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Random walk dispersion model for missile contrail particles in cross-airspace environments
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作者 Chenshuo Li Debin Fu Tianyu Wei 《Defence Technology(防务技术)》 2025年第7期307-320,共14页
Missiles provide long-range precision strike capabilities and have become a cornerstone of modern warfare.The contrail clouds formed by missile during their active flight phase present significant chal-lenges to high-... Missiles provide long-range precision strike capabilities and have become a cornerstone of modern warfare.The contrail clouds formed by missile during their active flight phase present significant chal-lenges to high-altitude environmental observation and target detection and tracking.Existing studies primarily focus on specific airspace regions,leaving critical gaps in understanding the effects of long dispersion times,wide altitude ranges,and variable atmospheric conditions on missile contrail clouds.To address these gaps,this article develops a numerical method based on the Lagrangian random walk model,which incorporates various velocity variation terms,including particle velocity caused by the difference of wind field,by the thermal motion of local gas molecules and by random collisions between contrail cloud particles to capture the influence of environmental wind fields,atmospheric conditions,and particle concentrations on the motion of contrail cloud particles.A general coordinate system aligned with the missile's flight trajectory is employed to represent particle distribution characteristics.The proposed method is in good agreement with the conducted experiments as well as with the available numerical simulations.The results demonstrate that the proposed model effectively simulates the dispersion state of contrail clouds,accurately reflecting the impact of large-scale wind field variations and altitude changes with high computational efficiency.Additionally,simulation results indicate that the increased distance between gas molecules in rarefied environments facilitates enhanced particle dispersion,while larger particles exhibit a faster dispersion rate due to their greater mass. 展开更多
关键词 Missile contrail Dispersion process Random walk model Concentration distribution Cross-airspace
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A cohesion loss model for determining residual strength of deep bedded sandstone
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作者 SONG Zhi-xiang ZHANG Jun-wen +12 位作者 ZHANG Yu-jie WU Shao-kang BAI Xu-yang ZHANG Li-chao ZHANG Sui-lin ZHANG Xu-wen FAN Guang-chen LI Wen-jun ZENG Ban-quan WANG Shi-ji SUN Xiao-yan SANG Pei-miao LI Ning 《Journal of Central South University》 2025年第7期2593-2618,共26页
Rock residual strength,as an important input parameter,plays an indispensable role in proposing the reasonable and scientific scheme about stope design,underground tunnel excavation and stability evaluation of deep ch... Rock residual strength,as an important input parameter,plays an indispensable role in proposing the reasonable and scientific scheme about stope design,underground tunnel excavation and stability evaluation of deep chambers.Therefore,previous residual strength models of rocks established were reviewed.And corresponding related problems were stated.Subsequently,starting from the effects of bedding and whole life-cycle evolution process,series of triaxial mechanical tests of deep bedded sandstone with five bedding angles were conducted under different confining pressures.Then,six residual strength models considering the effects of bedding and whole life-cycle evolution process were established and evaluated.Finally,a cohesion loss model for determining residual strength of deep bedded sandstone was verified.The results showed that the effects of bedding and whole life-cycle evolution process had both significant influences on the evolution characteristic of residual strength of deep bedded sandstone.Additionally,residual strength parameters:residual cohesion and residual internal friction angle of deep bedded sandstone were not constant,which both significantly changed with increasing bedding angle.Besides,the cohesion loss model was the most suitable for determining and estimating the residual strength of bedded rocks,which could provide more accurate theoretical guidance for the stability control of deep chambers. 展开更多
