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The Boundary Element Method for Ordinary State-Based Peridynamics
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作者 Xue Liang Linjuan Wang 《Computer Modeling in Engineering & Sciences》 SCIE EI 2024年第6期2807-2834,共28页
The peridynamics(PD),as a promising nonlocal continuum mechanics theory,shines in solving discontinuous problems.Up to now,various numerical methods,such as the peridynamic mesh-free particlemethod(PD-MPM),peridynamic... The peridynamics(PD),as a promising nonlocal continuum mechanics theory,shines in solving discontinuous problems.Up to now,various numerical methods,such as the peridynamic mesh-free particlemethod(PD-MPM),peridynamic finite element method(PD-FEM),and peridynamic boundary element method(PD-BEM),have been proposed.PD-BEM,in particular,outperforms other methods by eliminating spurious boundary softening,efficiently handling infinite problems,and ensuring high computational accuracy.However,the existing PD-BEM is constructed exclusively for bond-based peridynamics(BBPD)with fixed Poisson’s ratio,limiting its applicability to crack propagation problems and scenarios involving infinite or semi-infinite problems.In this paper,we address these limitations by introducing the boundary element method(BEM)for ordinary state-based peridynamics(OSPD-BEM).Additionally,we present a crack propagationmodel embeddedwithin the framework ofOSPD-BEM to simulate crack propagations.To validate the effectiveness of OSPD-BEM,we conduct four numerical examples:deformation under uniaxial loading,crack initiation in a double-notched specimen,wedge-splitting test,and threepoint bending test.The results demonstrate the accuracy and efficiency of OSPD-BEM,highlighting its capability to successfully eliminate spurious boundary softening phenomena under varying Poisson’s ratios.Moreover,OSPDBEMsignificantly reduces computational time and exhibits greater consistencywith experimental results compared to PD-MPM. 展开更多
关键词 ordinary state-based peridynamics boundary element method crack propagation fracture toughness
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Bond-associated non-ordinary state-based peridynamic model for multiple spalling simulation of concrete 被引量:1
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作者 Siyang Yang Xin Gu +1 位作者 Qing Zhang Xiaozhou Xia 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 2021年第7期1104-1135,I0002,共33页
The non-ordinary state-based peridynamic(NOSB PD)model has the capability of incorporating existing constitutive relationships in the classical continuum mechanics.In the present work,we first develop an NOSB PD model... The non-ordinary state-based peridynamic(NOSB PD)model has the capability of incorporating existing constitutive relationships in the classical continuum mechanics.In the present work,we first develop an NOSB PD model corresponding to the Johnson–Holmquist II(JH-2)constitutive damage model,which can describe the severe damage of concrete under intense impact compression.Besides,the numerical oscillation problem of the NOSB PD caused by zero-energy mode is analyzed and hence a bond-associated non-ordinary state-based peridynamic(BA-NOSB PD)model is adopted to remove the oscillation.Then,the elastic deformation of a three-dimensional bar is analyzed to verify the capability of BA-NOSB PD in eliminating the numerical oscillation.Furthermore,concrete spalling caused by the interaction of incident compression wave and reflected tension wave is simulated.The dynamic tensile fracture process of concrete multiple spalling is accurately reproduced for several examples according to the spalling number and spalling thickness analysis,illustrating the approach can well simulate and analyze the concrete spalling discontinuities. 展开更多
关键词 Non-ordinary state-based peridynamics Bond-associated horizon-Johnson-HolmquistⅡ(JH-2)model Wave propagation Multiple spalling
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A Non-Ordinary State-Based Peridynamic Formulation for Failure of Concrete Subjected to Impacting Loads 被引量:4
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作者 Liwei Wu Dan Huang +1 位作者 Yepeng Xu Lei Wang 《Computer Modeling in Engineering & Sciences》 SCIE EI 2019年第3期561-581,共21页
