results when dealing with tree points containing data gaps.To address these issues,this paper proposes an in-novation method for individual tree modeling based on skeleton graph optimization and fractal self-similarity.In this paper,the skeleton points are initially extracted through the Laplacian-based contraction and the farthest distance spherical sampling.To centralize the extracted skeleton points within each point set,a method for skeleton points adjusting and optimization is presented,which helps achieve centralized skeleton points,particularly in cases with incomplete branch points.Additionally,instead of using Euclidean distance or its square as edge weight,the paper proposes a novel edge weight definition,which ensures the construction of correctly connected skeleton lines,especially for branches within the canopy.To improve fidelity and robustness against outliers,fractal self-similarity is first applied in this paper to refine individual tree models and achieve better modeling results.The effectiveness of the pro-posed method is evaluated using 29 individual trees of different structure characteristics with known harvest volumes.Experimental results demonstrate that this method achieves tree volumes closest to the referenced values,with a relative mean de-viation of 0.01%and a relative root mean square error of 0.09%.Moreover,the concordance correlation co-efficient of the proposed method is 0.994,outperforming two classical individual tree modeling methods,TreeQSM(Quantitative Structure Model)and AdQSM,based on five accuracy indicators. 展开更多
关键词 Individual tree modeling skeleton points Graph optimization Fractal self-similarity
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基于数字孪生的人机距离快速感知方法
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作者 褚明 陈宇 +1 位作者 毕敬峰 张萌 《计算机集成制造系统》 北大核心 2025年第12期4406-4417,共12页
针对人与机器人共存场景下的人机距离测量问题,提出一种基于数字孪生的人机距离快速感知方法。首先,通过融合信息物理系统和虚拟现实技术,设计了具有高解算精度和强实时特性的人机数字孪生系统架构。其次,采用骨骼模型和三维偏移量技术... 针对人与机器人共存场景下的人机距离测量问题,提出一种基于数字孪生的人机距离快速感知方法。首先,通过融合信息物理系统和虚拟现实技术,设计了具有高解算精度和强实时特性的人机数字孪生系统架构。其次,采用骨骼模型和三维偏移量技术实现人机三维实体渲染映射,进而构建了覆盖人机骨骼关节段的空间向量差范数遍历算法,完成了人机距离的快速实时解算。最后,建立人机数字孪生环境并开展实验验证,结果表明:不同基准长度下的人机距离解算误差均低于3.5%,且从初始数据渲染到最终完成人机距离解算的全程耗时低于48 ms,与传统视觉点云方法测量人机距离的耗时相比,提升了两个数量级。 展开更多
关键词 协作机器人 数字孪生 距离感知 骨骼模型 三维偏移量
