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众包物流接包方持续参与意愿影响因素研究 被引量:28
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作者 梁晓蓓 黄立霞 江江 《商业经济与管理》 CSSCI 北大核心 2017年第7期5-15,共11页
懒人经济盛行之下,到家服务日益火爆,如何激励众包物流接包方的持续参与,是企业保证众包物流团队稳定性和提升服务质量过程中亟待解决的问题,也是当前研究的难点问题。文章在参考PAM-ISC及TPB模型的基础上,构建了众包物流接包方持续参... 懒人经济盛行之下,到家服务日益火爆,如何激励众包物流接包方的持续参与,是企业保证众包物流团队稳定性和提升服务质量过程中亟待解决的问题,也是当前研究的难点问题。文章在参考PAM-ISC及TPB模型的基础上,构建了众包物流接包方持续参与意愿的影响因素模型,主要分析参与动机、主观规范、感知行为控制、满意度和接包方持续参与意愿的关系。基于对众包物流接包方的问卷调查,采用SMARTPLS2.0软件进行实证分析,研究结果表明:参与动机、主观规范及感知行为控制对接包方持续参与意愿有正向影响;满意度在参与动机对持续参与意愿的影响过程中起部分中介作用。研究结论对于提升众包物流接包方的参与满意度及激励其持续参与行为,促进众包物流模式的稳定和健康发展,有一定的理论指导和应用价值。 展开更多
关键词 众包物流 接包方 满意度 持续参与意愿
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众包竞赛中接包方的创新绩效影响因素研究 被引量:18
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作者 卢新元 黄河 +1 位作者 李梓奇 卢泉 《管理学报》 CSSCI 北大核心 2018年第5期750-758,共9页
针对如何提高众包竞赛模式下接包方创新绩效的问题,通过对猪八戒网接包用户的数据收集,在工作设计理论的基础上,构建众包竞赛下接包方创新绩效影响因素模型,并采用偏最小二乘方法进行实证分析。研究结果表明:任务赏金和自主性正向影响... 针对如何提高众包竞赛模式下接包方创新绩效的问题,通过对猪八戒网接包用户的数据收集,在工作设计理论的基础上,构建众包竞赛下接包方创新绩效影响因素模型,并采用偏最小二乘方法进行实证分析。研究结果表明:任务赏金和自主性正向影响接包方参与意愿,任务隐性负向影响接包方参与意愿;众包平台交互性和信任环境正向影响接包方的努力程度;接包方参与意愿和努力程度正向影响接包方创新绩效,并且努力程度的影响更大。 展开更多
关键词 众包竞赛 接包方 创新绩效
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ODE CONVERSION TECHNIQUES AND THEIR APPLICATIONS IN COMPUTATIONAL MECHANICS 被引量:14
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作者 袁驷 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 1991年第3期283-288,共6页
In this paper,a number of ordinary differential equation(ODE)conversion techniques for trans- formation of nonstandard ODE boundary value problems into standard forms are summarised,together with their applications to... In this paper,a number of ordinary differential equation(ODE)conversion techniques for trans- formation of nonstandard ODE boundary value problems into standard forms are summarised,together with their applications to a variety of boundary value problems in computational solid mechanics,such as eigenvalue problem,geometrical and material nonlinear problem,elastic contact problem and optimal design problems through some simple and representative examples,The advantage of such approach is that various ODE bounda- ry value problems in computational mechanics can be solved effectively in a unified manner by invoking a stand- ard ODE solver. 展开更多
关键词 ODE solvers conversion techniques computational mechanics
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常微分方程技术及其在固体力学计算中的应用 被引量:4
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作者 袁驷 《力学学报》 EI CSCD 北大核心 1992年第1期109-115,共7页
常微分方程(ODE——Ordinary Differential Equation)边值问题的最新计算求解技术的迅速发展推出了一批高质高效的通用软件,而工程中大量的ODE问题并非呈现为这些求解器(Solver)所接受的标准形式。然而,运用一些简单的ODE变换技巧可以... 常微分方程(ODE——Ordinary Differential Equation)边值问题的最新计算求解技术的迅速发展推出了一批高质高效的通用软件,而工程中大量的ODE问题并非呈现为这些求解器(Solver)所接受的标准形式。然而,运用一些简单的ODE变换技巧可以将大量的不同类型的特殊问题转化为标准形式。本文列举了若干常用的变换技巧,并广泛地应用于各种固体力学问题的计算中,使大量的ODE问题在形式上得到统一,得以用标准的ODE Solver方便有效地求解。 展开更多
关键词 常微分方程 求解器 固体力学
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Lattice Boltzmann Flux Solver:An Efficient Approach for Numerical Simulation of Fluid Flows 被引量:7
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作者 Shu Chang Wang Y +1 位作者 Yang L M Wu J 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI 2014年第1期1-15,共15页
A lattice Boltzmann flux solver(LBFS)is presented for simulation of fluid flows.Like the conventional computational fluid dynamics(CFD)solvers,the new solver also applies the finite volume method to discretize the gov... A lattice Boltzmann flux solver(LBFS)is presented for simulation of fluid flows.Like the conventional computational fluid dynamics(CFD)solvers,the new solver also applies the finite volume method to discretize the governing differential equations,but the numerical flux at the cell interface is not evaluated by the smooth function approximation or Riemann solvers.Instead,it is evaluated from local solution of lattice Boltzmann equation(LBE)at cell interface.Two versions of LBFS are presented in this paper.One is to locally apply one-dimensional compressible lattice Boltzmann(LB)model along the normal direction to the cell interface for simulation of compressible inviscid flows with shock waves.The other is to locally apply multi-dimensional LB model at cell interface for simulation of incompressible viscous and inviscid flows.The present solver removes the drawbacks of conventional lattice Boltzmann method(LBM)such as limitation to uniform mesh,tie-up of mesh spacing and time interval,limitation to viscous flows.Numerical examples show that the present solver can be well applied to simulate fluid flows with non-uniform mesh and curved boundary. 展开更多