Strain hardening and strain rate play an important role in dynamic deformation and failure problems such as high-velocity impact cases.In this paper,a non-ordinary state-based peridynamic model for failure and damage ... Strain hardening and strain rate play an important role in dynamic deformation and failure problems such as high-velocity impact cases.In this paper,a non-ordinary state-based peridynamic model for failure and damage of concrete materials subjected to impacting condition is proposed,taking the advantages of both damage model and nonlocal peridynamic method.The Holmquist-Johnson-Cook(HJC)model describing the mechanical character and damage of concrete materials under large strain,high strain rate and high hydrostatic pressure was reformulated in the framework of non-ordinary statebased peridynamic theory,and the corresponding numerical approach was developed.The proposed model and numerical approach were validated through simulating typical impacting examples and comparing the results with available experimental observations and results in literature. 展开更多
关键词 Non-ordinary state-based PERIDYNAMICS Holmquist-Johnson-Cook model dynamic FRACTURE CONCRETE NON-LOCAL
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Common Issues Identified in the Registration Labels of Ordinary Cosmetics in Beijing and Regulatory Countermeasures
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作者 Sun Lu 《China Detergent & Cosmetics》 2025年第2期16-24,共9页
This study summarizes the examination data of registration labels for ordinary cosmetics in Beijing from May 2021 to April 2024.It analyzes and categorizes the issues identified during label evaluations,explores the u... This study summarizes the examination data of registration labels for ordinary cosmetics in Beijing from May 2021 to April 2024.It analyzes and categorizes the issues identified during label evaluations,explores the underlying causes,and proposes regulatory countermeasures and recommendations for registrants,regulatory authorities,and social organizations.The objective is to offer practical insights and regulatory guidance to support the enhancement of cosmetic registration and regulatory standards. 展开更多
关键词 ordinary cosmetics REGISTRATION labels ISSUES overview suggestions
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Numerical Methods for Boundary Value Problems in Variable Coefficient Ordinary Differential Equations
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作者 ZHAO Ting-ting CAI Wei-yun 《Chinese Quarterly Journal of Mathematics》 2025年第3期295-303,共9页
In order to solve the problem of the variable coefficient ordinary differen-tial equation on the bounded domain,the Lagrange interpolation method is used to approximate the exact solution of the equation,and the error... In order to solve the problem of the variable coefficient ordinary differen-tial equation on the bounded domain,the Lagrange interpolation method is used to approximate the exact solution of the equation,and the error between the numerical solution and the exact solution is obtained,and then compared with the error formed by the difference method,it is concluded that the Lagrange interpolation method is more effective in solving the variable coefficient ordinary differential equation. 展开更多
关键词 Variable coefficient ordinary differential equations Lagrange interpolation Difference methods
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A State-Based Peridynamic Formulation for Functionally Graded Euler-Bernoulli Beams 被引量:1
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作者 Zhenghao Yang Erkan Oterkus Selda Oterkus 《Computer Modeling in Engineering & Sciences》 SCIE EI 2020年第8期527-544,共18页
In this study,a new state-based peridynamic formulation is developed for functionally graded Euler-Bernoulli beams.The equation of motion is developed by using Lagrange’s equation and Taylor series.Both axial and tra... In this study,a new state-based peridynamic formulation is developed for functionally graded Euler-Bernoulli beams.The equation of motion is developed by using Lagrange’s equation and Taylor series.Both axial and transverse displacements are taken into account as degrees of freedom.Four different boundary conditions are considered including pinned support-roller support,pinned support-pinned support,clamped-clamped and clamped-free.Peridynamic results are compared against finite element analysis results for transverse and axial deformations and a very good agreement is observed for all different types of boundary conditions. 展开更多