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基于引导图卷积网络的人体动作轮廓动态识别
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作者 鲁光男 李柯景 岳莉 《现代电子技术》 北大核心 2025年第21期101-104,共4页
为捕捉节点信号随时间的演变规律,准确预测人体动作,提升人员安全性,文中提出基于引导图卷积网络的人体动作轮廓动态识别方法,全面地理解人体动作的动态变化。利用OpenPose模型获取动作视频中人体各个关节点的位置,构建人体动作骨架图;... 为捕捉节点信号随时间的演变规律,准确预测人体动作,提升人员安全性,文中提出基于引导图卷积网络的人体动作轮廓动态识别方法,全面地理解人体动作的动态变化。利用OpenPose模型获取动作视频中人体各个关节点的位置,构建人体动作骨架图;建立跨时空图结构,描述不同视频帧人体关键点之间的时间依赖关系,设计多尺度邻接矩阵,捕捉人体动作的跨时空相关性;引入注意力机制对不同尺度的邻接矩阵进行权重分配,确定关键关节点间的关系;基于频谱图理论对人体骨架时空图进行时空卷积操作,深入挖掘空间维度上的信号关联性,并捕捉节点信号随时间的演变,通过全连接层进行降维和激活函数处理,输出人体动作轮廓动态识别结果。结果表明:文中方法能够有效地捕捉人体动作的时空特征,对于不同场景下和不同复杂程度的动作类型,该方法的人体动作轮廓动态识别准确性均在90%以上,证明所提方法具有较高的准确性和鲁棒性。 展开更多
关键词 OpenPose模型 图卷积网络 注意力机制 频谱图理论 人体骨架时空图 时空特性
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考虑不均匀冻融损伤RC梁柱节点抗震性能评估
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作者 程小珊 徐丽 郄亚微 《地震工程与工程振动》 北大核心 2025年第5期193-207,共15页
在严寒地区,冻融循环(freeze-thaw cycle,FTC)是导致钢筋混凝土(reinforced concrete,RC)结构破坏的主要因素之一。冻融损伤后的RC梁柱节点的抗震性能评估对于结构安全性至关重要。然而,有关严寒环境下冻损伤RC梁柱节点抗震性能评估的... 在严寒地区,冻融循环(freeze-thaw cycle,FTC)是导致钢筋混凝土(reinforced concrete,RC)结构破坏的主要因素之一。冻融损伤后的RC梁柱节点的抗震性能评估对于结构安全性至关重要。然而,有关严寒环境下冻损伤RC梁柱节点抗震性能评估的研究却很少。该文深入探究了冻融循环次数(NFTCs)和轴压比(n)对RC梁柱节点抗震性能的影响,并在试验研究的基础上建立了综合考虑不均匀温度场分布和轴压比影响的冻损RC梁柱节点核心区剪力-剪应变计算模型。研究结果表明:随着NFTCs的增加,RC节点的峰值荷载与核心区的抗剪承载力均下降,而节点延性与剪应变γ以及剪切变形占总变形的比例ΔPZ/Δ逐渐增加,且在经历300次NFTCs后节点核心区的ΔPZ/Δ高达21.90%;所建立的冻损RC梁柱节点核心区剪力-剪应变计算模型能够准确计算剪力V jh和剪应变γ,其平均误差不超过20%,标准偏差不超过0.1。该文所建立的剪切骨架曲线计算模型可用于冻融损伤RC梁柱节点的抗震性能评估。 展开更多
关键词 冻融损伤 钢筋混凝土梁柱节点 抗震性能评估 剪切骨架曲线计算模型
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基于超图卷积和多角度拓扑细化的骨骼行为识别方法
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作者 黄倩 苏新凯 +1 位作者 李畅 巫义锐 《计算机科学》 北大核心 2025年第5期220-226,共7页
由于人体骨架是一个天然存在的拓扑结构,因此图卷积网络(GCNs)被广泛地应用于基于骨骼的人体行为识别。然而,目前的基于GCN的方法只关注关节点对之间的低阶关系,而忽略了潜在的关节点在关节点群中的高阶关系。同时,现有的方法忽略了空... 由于人体骨架是一个天然存在的拓扑结构,因此图卷积网络(GCNs)被广泛地应用于基于骨骼的人体行为识别。然而,目前的基于GCN的方法只关注关节点对之间的低阶关系,而忽略了潜在的关节点在关节点群中的高阶关系。同时,现有的方法忽略了空间拓扑随时间的动态变化。这些不足影响了模型的表现。为此,利用K-NN计算出相关性高的关节点构成超边,提出了超图构建方法和超边图卷积来动态地学习关节点间的高阶关系。此外,设计了一个从时间和通道角度细化的拓扑图来学习帧级的和通道级的关节点对之间的相关性。最后,开发了一个多角度拓扑细化的超图卷积网络(HyperMTR-GCN)用于骨骼行为识别,其在NTU RGB+D和NTU RGB+D 120数据集上具有显著优势。具体地,所提方法在NTU RGB+D的X-sub基准上比2s-AGCN提高了3.7%,在NTU RGB+D 120的X-sub基准上比2s-AGCN提高了5.7%。 展开更多
关键词 行为识别 图卷积网络 超图神经网络 骨架建模 拓扑细化
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