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Design of modified model of intelligent assembly digital twins based on optical fiber sensor network 被引量:1
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作者 Zhichao Liu Jinhua Yang +1 位作者 Juan Wang Lin Yue 《Digital Communications and Networks》 CSCD 2024年第5期1542-1552,共11页
Intelligent assembly of large-scale,complex structures using an intelligent manufacturing platform represents the future development direction for industrial manufacturing.During large-scale structural assembly proces... Intelligent assembly of large-scale,complex structures using an intelligent manufacturing platform represents the future development direction for industrial manufacturing.During large-scale structural assembly processes,several bottleneck problems occur in the existing auxiliary assembly technology.First,the traditional LiDARbased assembly technology is often limited by the openness of the manufacturing environment,in which there are blind spots,and continuous online assembly adjustment thus cannot be realized.Second,for assembly of large structures,a single-station LiDAR system cannot achieve complete coverage,which means that a multi-station combination method must be used to acquire the complete three-dimensional data;many more data errors are caused by the transfer between stations than by the measurement accuracy of a single station,which means that the overall system's measurement and adjustment errors are increased greatly.Third,because of the large numbers of structural components contained in a large assembly,the accumulated errors may lead to assembly interference,but the LiDAR-assisted assembly process does not have a feedback perception capability,and thus assembly component loss can easily be caused when assembly interference occurs.Therefore,this paper proposes to combine an optical fiber sensor network with digital twin technology,which will allow the test data from the assembly entity state in the real world to be applied to the"twin"model in the virtual world and thus solve the problems with test openness and data transfer.The problem of station and perception feedback is also addressed and represents the main innovation of this work.The system uses an optical fiber sensor network as a flexible sensing medium to monitor the strain field distribution within a complex area in real time,and then completes real-time parameter adjustment of the virtual assembly based on the distributed data.Complex areas include areas that are laser-unreachable,areas with complex contact surfaces,and areas with large-scale bending deformations.An assembly condition monitoring system is designed based on the optical fiber sensor network,and an assembly condition monitoring algorithm based on multiple physical quantities is proposed.The feasibility of use of the optical fiber sensor network as the real-state parameter acquisition module for the digital twin intelligent assembly system is discussed.The offset of any position in the test area is calculated using the convolutional neural network of a residual module to provide the compensation parameters required for the virtual model of the assembly structure.In the model optimization parameter module,a correction data table is obtained through iterative learning of the algorithm to realize state prediction from the test data.The experiment simulates a largescale structure assembly process,and performs virtual and real mapping for a variety of situations with different assembly errors to enable correction of the digital twin data stream for the assembly process through the optical fiber sensor network.In the plane strain field calibration experiment,the maximum error among the test values for this system is 0.032 mm,and the average error is 0.014 mm.The results show that use of visual calibration can correct the test error to within a very small range.This result is equally applicable to gradient curvature surfaces and freeform surfaces.Statistics show that the average measurement accuracy error for regular surfaces is better than 11.2%,and the average measurement accuracy error for irregular surfaces is better than 14.8%.During simulation of large-scale structure assembly experiments,the average position deviation accuracy is 0.043 mm,which is in line with the designed accuracy. 展开更多
关键词 Digital twins Intelligent manufacturing Intelligent assembly Optical fiber sensor network Assembly condition monitoring algorithm
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Estimation of Stochastic Volatility with a Compensated Poisson Jump Using Quadratic Variation