关键词 finite volume method flux solvers compressible flow incompressible flow Navier-Stokes equation lattice Boltzmann equation
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校园众包物流接包方持续参与意愿影响因素及实现路径研究
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作者 秦玲玲 《物流科技》 2023年第21期47-50,共4页
日益增长的校园物流上门服务需求与传统校园物流站点服务之间的矛盾,使不少高校陷入“最后一公里”配送困境,具有持续参与吸引力的校园众包物流模式成为解决问题的最优方案。文章基于SVAM模型,对校园众包物流接包方持续参与意愿的影响... 日益增长的校园物流上门服务需求与传统校园物流站点服务之间的矛盾,使不少高校陷入“最后一公里”配送困境,具有持续参与吸引力的校园众包物流模式成为解决问题的最优方案。文章基于SVAM模型,对校园众包物流接包方持续参与意愿的影响因素及实现路径进行研究。通过问卷调查法及结构方程分析,发现自我效用感、物质收益、感知风险是校园众包物流接包方持续参与意愿的影响因素,并且三者之间相互作用。据此向校园众包物流平台提出加强活动宣传与支持、创新定价与奖励机制、优化运营流程与保障方案三项针对性建议,以此增强接包方持续参与意愿。 展开更多
关键词 校园众包物流 接包方 持续参与意愿 影响因素 实现路径
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Bjorken Flow Revisited:Analytic and Numerical Solutions in Flat Space-Time Coordinates
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作者 Daniele Simeoni Alessandro Gabbana Sauro Succi 《Communications in Computational Physics》 SCIE 2023年第1期174-188,共15页
In this work we provide analytic and numerical solutions for the Bjorken flow,a standard benchmark in relativistic hydrodynamics providing a simple model for the bulk evolution of matter created in collisions between ... In this work we provide analytic and numerical solutions for the Bjorken flow,a standard benchmark in relativistic hydrodynamics providing a simple model for the bulk evolution of matter created in collisions between heavy nuclei.We consider relativistic gases of both massive and massless particles,working in a(2+1)and(3+1)Minkowski space-time coordinate system.The numerical results from a recently developed lattice kinetic scheme show excellent agreement with the analytic solutions. 展开更多
关键词 Relativistic hydrodynamics heavy-ion collisions Bjorken flow lattice kinetic solvers
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Parallel Iterative FEM Solver with Initial Guess for Frequency Domain Electromagnetic Analysis
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作者 Woochan Lee Woobin Park +2 位作者 Jaeyoung Park Young-Joon Kim Moonseong Kim 《Intelligent Automation & Soft Computing》 SCIE 2023年第5期1585-1602,共18页
The finite element method is a key player in computational electromag-netics for designing RF(Radio Frequency)components such as waveguides.The frequency-domain analysis is fundamental to identify the characteristics ... The finite element method is a key player in computational electromag-netics for designing RF(Radio Frequency)components such as waveguides.The frequency-domain analysis is fundamental to identify the characteristics of the components.For the conventional frequency-domain electromagnetic analysis using FEM(Finite Element Method),the system matrix is complex-numbered as well as indefinite.The iterative solvers can be faster than the direct solver when the solver convergence is guaranteed and done in a few steps.However,such complex-numbered and indefinite systems are hard to exploit the merit of the iterative solver.It is also hard to benefit from matrix factorization techniques due to varying system matrix parts according to frequency.Overall,it is hard to adopt conventional iterative solvers even though the system matrix is sparse.A new parallel iterative FEM solver for frequency domain analysis is implemented for inhomogeneous waveguide structures in this paper.In this implementation,the previous solution of the iterative solver of Matlab(Matrix Laboratory)employ-ing the preconditioner is used for the initial guess for the next step’s solution process.The overlapped parallel stage using Matlab’s Parallel Computing Toolbox is also proposed to alleviate the cold starting,which ruins the convergence of early steps in each parallel stage.Numerical experiments based on waveguide structures have demonstrated the accuracy and efficiency of the proposed scheme. 展开更多