关键词 residual strength deep bedded sandstone whole life-cycle evolution process cohesion loss model rock mechanics
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采用STAMP-24Model的多组织事故分析 被引量:3
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作者 曾明荣 秦永莹 +2 位作者 刘小航 栗婧 尚长岭 《安全与环境学报》 CAS CSCD 北大核心 2024年第7期2741-2750,共10页
安全生产事故往往由多组织交互、多因素耦合造成,事故原因涉及多个组织。为预防和遏制多组织生产安全事故的发生,基于系统理论事故建模与过程模型(Systems-Theory Accident Modeling and Process,STAMP)、24Model,构建一种用于多组织事... 安全生产事故往往由多组织交互、多因素耦合造成,事故原因涉及多个组织。为预防和遏制多组织生产安全事故的发生,基于系统理论事故建模与过程模型(Systems-Theory Accident Modeling and Process,STAMP)、24Model,构建一种用于多组织事故分析的方法,并以青岛石油爆炸事故为例进行事故原因分析。结果显示:STAMP-24Model可以分组织,分层次且有效、全面、详细地分析涉及多个组织的事故原因,探究多组织之间的交互关系;对事故进行动态演化分析,可得到各组织不安全动作耦合关系与形成的事故失效链及管控失效路径,进而为预防多组织事故提供思路和参考。 展开更多
关键词 安全工程 系统理论事故建模与过程模型(STAMP) 24model 多组织事故 原因分析
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Event-driven process execution model for process virtual machine 被引量:3
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作者 WU Dong-yao WEI Jun GAO Chu-shu DOU Wen-shen 《计算机集成制造系统》 EI CSCD 北大核心 2012年第8期1675-1685,共11页
Current orchestration and choreography process engines only serve with dedicate process languages.To solve these problems,an Event-driven Process Execution Model(EPEM) was developed.Formalization and mapping principle... Current orchestration and choreography process engines only serve with dedicate process languages.To solve these problems,an Event-driven Process Execution Model(EPEM) was developed.Formalization and mapping principles of the model were presented to guarantee the correctness and efficiency for process transformation.As a case study,the EPEM descriptions of Web Services Business Process Execution Language(WS-BPEL) were represented and a Process Virtual Machine(PVM)-OncePVM was implemented in compliance with the EPEM. 展开更多
关键词 business process modeling event-driven architecture process virtual machine service orchestration process execution language
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Image processing algorithm acceleration using reconfigurable macro processor model 被引量:2
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作者 SunGuanKfu ChenHuaming LuHuanzhang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2004年第2期110-114,共5页
The concept and advantage of reconfigurable technology is introduced. A kind of processor architecture of re configurable macro processor (RMP) model based on FPGA array and DSP is put forward and has been implemented... The concept and advantage of reconfigurable technology is introduced. A kind of processor architecture of re configurable macro processor (RMP) model based on FPGA array and DSP is put forward and has been implemented. Two image algorithms are developed: template-based automatic target recognition and zone labeling. One is estimating for motion direction in the infrared image background, another is line picking-up algorithm based on image zone labeling and phase grouping technique. It is a kind of 'hardware' function that can be called by the DSP in high-level algorithm. It is also a kind of hardware algorithm of the DSP. The results of experiments show the reconfigurable computing technology based on RMP is an ideal accelerating means to deal with the high-speed image processing tasks. High real time performance is obtained in our two applications on RMP. 展开更多
关键词 real-time image processing reconfigurable computing technology reconfigurable macro processor model template matching image zone labeling.