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作者 Perpetual Saah Andam Joseph Ackora-Prah Sure Mataramvura 《Applied Mathematics》 2017年第7期987-1000,共14页
The degree of variation of trading prices with respect to time is volatility-measured by the standard deviation of returns. We present the estimation of stochastic volatility from the stochastic differential equation ... The degree of variation of trading prices with respect to time is volatility-measured by the standard deviation of returns. We present the estimation of stochastic volatility from the stochastic differential equation for evenly spaced data. We indicate that, the price process is driven by a semi-martingale and the data are evenly spaced. The results of Malliavin and Mancino [1] are extended by adding a compensated poisson jump that uses a quadratic variation to calculate volatility. The volatility is computed from a daily data without assuming its functional form. Our result is well suited for financial market applications and in particular the analysis of high frequency data for the computation of volatility. 展开更多
关键词 STOCHASTIC VOLATILITY Compensated POISSON JUMP QUADRATIC VARIATION
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Extracting the Influential Commodities in Stochastic Model of Simple Laspeyre Price Index Numbers with AR(2) Errors
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作者 Arfa Maqsood Syed Mohammad Aqil Burney 《Open Journal of Statistics》 2014年第3期220-229,共10页
This paper, on the first hand, deals with the problem of estimation of Laspeyre price index number when the errors are assumed to be generated from AR(2) process. The general expression of hat matrix and DFBETA measur... This paper, on the first hand, deals with the problem of estimation of Laspeyre price index number when the errors are assumed to be generated from AR(2) process. The general expression of hat matrix and DFBETA measure to find the influential consumer commodities in stochastic Laspeyre price model with AR(2) errors are developed on the other. The hat values show the noteworthy findings that the corresponding weights of consumer items have large influence on the parameter estimates for simple Laspeyre price index number and are not affected by the parameter of autoregressive process of order two. While, DFBETA measures are the functions of both weights and autocorrelation parameters. Lastly, an example is presented with reference to price data of Pakistan, and shows its practical importance in financial time series. 展开更多
关键词 HAT Matrix DFBETA Laspeyre PRICE Index Number Influential Observation AUTOREGRESSIVE Process
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Numerical Solutions of the Classical and Modified Buckley-Leverett Equations Applied to Two-Phase Fluid Flow
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作者 Raphael de O. Garcia Graciele P. Silveira 《Open Journal of Fluid Dynamics》 2024年第3期184-204,共21页
Climate change is a reality. The burning of fossil fuels from oil, natural gas and coal is responsible for much of the pollution and the increase in the planet’s average temperature, which has raised discussions on t... Climate change is a reality. The burning of fossil fuels from oil, natural gas and coal is responsible for much of the pollution and the increase in the planet’s average temperature, which has raised discussions on the subject, given the emergencies related to climate. An energy transition to clean and renewable sources is necessary and urgent, but it will not be quick. In this sense, increasing the efficiency of oil extraction from existing sources is crucial, to avoid waste and the drilling of new wells. The purpose of this work was to add diffusive and dispersive terms to the Buckley-Leverett equation in order to incorporate extra phenomena in the temporal evolution between the water-oil and oil-water transitions in the pipeline. For this, the modified Buckley-Leverett equation was discretized via essentially weighted non-oscillatory schemes, coupled with a three-stage Runge-Kutta and a fourth-order centered finite difference methods. Then, computational simulations were performed and the results showed that new features emerge in the transitions, when compared to classical simulations. For instance, the dispersive term inhibits the diffusive term, adding oscillations, which indicates that the absorption of the fluid by the porous medium occurs in a non-homogeneous manner. Therefore, based on research such as this, decisions can be made regarding the replacement of the porous medium or the insertion of new components to delay the replacement. 展开更多
关键词 Computational Fluid Dynamics Buckley-Leverett Equation Numerical Methods Two-phase Fluid Flow