关键词 Computational electromagnetics numerical simulation finite element method parallel processing iterative solvers
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Two-stage fourth order: temporal-spatial coupling in computational fluid dynamics (CFD) 被引量:4
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作者 Jiequan Li 《Advances in Aerodynamics》 2019年第1期39-74,共36页
With increasing engineering demands,there need high order accurate schemes embedded with precise physical information in order to capture delicate small scale structures and strong waves with correct“physics”.There ... With increasing engineering demands,there need high order accurate schemes embedded with precise physical information in order to capture delicate small scale structures and strong waves with correct“physics”.There are two families of high order methods:One is the method of line,relying on the Runge-Kutta(R-K)time-stepping.The building block is the Riemann solution labeled as the solution element“1”.Each step in R-K just has first order accuracy.In order to derive a fourth order accuracy scheme in time,one needs four stages labeled as“1111=4”.The other is the one-stage Lax-Wendroff(LW)type method,which is more compact but is complicated to design numerical fluxes and hard to use when applied to highly nonlinear problems.In recent years,the pair of solution element and dynamics element,labeled as“2”,are taken as the building block.The direct adoption of the dynamics implies the inherent temporal-spatial coupling.With this type of building blocks,a family of two-stage fourth order accurate schemes,labeled as“22=4”,are designed for the computation of compressible fluid flows.The resulting schemes are compact,robust and efficient.This paper contributes to elucidate how and why high order accurate schemes should be so designed.To some extent,the“22=4”algorithm extracts the advantages of the method of line and one-stage LW method.As a core part,the pair“2”is expounded and LW solver is revisited.The generalized Riemann problem(GRP)solver,as the discontinuous and nonlinear version of LW flow solver,and the gas kinetic scheme(GKS)solver,the microscopic LW solver,are all reviewed.The compact Hermite-type data reconstruction and high order approximation of boundary conditions are proposed.Besides,the computational performance and prospective discussions are presented. 展开更多
关键词 Compressible fluid dynamics Hyperbolic balance laws High order methods Temporal-spatial coupling Multi-stage two-derivative methods Lax-Wendroff type flow solvers GRP solver
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APPLICATION OF MFCAV RIEMANN SOLVER TO MAIRE'S CELL-CENTERED LAGRANGIAN METHOD 被引量:1
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作者 Yan Liu Baolin Tian +3 位作者 Weidong Shen Shuanghu Wang Song Jiang Dekang Mao 《Journal of Computational Mathematics》 SCIE CSCD 2015年第2期128-145,共18页
In this paper, we apply arbitrary Riemann solvers, which may not satisfy the Maire's requirement, to the Maire's node-based Lagrangian scheme developed in [P. H. Maire et al., SIAM J. Sci. Comput, 29 (2007), 1781-... In this paper, we apply arbitrary Riemann solvers, which may not satisfy the Maire's requirement, to the Maire's node-based Lagrangian scheme developed in [P. H. Maire et al., SIAM J. Sci. Comput, 29 (2007), 1781-1824]. In particular, we apply the so-called Multi-Fluid Channel on Averaged Volume (MFCAV) Riemann solver and a Riemann solver that adaptively combines the MFCAV solver with other more dissipative Riemann solvers to the Maire's scheme. It is noted that neither of the two solvers satisfies the Maire's requirement. Numerical experiments are presented to demonstrate that the application of the two Riemann solvers is successful. 展开更多
关键词 Maire's node-based Lagrangian scheme Riemann solvers Riemann invariants weighted least squares procedure.