关键词 PERIDYNAMICS Euler-Bernoulli beam functionally graded state-based
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State-Based Control Feature Extraction for Effective Anomaly Detection in Process Industries 被引量:1
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作者 Ming Wan Jinfang Li +2 位作者 Jiangyuan Yao Rongbing Wang Hao Luo 《Computers, Materials & Continua》 SCIE EI 2020年第6期1415-1431,共17页
In process industries,the characteristics of industrial activities focus on the integrality and continuity of production process,which can contribute to excavating the appropriate features for industrial anomaly detec... In process industries,the characteristics of industrial activities focus on the integrality and continuity of production process,which can contribute to excavating the appropriate features for industrial anomaly detection.From this perspective,this paper proposes a novel state-based control feature extraction approach,which regards the finite control operations as different states.Furthermore,the procedure of state transition can adequately express the change of successive control operations,and the statistical information between different states can be used to calculate the feature values.Additionally,OCSVM(One Class Support Vector Machine)and BPNN(BP Neural Network),which are optimized by PSO(Particle Swarm Optimization)and GA(Genetic Algorithm)respectively,are introduced as alternative detection engines to match with our feature extraction approach.All experimental results clearly show that the proposed feature extraction approach can effectively coordinate with the optimized classification algorithms,and the optimized GA-BPNN classifier is suggested as a more applicable detection engine by comparing its average detection accuracies with the ones of PSO-OCSVM classifier. 展开更多
关键词 state-based control feature anomaly detection PSO-OCSVM GA-BPNN
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The singularity in the state-based peridynamic solution of uniaxial tension
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作者 Zaixing Huang 《Theoretical & Applied Mechanics Letters》 CAS CSCD 2018年第5期351-354,363,共5页
We solve the local uniaxial tension of an infinite rod in the framework of non-ordinary state-based peridynamics.The singular solutions of stress and displacement are acquired.When the influencing range of the window ... We solve the local uniaxial tension of an infinite rod in the framework of non-ordinary state-based peridynamics.The singular solutions of stress and displacement are acquired.When the influencing range of the window function approaches zero,these two solutions will return to the solutions of the classical elasticity.The analysis shows that the singularities of the solutions stem from such a feature of the window function that must be represented by a rapidly decreasing function in physics.Contrary to the classical elasticity,the stress solution of peridynamics is smoother than the displacement solution.In addition,a criterion used to select the window function is proposed in this paper. 展开更多
关键词 Peridynmics Non-ordinary state-based PERIDYNAMICS SINGULARITY LOCAL UNIAXIAL tension ANALYTICAL SOLUTION
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Meso-Scale Modeling for Effective Properties in Continuous Fiber-Reinforced Composites by State-Based Peridynamics
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作者 Xiang Li Yin Yu +1 位作者 Zhongcheng Mu Y.L.Hu 《Acta Mechanica Solida Sinica》 SCIE EI CSCD 2021年第5期729-742,共14页