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A genetic Gaussian process regression model based on memetic algorithm 被引量:2
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作者 张乐 刘忠 +1 位作者 张建强 任雄伟 《Journal of Central South University》 SCIE EI CAS 2013年第11期3085-3093,共9页
Gaussian process(GP)has fewer parameters,simple model and output of probabilistic sense,when compared with the methods such as support vector machines.Selection of the hyper-parameters is critical to the performance o... Gaussian process(GP)has fewer parameters,simple model and output of probabilistic sense,when compared with the methods such as support vector machines.Selection of the hyper-parameters is critical to the performance of Gaussian process model.However,the common-used algorithm has the disadvantages of difficult determination of iteration steps,over-dependence of optimization effect on initial values,and easily falling into local optimum.To solve this problem,a method combining the Gaussian process with memetic algorithm was proposed.Based on this method,memetic algorithm was used to search the optimal hyper parameters of Gaussian process regression(GPR)model in the training process and form MA-GPR algorithms,and then the model was used to predict and test the results.When used in the marine long-range precision strike system(LPSS)battle effectiveness evaluation,the proposed MA-GPR model significantly improved the prediction accuracy,compared with the conjugate gradient method and the genetic algorithm optimization process. 展开更多
关键词 Gaussian process hyper-parameters optimization memetic algorithm regression model
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Soft sensor modeling based on Gaussian processes 被引量:2
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作者 熊志化 黄国宏 邵惠鹤 《Journal of Central South University of Technology》 EI 2005年第4期469-471,共3页
In order to meet the demand of online optimal running, a novel soft sensor modeling approach based on Gaussian processes was proposed. The approach is moderately simple to implement and use without loss of performance... In order to meet the demand of online optimal running, a novel soft sensor modeling approach based on Gaussian processes was proposed. The approach is moderately simple to implement and use without loss of performance. It is trained by optimizing the hyperparameters using the scaled conjugate gradient algorithm with the squared exponential covariance function employed. Experimental simulations show that the soft sensor modeling approach has the advantage via a real-world example in a refinery. Meanwhile, the method opens new possibilities for application of kernel methods to potential fields. 展开更多
关键词 Gaussian processes soft sensor modelING kernel methods
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Adaptive predictive functional control based on Takagi-Sugeno model and its application to pH process 被引量:5
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作者 苏成利 李平 《Journal of Central South University》 SCIE EI CAS 2010年第2期363-371,共9页
In order to obtain accurate prediction model and compensate for the influence of model mismatch on the control performance of the system and avoid solving nonlinear programming problem,an adaptive fuzzy predictive fun... In order to obtain accurate prediction model and compensate for the influence of model mismatch on the control performance of the system and avoid solving nonlinear programming problem,an adaptive fuzzy predictive functional control(AFPFC) scheme for multivariable nonlinear systems was proposed.Firstly,multivariable nonlinear systems were described based on Takagi-Sugeno(T-S) fuzzy models;assuming that the antecedent parameters of T-S models were kept,the consequent parameters were identified on-line by using the weighted recursive least square(WRLS) method.Secondly,the identified T-S models were linearized to be time-varying state space model at each sampling instant.Finally,by using linear predictive control technique the analysis solution of the optimal control law of AFPFC was established.The application results for pH neutralization process show that the absolute error between the identified T-S model output and the process output is smaller than 0.015;the tracking ability of the proposed AFPFC is superior to that of non-AFPFC(NAFPFC) for pH process without disturbances,the overshoot of the effluent pH value of AFPFC with disturbances is decreased by 50% compared with that of NAFPFC;when the process parameters of AFPFC vary with time the integrated absolute error(IAE) performance index still retains to be less than 200 compared with that of NAFPFC. 展开更多
关键词 Takagi-Sugeno (T-S) model adaptive fuzzy predictive functional control (AFPFC) weighted recursive least square (WRLS) pH process
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Mathematical modeling and analysis of thermodynamic processes in a twin-rotor piston engine 被引量:1
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作者 邹腾安 徐海军 +2 位作者 潘存云 徐小军 陈虎 《Journal of Central South University》 SCIE EI CAS 2014年第11期4163-4171,共9页
In order to study the major performance indicators of the twin-rotor piston engine(TRPE), Matlab/simulink was used to simulate the mathematical models of its thermodynamic processes. With consideration of the characte... In order to study the major performance indicators of the twin-rotor piston engine(TRPE), Matlab/simulink was used to simulate the mathematical models of its thermodynamic processes. With consideration of the characteristics of the working processes in the TRPE, corresponding differential equations were established and then simplified by period features of the TRPE. Finally, the major boundary conditions were figured out. The changing trends of mass, pressure and temperature of working fuel in the working chamber during a complete engine cycle were presented. The simulation results are consistent with the trends of an actual working cycle in the TRPE, which indicates that the method of simulation is feasible. As the pressure in the working chamber is calculated, all the performance parameters of the TRPE can be obtained. The major performance indicators, such as the indicated mean effective pressure, power to weight ratio and the volume power, are also acquired. Compared with three different types of conventional engines, the TRPE has a bigger utilization ratio of cylinder volume, a higher power to weight ratio and a more compact structure. This indicates that TRPE is superior to conventional engines. 展开更多