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Numerical Simulation of Saint-Venant Equations with Thermal Energy Dependency: Applications on Global Warming
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作者 Raphael de O. Garcia Graciele P. Silveira 《Open Journal of Fluid Dynamics》 2023年第4期191-205,共15页
Since the Industrial Revolution, humanity has been intensifying the burning of fossil fuels and as a consequence, the average temperature on Earth has been increasing. The 20th century was the warmest and future prosp... Since the Industrial Revolution, humanity has been intensifying the burning of fossil fuels and as a consequence, the average temperature on Earth has been increasing. The 20th century was the warmest and future prospects are not favorable, that is, even higher temperatures are expected. This demonstrates the importance of studies on the subject, mainly to predict possible environmental, social and economic consequences. The objective of this work was to identify the interference of the increase in ambient temperature in the dynamics of fluids, such as ocean waves advancing over the continent. For this, thermal energy was considered in the Saint-Venant equations and computational implementations were performed via Lax-Friedrichs and Adams-Moulton methods. The results indicated that, in fact, depending on the amount of thermal energy transferred to the fluid, the advance of water towards the continent can occur, even in places where such a phenomenon has never been observed. 展开更多
关键词 Computational Fluid Dynamics Saint-Venant Equations Numerical Methods Global Warming
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Saddle Point Solution for System with Parameter Uncertainties
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作者 Abiola Bankole T. C. Obiwuru 《Advances in Pure Mathematics》 2013年第8期685-688,共4页
In this paper, we consider dynamical system, in the presence of parameter uncertainties. We apply max-min principles to determine the saddle point solution for the class of differential game arising from the associate... In this paper, we consider dynamical system, in the presence of parameter uncertainties. We apply max-min principles to determine the saddle point solution for the class of differential game arising from the associated dynamical system. We also provide sufficient condition for the existence of this saddle point. 展开更多
关键词 PARAMETER Uncertainty MIN-MAX PRINCIPLES SADDLE Point DIFFERENTIAL GAMES
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Joint Limit Distributions of Exceedances Point Processes and Partial Sums of Gaussian Vector Sequence 被引量:2
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作者 Zuo Xiang PENG Jin Jun TONG Zhi Chao WENG 《Acta Mathematica Sinica,English Series》 SCIE CSCD 2012年第8期1647-1662,共16页
In this paper, we study the joint limit distributions of point processes of exceedances and partial sums of multivariate Gaussian sequences and show that the point processes and partial sums are asymptotically indepen... In this paper, we study the joint limit distributions of point processes of exceedances and partial sums of multivariate Gaussian sequences and show that the point processes and partial sums are asymptotically independent under some mild conditions. As a result, for a sequence of standardized stationary Gaussian vectors, we obtain that the point process of exceedances formed by the sequence (centered at the sample mean) converges in distribution to a Poisson process and it is asymptotically independent of the partial sums. The asymptotic joint limit distributions of order statistics and partial sums are also investigated under different conditions. 展开更多
关键词 Multivariate Gaussian sequence exceedances point process partial sum order statistic joint limit distribution
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Extremes of threshold-dependent Gaussian processes 被引量:1
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作者 Long Bai Krzysztof Debicki +1 位作者 Enkelejd Hashorva Lanpeng Ji 《Science China Mathematics》 SCIE CSCD 2018年第11期1971-2002,共32页
In this paper,we are concerned with the asymptotic behavior,as u→∞,of P{sup_t∈|0,T|X_u(t)>u},where X_u(t),t∈|0,T|,u>0 is a family of centered Gaussian processes with continuous trajectories.A key application... In this paper,we are concerned with the asymptotic behavior,as u→∞,of P{sup_t∈|0,T|X_u(t)>u},where X_u(t),t∈|0,T|,u>0 is a family of centered Gaussian processes with continuous trajectories.A key application of our findings concerns P{sup_t∈|0,T|(X(t)+g(t))>u},as u→∞,for X a centered Gaussian process and g some measurable trend function.Further applications include the approximation of both the ruin time and the ruin probability of the Brownian motion risk model with constant force of interest. 展开更多