This study demonstrates a homogenization approach via a modified state-based peridynamic(PD)method to predict the effective elastic properties of composite materials with periodic microstructure.The procedure of model... This study demonstrates a homogenization approach via a modified state-based peridynamic(PD)method to predict the effective elastic properties of composite materials with periodic microstructure.The procedure of modeling the PD unit cell(UC)of continuous fiber-reinforced composite is presented.Periodic boundary conditions are derived and implemented through the Lagrange multiplier method.A matrix-dominated approach for modeling the interphase properties between dissimilar materials is proposed.The periodicity and continuity assumptions are employed to determine the stress and strain fields,as well as the effective elastic properties.The PD-UCs of square and hexagonal packs as well as the 0/90 laminate microstructure are modeled and compared with the analytical,numerical and experimental results from the literature.Good agreement of predicted effective properties can be observed.Unlike other PD homogenization approaches,the effective material properties can be directly and individually obtained from simple loading conditions. 展开更多
关键词 state-based peridynamics COMPOSITES MESO-SCALE Unit Cell HOMOGENIZATION
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Finite Element Convergence for State-Based Peridynamic Fracture Models
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作者 Prashant K.Jha Robert Lipton 《Communications on Applied Mathematics and Computation》 2020年第1期93-128,共36页
We establish the a priori convergence rate for finite element approximations of a class of nonlocal nonlinear fracture models.We consider state-based peridynamic models where the force at a material point is due to bo... We establish the a priori convergence rate for finite element approximations of a class of nonlocal nonlinear fracture models.We consider state-based peridynamic models where the force at a material point is due to both the strain between two points and the change in volume inside the domain of the nonlocal interaction.The pairwise interactions between points are mediated by a bond potential of multi-well type while multi-point interactions are associated with the volume change mediated by a hydrostatic strain potential.The hydrostatic potential can either be a quadratic function,delivering a linear force–strain relation,or a multi-well type that can be associated with the material degradation and cavitation.We first show the well-posedness of the peridynamic formulation and that peridynamic evolutions exist in the Sobolev space H2.We show that the finite element approximations converge to the H2 solutions uniformly as measured in the mean square norm.For linear continuous fi nite elements,the convergence rate is shown to be Ct Δt+Csh2/ε2,where𝜖is the size of the horizon,his the mesh size,and Δt is the size of the time step.The constants Ct and Cs are independent of Δt and h and may depend on ε through the norm of the exact solution.We demonstrate the stability of the semi-discrete approximation.The stability of the fully discrete approximation is shown for the linearized peridynamic force.We present numerical simulations with the dynamic crack propagation that support the theoretical convergence rate. 展开更多
关键词 Nonlocal fracture models Peridynamic state-based peridynamic Numerical analysis Finite element approximation
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Continuous-Time Channel Prediction Based on Tensor Neural Ordinary Differential Equation
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作者 Mingyao Cui Hao Jiang +2 位作者 Yuhao Chen Yang Du Linglong Dai 《China Communications》 SCIE CSCD 2024年第1期163-174,共12页
Channel prediction is critical to address the channel aging issue in mobile scenarios.Existing channel prediction techniques are mainly designed for discrete channel prediction,which can only predict the future channe... Channel prediction is critical to address the channel aging issue in mobile scenarios.Existing channel prediction techniques are mainly designed for discrete channel prediction,which can only predict the future channel in a fixed time slot per frame,while the other intra-frame channels are usually recovered by interpolation.However,these approaches suffer from a serious interpolation loss,especially for mobile millimeter-wave communications.To solve this challenging problem,we propose a tensor neural ordinary differential equation(TN-ODE)based continuous-time channel prediction scheme to realize the direct prediction of intra-frame channels.Specifically,inspired by the recently developed continuous mapping model named neural ODE in the field of machine learning,we first utilize the neural ODE model to predict future continuous-time channels.To improve the channel prediction accuracy and reduce computational complexity,we then propose the TN-ODE scheme to learn the structural characteristics of the high-dimensional channel by low-dimensional learnable transform.Simulation results show that the proposed scheme is able to achieve higher intra-frame channel prediction accuracy than existing schemes. 展开更多