关键词 twin-rotor piston engine mathematic model thermodynamic process simulation utilization ratio of cylinder volume
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Comparison of rheological analytic model with numerical simulation in powder injection molding filling process
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作者 刘跃军 李祥刚 +2 位作者 黄宇刚 魏珊珊 曾广胜 《Journal of Central South University》 SCIE EI CAS 2008年第S1期51-56,共6页
Mathematical model of filling disk-shaped mold cavity in steady state was studied.And the mathematical model under vibration field was developed from the model in steady state.According to the model of filling disk-sh... Mathematical model of filling disk-shaped mold cavity in steady state was studied.And the mathematical model under vibration field was developed from the model in steady state.According to the model of filling disk-shaped mold cavity in steady state,the filling time,the distribution of velocity field and the pressure field were obtained.The analysis results from rheological analytic model were compared with the numerical simulation results using Moldflow software in the powder injection molding filling process.Through the comparison,it is found that it is unreasonable to neglect the influence of temperature when calculated the pressure changing with the time at the cavity gate,while it can be neglected in other situations such as calculating the distribution of the velocity fields.This provides a theoretical reference for the establishment of correct model both in steady state and under vibration force field in the future. 展开更多
关键词 mathematical model MOLDFLOW software vibration force field POWDER injection MOLDING FILLING process
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Integration of Management Systems: A Process Based Model
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作者 QI Guo-you ZENG Sai-xing +1 位作者 JIA Yan-hong LIANG Dong-ling 《Journal of Northeast Agricultural University(English Edition)》 CAS 2005年第2期151-154,共4页
The paper discusses the barriers of integration of management systems (IMS). A model based on process is explored, It is indicated that integrating management systems should not ignore the characteristics of the man... The paper discusses the barriers of integration of management systems (IMS). A model based on process is explored, It is indicated that integrating management systems should not ignore the characteristics of the management systems, especially scope issues. IMS needs to take into the continuous improvement. 展开更多
关键词 management systems INTEGRATION process model
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Coordination-theoretic approach to modelling grid service composition process
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作者 Meng Qian Zhong Liu +2 位作者 Jing Wang Li Yao Weiming Zhang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2010年第4期713-720,共8页
A grid service composite process is made up of complex coordinative activities.Developing the appropriate model of grid service coordinative activities is an important foundation for the grid service composition.Accor... A grid service composite process is made up of complex coordinative activities.Developing the appropriate model of grid service coordinative activities is an important foundation for the grid service composition.According to the coordination theory,this paper elaborates the process of the grid service composition by using UML 2.0,and proposes an approach to modelling the grid service composition process based on the coordination theory.This approach helps not only to analyze accurately the task activities and relevant dependencies among task activities,but also to facilitate the adaptability of the grid service orchestration to further realize the connectivity,timeliness,appropriateness and expansibility of the grid service composition. 展开更多
关键词 process modelling grid service service composition coordination theory.
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On use of the alpha stable self-similar stochastic process to model aggregated VBR video traffic
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作者 Huang Tianyun 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2006年第3期677-684,共8页
The alpha stable self-similar stochastic process has been proved an effective model for high variable data traffic. A deep insight into some special issues and considerations on use of the process to model aggregated ... The alpha stable self-similar stochastic process has been proved an effective model for high variable data traffic. A deep insight into some special issues and considerations on use of the process to model aggregated VBR video traffic is made. Different methods to estimate stability parameter a and self-similar parameter H are compared. Processes to generate the linear fractional stable noise (LFSN) and the alpha stable random variables are provided. Model construction and the quantitative comparisons with fractional Brown motion (FBM) and real traffic are also examined. Open problems and future directions are also given with thoughtful discussions. 展开更多
关键词 network modeling alpha stable self-similar process aggregated VBR video traffic long range dependence VARIABILITY linear regression.