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THE SCHWARZ CHAOTIC RELAXATION METHOD WITH INEXACT SOLVERS ON THE SUBDOMAINS 被引量:1
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作者 Jian-guo Huang(Department of Applied Mathematics, Shanghai Jiao Tong University,Shanghai 200240, China) 《Journal of Computational Mathematics》 SCIE CSCD 1999年第2期125-132,共8页
In this paper, a S-CR method with inexact solvers on the subdomains is presented, and then its convergence property is proved under very general conditions. This result is important because it guarantees the effective... In this paper, a S-CR method with inexact solvers on the subdomains is presented, and then its convergence property is proved under very general conditions. This result is important because it guarantees the effectiveness of the Schwarz alternating method when executed on message-passing distributed memory multiprocessor system. 展开更多
关键词 S-CR method chaotic algorithm inexact solvers
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DIFFERENTIAL-ALGEBRAIC APPROACH TO COUPLED PROBLEMS OF DYNAMIC THERMOELASTICITY 被引量:1
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作者 WANG Lin-xiang Roderick V. N. Melnik 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 2006年第9期1185-1196,共12页
An efficient numerical approach for the general thermomechanical problems was developed and it was tested for a two-dimensional thermoelasticity problem. The main idea of our numerical method is based on the reduction... An efficient numerical approach for the general thermomechanical problems was developed and it was tested for a two-dimensional thermoelasticity problem. The main idea of our numerical method is based on the reduction procedure of the original system of PDEs describing coupled thermomechanical behavior to a system of Differential Algebraic Equations (DAEs) where the stress-strain relationships are treated as algebraic equations. The resulting system of DAEs was then solved with a Backward Differentiation Formula (BDF) using a fully implicit algorithm. The described procedure was explained in detail, and its effectiveness was demonstrated on the solution of a transient uncoupled thermoelastic problem, for which an analytical solution is known, as well as on a fully coupled problem in the two-dimensional case. 展开更多
关键词 THERMOELASTICITY TWO-DIMENSIONAL differential-algebraic solvers
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A Finite Element Approximation of the Stokes Equations
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作者 Samy Alami Abdeslam Elakkad +2 位作者 Jawad El-Mekaoui Ahmed Elkhalfi Mohammed El Hammoumi 《World Journal of Mechanics》 2011年第6期299-305,共7页
In this work, a numerical solution of the incompressible Stokes equations is proposed. The method suggested is based on an algorithm of discretization by the unstable of Q1 – P0 velocity/pressure ?nite element approx... In this work, a numerical solution of the incompressible Stokes equations is proposed. The method suggested is based on an algorithm of discretization by the unstable of Q1 – P0 velocity/pressure ?nite element approximation. It is shown that the inf-sup stability constant is O(h) in two dimensions and O( h2) in three dimensions. The basic tool in the analysis is the method of modi?ed equations which is applied to ?nite difference representations of the underlying ?nite element equations. In order to evaluate the performance of the method, the numerical results are compared with some previously published works or with others coming from commercial code like Adina system. 展开更多
关键词 STOKES EQUATIONS FINITE Element Method ITERATIVE solvers ADINA System
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ChemNODE: A neural ordinary differential equations framework for efficient chemical kinetic solvers 被引量:1
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作者 Opeoluwa Owoyele Pinaki Pal 《Energy and AI》 2022年第1期142-148,共7页
Solving for detailed chemical kinetics remains one of the major bottlenecks for computational fluid dynamics simulations of reacting flows using a finite-rate-chemistry approach.This has motivated the use of neural ne... Solving for detailed chemical kinetics remains one of the major bottlenecks for computational fluid dynamics simulations of reacting flows using a finite-rate-chemistry approach.This has motivated the use of neural networks to predict stiff chemical source terms as functions of the thermochemical state of the combustion system.However,due to the nonlinearities and multi-scale nature of combustion,the predicted solution often diverges from the true solution when these machine learning models are coupled with a computational fluid dynamics solver.This is because these approaches minimize the error during training without guaranteeing successful integration with ordinary differential equation solvers.In the present work,a novel neural ordinary differential equations approach to modeling chemical kinetics,termed as ChemNODE,is developed.In this machine learning framework,the chemical source terms predicted by the neural networks are integrated during training,and by computing the required derivatives,the neural network weights are adjusted accordingly to minimize the difference between the predicted and ground-truth solution.A proof-of-concept study is performed with ChemNODE for homogeneous autoignition of hydrogen-air mixture over a range of composition and thermodynamic conditions.It is shown that ChemNODE accurately captures the chemical kinetic behavior and reproduces the results obtained using the detailed kinetic mechanism at a fraction of the computational cost. 展开更多