关键词 channel prediction massive multipleinput-multiple-output millimeter-wave communications ordinary differential equation
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New Numerical Integration Formulations for Ordinary Differential Equations
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作者 Serdar Beji 《Advances in Pure Mathematics》 2024年第8期650-666,共17页
An entirely new framework is established for developing various single- and multi-step formulations for the numerical integration of ordinary differential equations. Besides polynomials, unconventional base-functions ... An entirely new framework is established for developing various single- and multi-step formulations for the numerical integration of ordinary differential equations. Besides polynomials, unconventional base-functions with trigonometric and exponential terms satisfying different conditions are employed to generate a number of formulations. Performances of the new schemes are tested against well-known numerical integrators for selected test cases with quite satisfactory results. Convergence and stability issues of the new formulations are not addressed as the treatment of these aspects requires a separate work. The general approach introduced herein opens a wide vista for producing virtually unlimited number of formulations. 展开更多
关键词 Single- and Multi-Step Numerical Integration Unconventional Base-Functions ordinary Differential Equations
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The Hyers-Ulam Stability and Hyers-Ulam Instability for Some Nonhomogeneous Ordinary Differential Equations
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作者 DENG Jing-tao 《Chinese Quarterly Journal of Mathematics》 2024年第4期420-430,共11页
In this paper,we get a necessary and sufficient condition such that a class of differential inequalities hold.Using this necessary and sufficient condition,we prove that a class of first order nonhomogeneous ordinary ... In this paper,we get a necessary and sufficient condition such that a class of differential inequalities hold.Using this necessary and sufficient condition,we prove that a class of first order nonhomogeneous ordinary differential equations have the Hyers-Ulam stability.And then,we prove that some first order nonhomogeneous ordinary differential equations and some second order nonhomogeneous ordinary differential equations do not have the Hyers-Ulam instability under some suitable conditions. 展开更多
关键词 Hyers-Ulam stability Hyers-Ulam instability ordinary differential equations Necessary and sufficient condition
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Statistical study of mechanical responses of ordinary refractory ceramics under cold crushing condition with discrete element modelling
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作者 Wei-liang Du Sheng-li Jin 《Journal of Iron and Steel Research International》 CSCD 2024年第12期2971-2980,共10页
Ordinary refractory ceramics are multi-phase materials,and their inhomogeneous microstructures induce the scatter of properties.The definition of a reasonable number of samples is important to obtain representative re... Ordinary refractory ceramics are multi-phase materials,and their inhomogeneous microstructures induce the scatter of properties.The definition of a reasonable number of samples is important to obtain representative results from experiments and simulations,and this reasonable number might be property or microstructure relevant.Stochastic discrete element(DE)simulations of cold crushing tests with homogeneous interface properties were performed.Three minimum DE size ranges were used to represent matrix variation at different levels.Statistical methods,i.e.,Kolmogorov–Smirnov(K–S)test,t-test,and correlation analysis,were utilized to study