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Reliability modelling based on dependent two-stage virtual age processes
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作者 QIU Qingan CUI Lirong 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2021年第3期711-721,共11页
This paper proposes reliability and maintenance models for systems suffering random shocks arriving according to a non-homogeneous Poisson process.The system degradation process include two stages:from the installatio... This paper proposes reliability and maintenance models for systems suffering random shocks arriving according to a non-homogeneous Poisson process.The system degradation process include two stages:from the installation of a new system to an initial point of a defect(normal stage),and then from that point to failure(defective stage),following the delay time concept.By employing the virtual age method,the impact of external shocks on the system degradation process is characterized by random virtual age increment in the two stages,resulting in the corresponding two-stage virtual age process.When operating in the defective state,the system becomes more susceptible to fatigue and suffers from a greater aging rate.Replacement is carried out either on failure or on the detection of a defective state at periodic or opportunistic inspections.This paper evaluates system reliability performance and investigates the optimal opportunistic maintenance policy.A case study on a cooling system is given to verify the obtained results. 展开更多
关键词 reliability evaluation delay-time model virtual age process opportunistic maintenance
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Batch Process Modelling and Optimal Control Based on Neural Network Model 被引量:6
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作者 JieZhang 《自动化学报》 EI CSCD 北大核心 2005年第1期19-31,共13页
This paper presents several neural network based modelling, reliable optimal control, and iterative learning control methods for batch processes. In order to overcome the lack of robustness of a single neural network,... This paper presents several neural network based modelling, reliable optimal control, and iterative learning control methods for batch processes. In order to overcome the lack of robustness of a single neural network, bootstrap aggregated neural networks are used to build reliable data based empirical models. Apart from improving the model generalisation capability, a bootstrap aggregated neural network can also provide model prediction confidence bounds. A reliable optimal control method by incorporating model prediction confidence bounds into the optimisation objective function is presented. A neural network based iterative learning control strategy is presented to overcome the problem due to unknown disturbances and model-plant mismatches. The proposed methods are demonstrated on a simulated batch polymerisation process. 展开更多
关键词 批量处理 神经网络模型 聚合 重复学习控制 最佳控制
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A MECHANICAL MODEL FOR THE DRY BASIS WEIGHT PLANT OF PAPER MAKING PROCESS
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作者 RenC.Luo FumioHarashima 《陕西科技大学学报(自然科学版)》 1994年第1期16-21,共6页
Of the two methods of getting the mathematical model of a given system,modeling and i-dentification,the first is of the advantage of“knowing it in the detailed inside”.In this paper,after the common technological pr... Of the two methods of getting the mathematical model of a given system,modeling and i-dentification,the first is of the advantage of“knowing it in the detailed inside”.In this paper,after the common technological process of paper making is approached,a simplified physicalimitation and the mathematical model are presented.The resulted model by means of modelingis of the same form with that through,identification by K.J.Astrom in 1970.The course ofmodel deriving is described in detail,from which one can see clearly how the minor factors ofthe dynamics are omitted and what may be included in the unmodeled dynamics.At the sametime,the limit to its usage is also given. 展开更多
关键词 modelING and simulation process control PAPER MAKING
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On Numerical Modelling of Industrial Powder Compaction Processes for Large Deformation of Endochronic Plasticity at Finite Strains
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作者 A R Khoei A Bakhshiani M Mofid 《厦门大学学报(自然科学版)》 CAS CSCD 北大核心 2002年第S1期95-96,共2页