关键词 Machine learning Neural ordinary differential equations Artificial neural networks Deep learning Chemical kinetics Artificial neural network Chemistry solvers
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A New Stable Version of the SPH Method in Lagrangian Coordinates 被引量:1
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作者 A.Ferrari M.Dumbser +1 位作者 E.F.Toro A.Armanini 《Communications in Computational Physics》 SCIE 2008年第7期378-404,共27页
The purpose of this paper is to solve some of the trouble spots of the classical SPH method by proposing an alternative approach.First,we focus on the problem of the stability for two different SPH schemes,one is base... The purpose of this paper is to solve some of the trouble spots of the classical SPH method by proposing an alternative approach.First,we focus on the problem of the stability for two different SPH schemes,one is based on the approach of Vila[25]and another is proposed in this article which mimics the classical 1D LaxWendroff scheme.In both approaches the classical SPH artificial viscosity term is removed preserving nevertheless the linear stability of the methods,demonstrated via the von Neumann stability analysis.Moreover,the issue of the consistency for the equations of gas dynamics is analyzed.An alternative approach is proposed that consists of using Godunov-type SPH schemes in Lagrangian coordinates.This not only provides an improvement in accuracy of the numerical solutions,but also assures that the consistency condition on the gradient of the kernel function is satisfied using an equidistant distribution of particles in Lagrangian mass coordinates.Three different Riemann solvers are implemented for the first-order Godunov type SPH schemes in Lagrangian coordinates,namely the Godunov flux based on the exact Riemann solver,the Rusanov flux and a new modified Roe flux,following the work of Munz[17].Some well-known numerical 1D shock tube test cases[22]are solved,comparing the numerical solutions of the Godunov-type SPH schemes in Lagrangian coordinates with the first-order Godunov finite volume method in Eulerian coordinates and the standard SPH scheme with Monaghan’s viscosity term. 展开更多
关键词 SPH meshfree particle methods Riemann solvers gas dynamics in Lagrangian coordinates Godunov type schemes.
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An Indirect-Forcing Immersed Boundary Method for Incompressible Viscous Flows with Interfaces on Irregular Domains 被引量:1
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作者 Zhijun Tan K.M.Lim +1 位作者 B.C.Khoo Desheng Wang 《Communications in Computational Physics》 SCIE 2009年第10期997-1021,共25页
An indirect-forcing immersed boundary method for solving the incompressible Navier-Stokes equations involving the interfaces and irregular domains is developed.The rigid boundaries and interfaces are represented by a ... An indirect-forcing immersed boundary method for solving the incompressible Navier-Stokes equations involving the interfaces and irregular domains is developed.The rigid boundaries and interfaces are represented by a number of Lagrangian control points.Stationary rigid boundaries are embedded in the Cartesian grid and singular forces at the rigid boundaries are applied to impose the prescribed velocity conditions.The singular forces at the interfaces and the rigid boundaries are then distributed to the nearby Cartesian grid points using the immersed boundary method.In the present work,the singular forces at the rigid boundaries are computed implicitly by solving a small system of equations at each time step to ensure that the prescribed velocity condition at the rigid boundary is satisfied exactly.For deformable interfaces,the forces that the interface exerts on the fluid are computed from the configuration of the elastic interface and are applied to the fluid.The Navier-Stokes equations are discretized using finite difference method on a staggered uniform Cartesian grid by a second order accurate projection method.The ability of the method to simulate viscous flows with interfaces on irregular domains is demonstrated by applying to the rotational flow problem,the relaxation of an elastic membrane and flow in a constriction with an immersed elastic membrane. 展开更多
关键词 Incompressible Navier-Stokes equation fast Poisson solvers immersed boundary method projection method Cartesian grid irregular domain finite difference methods