the influences of minimal number of samples on mechanical properties and crack density.It revealed that a relatively small number of samples are sufficient to obtain representative cold crushing strength(CCS)and Young’s modulus,whilst a large number of samples are favourable when the fracture energy and crack density under cold crushing conditions are of interest.The analysis also showed that the fracture energy under cold crushing condition generally correlates positively with CCS,and the static Young’s moduli determined from the stress–piston displacement curves with different definitions are divergent,caused by contact compliance and premature cracking.The data from the stress–strain curves recorded directly on the sample are required for the accurate static Young’s modulus calculation. 展开更多
关键词 Discrete element method Statistic analysis ordinary refractory ceramics Minimal sample number Mechanical property
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Exploration of the Review Standards of Safety Assessment Reports for Ordinary Cosmetics
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作者 Yang Yumei Qi Dongmei +2 位作者 Li Rui Liu Zelong Yu Chunyuan 《China Detergent & Cosmetics》 CAS 2024年第4期18-29,共12页
Cosmetic safety assessment has distinct characteristics of interdisciplinary and extensive intersection,intensive technical knowledge,and high professional requirements.China is confronted with problems such as a lack... Cosmetic safety assessment has distinct characteristics of interdisciplinary and extensive intersection,intensive technical knowledge,and high professional requirements.China is confronted with problems such as a lack of professional safety assessment personnel and review personnel for cosmetic safety assessment.The compliance of safety assessment reports has become one of the important factors affecting the process of cosmetic filing and listing.This article contains the comprehensive analysis on the requirements of relevant regulations and technical documents for cosmetic safety assessment,as well as the judgment principles,and specific requirements of safety assessment reports.The key issues in current cosmetic safety assessment and the safety assessment requirements for typical products also are being focused on,so as to help standardize and unify the review standards of cosmetic safety assessment report,and provide reference for cosmetic filers. 展开更多
关键词 ordinary cosmetics safety assessment review standards typical product
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Research on the Change Path of Ordinary High School From the Perspective of Transformational Leadership——Take the No.4 High School of Xi’an High-tech Zone as an Example
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作者 Jianghua Chen 《Journal of Educational Theory and Management》 2024年第4期69-76,共8页
The Guiding Opinions of The General Office of the State Council on Promoting the Reform of ordinary high school education Mode in the New Era directly refers to the reform of ordinary high school education mode,making... The Guiding Opinions of The General Office of the State Council on Promoting the Reform of ordinary high school education Mode in the New Era directly refers to the reform of ordinary high school education mode,making it a new era mission of ordinary high school education development.The reform of ordinary high school is a complex and purposeful event,and the process of reform needs to go through several stages,each stage is faced with unique tasks,contradictions and corresponding strategies of change.As a principal,he must be clear about the goal of the school towards the future,the specific problems he needs to face and the corresponding strategies,and how to promote the overall reform of the school.What is the path of change?The proposal of transformational leadership theory provides a new way of thinking for opening the new situation of school reform.How to learn from the transformational leadership theory to seek an endogenous road for the reform of ordinary high school in our country in the complex contemporary educational environment is an important issue worth educators to study. 展开更多
关键词 ordinary high school CHANGE LEADERSHIP PERSPECTIVE MOTIVATION Care