关键词 EXTREMES Gaussian processes fractional Brownian motion ruin probability ruin time
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The Study of Sample Information in Bayesian Analysis and Its Application
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作者 YANG Ji-ping QIU Wan-hua Martin NEWBY 《Systems Science and Systems Engineering》 CSCD 2000年第4期429-438,共10页
In this paper, two new computing formulas of maximal expected monetary value EMV * s in Bayesian analysis have been derived. Then, the definitions of conditional entropy, information quantity of sample information h... In this paper, two new computing formulas of maximal expected monetary value EMV * s in Bayesian analysis have been derived. Then, the definitions of conditional entropy, information quantity of sample information have been given. Some properties of conditional entropy, information quantity and EVSI of sample information with distinct accuracy are discussed. Finally, for the situation that there exist two states in state space, the influences of changes of accuracy of information on EMV * s and EVSI are studied. Conclusions have been obtained that EMV * s and EVSI are monotone non decreasing as the sample information becomes more strictly accurate. 展开更多
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自相似随机过程的顺序统计量的极值 被引量:1
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作者 凌成秀 彭作祥 《中国科学:数学》 CSCD 北大核心 2016年第8期1139-1148,共10页
设{X_i(t),t≥0}(1≤i≤n)为独立且与随机过程{X(t),t≥0}具有相同的任意有限维分布的随机过程.给定门限u>0和第r个上端顺序统计量X_(r:n),定义第r个关联点集为C_r(u):={t∈[0,1]:X_(r:n)(t)>u}.计算p_r(u)=P{C_r(u)≠φ}在大脑... 设{X_i(t),t≥0}(1≤i≤n)为独立且与随机过程{X(t),t≥0}具有相同的任意有限维分布的随机过程.给定门限u>0和第r个上端顺序统计量X_(r:n),定义第r个关联点集为C_r(u):={t∈[0,1]:X_(r:n)(t)>u}.计算p_r(u)=P{C_r(u)≠φ}在大脑图像处理和数字交互系统等领域中有广泛的应用背景.本文考虑具有概率连续的样本轨道的实值自相似过程X,满足一定的Albin条件,当u→∞时p_r(u)的渐近式,同时得到X_(r:n)超过递增门限的平均逗留时间的渐近式.最后,这些理论结果应用到广义偏Gauss自相似过程(包括χ过程、双分式Brown运动和子分式Brown运动)等重要的自相似过程. 展开更多
关键词 自相似过程 顺序统计过程 平均逗留时间 偏Gauss过程
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Parisian ruin over a finite-time horizon 被引量:1
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作者 DEBICKI Krzysztof HASHORVA Enkelejd JI Lan Peng 《Science China Mathematics》 SCIE CSCD 2016年第3期557-572,共16页
For a risk process R_u(t) = u + ct- X(t), t≥0, where u≥0 is the initial capital, c > 0 is the premium rate and X(t), t≥0 is an aggregate claim process, we investigate the probability of the Parisian ruin P_S(u, ... For a risk process R_u(t) = u + ct- X(t), t≥0, where u≥0 is the initial capital, c > 0 is the premium rate and X(t), t≥0 is an aggregate claim process, we investigate the probability of the Parisian ruin P_S(u, T_u) = P{inf (t∈[0,S]_(s∈[t,t+T_u])) sup R_u(s) < 0}, S, T_u > 0.For X being a general Gaussian process we derive approximations of P_S(u, T_u) as u →∞. As a by-product, we obtain the tail asymptotic behaviour of the infimum of a standard Brownian motion with drift over a finite-time interval. 展开更多
关键词 Parisian ruin Gaussian process Lévy process fractional Brownian motion infimum of Brownian motion generalized Pickands constant generalized Piterbarg constant
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Tail asymptotic expansions for L-statistics
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作者 HASHORVA Enkelejd LING ChengXiu PENG ZuoXiang 《Science China Mathematics》 SCIE 2014年第10期1993-2012,共20页
We derive higher-order expansions of L-statistics of independent risks X1,..., Xn under conditions on the underlying distribution function F. The new results are applied to derive the asymptotic expansions of ratios o... We derive higher-order expansions of L-statistics of independent risks X1,..., Xn under conditions on the underlying distribution function F. The new results are applied to derive the asymptotic expansions of ratios of two kinds of risk measures, stop-loss premium and excess return on capital, respectively. Several examples and a Monte Carlo simulation study show the efficiency of our novel asymptotic expansions. Keywords smoothly varying condition, second-order regular variation, tail asymptotics, value-at-risk, con- ditional tail expectation, largest claims reinsurance, ratio of risk measure, excess return on capital 展开更多
关键词 smoothly varying condition second-order regular variation tail asymptotics VALUE-AT-RISK conditional tail expectation largest claims reinsurance ratio of risk measure excess return on capital 60E05 60F99
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