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众包竞赛中提交策略对接包方创新绩效的影响
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作者 毕功兵 丁苗苗 +1 位作者 徐扬 马雯琦 《管理学报》 CSSCI 北大核心 2021年第4期539-548,共10页
基于首因效应和近因效应理论,从交稿提前度和交稿顺序两个维度定义了接包方的提交策略,通过建立Logistic回归模型,对“一品威客”平台上47834位接包方的参赛数据进行分析。研究发现:交稿提前度与交稿顺序对接包方创新绩效均有显著的负... 基于首因效应和近因效应理论,从交稿提前度和交稿顺序两个维度定义了接包方的提交策略,通过建立Logistic回归模型,对“一品威客”平台上47834位接包方的参赛数据进行分析。研究发现:交稿提前度与交稿顺序对接包方创新绩效均有显著的负向影响;任务周期和方案个数会强化交稿提前度的影响,缓和交稿顺序的影响;中标个数只会强化交稿顺序的影响,对交稿提前度的影响不具显著调节作用。经过一系列鲁棒性检验,研究结论表现出较强的稳健性。 展开更多
关键词 众包竞赛 接包方 提交策略 创新绩效
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Spectral Elliptic Solvers in a Finite Cylinder
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作者 F.Auteri L.Quartapelle 《Communications in Computational Physics》 SCIE 2009年第2期426-441,共16页
New direct spectral solvers for the 3D Helmholtz equation in a finite cylindrical region are presented.A purely variational(no collocation)formulation of the problem is adopted,based on Fourier series expansion of the... New direct spectral solvers for the 3D Helmholtz equation in a finite cylindrical region are presented.A purely variational(no collocation)formulation of the problem is adopted,based on Fourier series expansion of the angular dependence and Legendre polynomials for the axial dependence.A new Jacobi basis is proposed for the radial direction overcoming the main disadvantages of previously developed bases for the Dirichlet problem.Nonhomogeneous Dirichlet boundary conditions are enforced by a discrete lifting and the vector problem is solved by means of a classical uncoupling technique.In the considered formulation,boundary conditions on the axis of the cylindrical domain are never mentioned,by construction.The solution algorithms for the scalar equations are based on double diagonalization along the radial and axial directions.The spectral accuracy of the proposed algorithms is verified by numerical tests. 展开更多
关键词 Spectral elliptic solvers Dirichlet and Neumann conditions cylindrical coordinates Legendre and Jacobi polynomials uncoupled vector problem
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Multi-Physics Analyses of Selected Civil Engineering Concrete Structures
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作者 J.Kruis T.Koudelka T.Krejcí 《Communications in Computational Physics》 SCIE 2012年第8期885-918,共34页
This paper summarizes suitable material models for creep and damage of concrete which are coupled with heat and moisture transfer.The fully coupled approach or the staggered coupling is assumed.Governing equations are... This paper summarizes suitable material models for creep and damage of concrete which are coupled with heat and moisture transfer.The fully coupled approach or the staggered coupling is assumed.Governing equations are spatially discretized by the finite element method and the temporal discretization is done by the generalized trapezoidal method.Systems of non-linear algebraic equations are solved by the Newton method.Development of an efficient and extensible computer code based on the C++programming language is described.Finally,successful analyses of two real engineering problems are described. 展开更多
关键词 Coupled problems heat and moisture transfer CREEP damage mechanics hydrothermo-mechanical analysis efficient solvers analysis of containment watertightness of foundation slabs
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The new AI is general and mathematically rigorous
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作者 Jurgen SCHMIDHUBER 《Frontiers of Electrical and Electronic Engineering in China》 CSCD 2010年第3期347-362,共16页
Most traditional artificial intelligence(AI)systems of the past decades are either very limited,or based on heuristics,or both.The new millennium,however,has brought substantial progress in the field of theoretically ... Most traditional artificial intelligence(AI)systems of the past decades are either very limited,or based on heuristics,or both.The new millennium,however,has brought substantial progress in the field of theoretically optimal and practically feasible algorithms for prediction,search,inductive inference based on Occam’s razor,problem solving,decision making,and reinforcement learning in environments of a very general type.Since inductive inference is at the heart of all inductive sciences,some of the results are relevant not only for AI and computer science but also for physics,provoking nontraditional predictions based on Zuse’s thesis of the computer-generated universe.We first briefly review the history of AI since Godel’s 1931 paper,then discuss recent post-2000 approaches that are currently transforming general AI research into a formal science. 展开更多
关键词 prediction search inductive inference Occam’s razor Speed Prior super-Omega limitcomputability generalizations of Kolmogorov complexity digital physics optimal universal problem solvers Godel machine artificial creativity and curiosity artificial intelligence(AI)as a formal science
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