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Petrography and classification of Elephant Moraine 14017 (EET 14017): a new primitive LL3.05 ordinary chondrite from Antarctica
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作者 Changkun Park Sun Young Park +1 位作者 Hwayoung Kim Jong Ik Lee 《Episodes》 2024年第3期465-476,共12页
The mineralogy and petrography of EET 14017 were studied using optical microscope,scanning electron microscope,electron microprobe,and micro-Raman.The mineral chemistry of olivine,pyroxene,plagioclase,spinel,and Fe-Ni... The mineralogy and petrography of EET 14017 were studied using optical microscope,scanning electron microscope,electron microprobe,and micro-Raman.The mineral chemistry of olivine,pyroxene,plagioclase,spinel,and Fe-Ni metal in EET 14017 is comparable to that of previously studied L/LL3.0x chondrites.In particular,the Cr2O3 content in the ferroan chondrule olivine and the excess silica component,[]Si4O8,in the plagioclase lead us to conclude that EET 14017 belongs to subtype 3.05.Raman spectral data of carbonaceous matter from the matrix of EET 14017 suggest a higher degree of thermal metamorphism,probably due to terrestrial weathering in Antarctica.EET 14017 and some of the other L/LL3.0x chondrites from the EET region are possibly a pair,since they have similar Cr2O3 contents of ferroan chondrule olivines and Raman spectral data,and moreover they were also found in a restricted region of the blue ice field.The plagioclase in some chondrules is a late crystal phase in the chondrule melt,which may constrain the timing of chondrule formation and cooling rate.If more L/LL3.0x chondrites like EET 14017 from Antarctica are identified,they would be excellent source material for studying the early evolution of the Solar System. 展开更多
关键词 ferroan chondrule olivine PETROGRAPHY mineral chemistry primitive LL ordinary chondrite
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普通稠油油藏冷驱热采不同驱替方式数值模拟研究 被引量:3
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作者 李洪毅 李关虎 《油气地质与采收率》 北大核心 2025年第2期104-113,共10页
针对普通稠油油藏蒸汽吞吐中后期存在地层压力低、油汽比低、常规注水补能易窜流等问题,以胜利油田C油藏为目标,利用油藏数值模拟开展了冷驱热采可行性研究。首先对降黏剂、聚合物、氮气泡沫3种常温驱替介质机理进行数值模拟表征,然后... 针对普通稠油油藏蒸汽吞吐中后期存在地层压力低、油汽比低、常规注水补能易窜流等问题,以胜利油田C油藏为目标,利用油藏数值模拟开展了冷驱热采可行性研究。首先对降黏剂、聚合物、氮气泡沫3种常温驱替介质机理进行数值模拟表征,然后再对其开采特征进行对比得出最优常温驱替介质,最后结合采出端复合吞吐效果明确冷驱热采的可行性。研究结果表明:对比3种不同常温驱替介质的开发效果,聚合物驱投入产出比最高,为2.06;氮气泡沫驱累计增油量最高,为1884t,但是投入产出比仅为1.23;降黏剂驱累计增油量最低,仅为723t;综合考虑选择聚合物作为最优常温驱替介质。相比单一冷驱和单一热采,冷驱热采累计增油量分别增加7328和3034 t。采用冷驱热采开发技术后可有效降低水油流度比,延缓压力递减,延长吞吐周期,此外在压力得到补充的前提下可适当提液增大生产压差,改善冷驱热采开发效果。 展开更多
关键词 普通稠油 蒸汽吞吐 冷驱热采 数值模拟 提高采收率
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基于神经常微分方程的自适应图时空同步交通流预测方法 被引量:1
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作者 史昕 胡欣倩 +2 位作者 赵祥模 马峻岩 王建 《交通运输工程学报》 北大核心 2025年第2期170-188,共19页
针对现有交通流预测中时空特征获取的连续性与同步性问题,提出了一种基于神经常微分方程的自适应图(AGNODE)时空同步交通流预测模型;基于历史交通流量数据的语义和距离相关性构建了双路先验邻接矩阵,利用动态滤波和节点嵌入设计了权重... 针对现有交通流预测中时空特征获取的连续性与同步性问题,提出了一种基于神经常微分方程的自适应图(AGNODE)时空同步交通流预测模型;基于历史交通流量数据的语义和距离相关性构建了双路先验邻接矩阵,利用动态滤波和节点嵌入设计了权重可自动调整的自适应邻接矩阵;结合先验和自适应邻接矩阵,利用线性加权融合建立了静动态图融合层,通过虚拟连接层内顶点特征构建了包含时间和空间2个维度的自适应时空同步结构图;引入神经常微分方程(NODE)求解图卷积网络(GCN)形成了图卷积神经常微分方程(GCNODE),利用求解步长时间对齐和GCNODE双层堆叠构建了AGNODE模型;利用加州高速公路公开交通数据集(PeMS04和PeMS08),结合平均绝对误差(MAE)、均方根误差(RMSE)以及训练和推理时间等指标,测试验证了AGNODE模型。分析结果表明:相比最优基线模型STGODE,AGNODE的单步预测(5 min)在PeMS04上MAE和RMSE分别降低了3.6%和2.8%,在PeMS08上MAE和RMSE分别降低了2.2%和1.7%;AGNODE的多步预测(15、30、60 min)在PeMS04上MAE和RMSE分别平均降低了3.0%和2.4%,在PeMS08上MAE和RMSE分别平均降低了3.6%和1.2%;随着模型网络层数增大,AGNODE的MAE和RMSE分别降低了5.3%和2.6%,STGODE的MAE和RMSE分别降低了0.7%和0.6%;AGNODE的训练和推理时间相比ASTGCN,在PeMS04和PeMS08上分别减少了11.4%和7.5%,相比STGODE以增加不超过7.7%的时间成本得到更好预测精度。可见,AGNODE模型具有较强的时空建模和参数适应能力,可以准确预测短时交通流量,能够为交通参与者提供可靠的流量信息与决策依据。 展开更多
关键词 智能交通 交通流预测 神经常微分方程 时空域联合 图卷积网络
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新文科背景下高校经管类实验室管理优化研究 被引量:1
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作者 刘勇涛 刘群 《中国现代教育装备》 2025年第3期71-73,共3页
新文科建设背景下,经管类专业人才培养目标向应用型复合型文科人才转变。高校经管类实验室作为提升经管类专业学生实践能力的重要场所,在经管类人才培养过程中发挥着重要的作用。在阐述经管类实验室管理优化必要性的基础上,分析当前高... 新文科建设背景下,经管类专业人才培养目标向应用型复合型文科人才转变。高校经管类实验室作为提升经管类专业学生实践能力的重要场所,在经管类人才培养过程中发挥着重要的作用。在阐述经管类实验室管理优化必要性的基础上,分析当前高校在经管类实验室建设与管理等方面存在的问题,提出了相应的对策建议:完善实验课程体系建设,加强跨学科课程融合;强化课程实际运用,提升教学数智化程度;更新管理理念,优化系统建设;加强实验室师资队伍建设与管理。 展开更多
关键词 新文科 高校 经管类实验室管理
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