Compaction processes are one the most important par ts of powder forming technology. The main applications are focused on pieces for a utomotive, aeronautic, electric and electronic industries. The main goals of the c... Compaction processes are one the most important par ts of powder forming technology. The main applications are focused on pieces for a utomotive, aeronautic, electric and electronic industries. The main goals of the compaction processes are to obtain a compact with the geometrical requirements, without cracks, and with a uniform distribution of density. Design of such proc esses consist, essentially, in determine the sequence and relative displacements of die and punches in order to achieve such goals. A.B. Khoei presented a gener al framework for the finite element simulation of powder forming processes based on the following aspects; a large displacement formulation, centred on a total and updated Lagrangian formulation; an adaptive finite element strategy based on error estimates and automatic remeshing techniques; a cap model based on a hard ening rule in modelling of the highly non-linear behaviour of material; and the use of an efficient contact algorithm in the context of an interface element fo rmulation. In these references, the non-linear behaviour of powder was adequately desc ribed by the cap plasticity model. However, it suffers from a serious deficiency when the stress-point reaches a yield surface. In the flow theory of plasticit y, the transition from an elastic state to an elasto-plastic state appears more or less abruptly. For powder material it is very difficult to define the locati on of yield surface, because there is no distinct transition from elastic to ela stic-plastic behaviour. Results of experimental test on some hard met al powder show that the plastic effects were begun immediately upon loading. In such mater ials the domain of the yield surface would collapse to a point, so making the di rection of plastic increment indeterminate, because all directions are normal to a point. Thus, the classical plasticity theory cannot deal with such materials and an advanced constitutive theory is necessary. In the present paper, the constitutive equations of powder materials will be discussed via an endochronic theory of plasticity. This theory provides a unifi ed point of view to describe the elastic-plastic behaviour of material since it places no requirement for a yield surface and a ’loading function’ to disting uish between loading an unloading. Endochronic theory of plasticity has been app lied to a number of metallic materials, concrete and sand, but to the knowledge of authors, no numerical scheme of the model has been applied to powder material . In the present paper, a new approach is developed based on an endochronic rate independent, density-dependent plasticity model for describing the isothermal deformation behavior of metal powder at low homologous temperature. Although the concept of yield surface has not been explicitly assumed in endochronic theory, it is shown that the cone-cap plasticity yield surface (Fig.1), which is the m ost commonly used plasticity models for describing the behavior of powder materi al can be easily derived as a special case of the proposed endochronic theory. Fig.1 Trace of cone-cap yield function on the meridian pl ane for different relative density As large deformation is observed in powder compaction process, a hypoelastic-pl astic formulation is developed in the context of finite deformation plasticity. Constitutive equations are stated in unrotated frame of reference that greatly s implifies endochronic constitutive relation in finite plasticity. Constitutive e quations of the endochronic theory and their numerical integration are establish ed and procedures for determining material parameters of the model are demonstra ted. Finally, the numerical schemes are examined for efficiency in the model ling of a tip shaped component, as shown in Fig.2. Fig.2 A shaped tip component. a) Geometry, boundary conditio n and finite element mesh; b) density distribution at final stage of 展开更多
关键词 In On Numerical modelling of Industrial Powder Compaction processes for Large Deformation of Endochronic Plasticity at Finite Strains
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大语言模型综述与展望 被引量:9
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作者 秦小林 古徐 +1 位作者 李弟诚 徐海文 《计算机应用》 北大核心 2025年第3期685-696,共12页
大语言模型(LLM)是由具有大量参数(通常数十亿个权重或更多)的人工神经网络组成的一类语言模型,使用自监督学习或半监督学习对大量未标记文本进行训练,是当前生成式人工智能(AI)技术的核心。与传统语言模型相比,LLM通过大量的算力、参... 大语言模型(LLM)是由具有大量参数(通常数十亿个权重或更多)的人工神经网络组成的一类语言模型,使用自监督学习或半监督学习对大量未标记文本进行训练,是当前生成式人工智能(AI)技术的核心。与传统语言模型相比,LLM通过大量的算力、参数和数据支持,展现出更强的语言理解与生成能力,广泛应用于机器翻译、问答系统、对话生成等众多任务中并表现卓越。现有的综述大多侧重于LLM的理论架构与训练方法,对LLM的产业级应用实践及技术生态演进的系统性探讨仍显不足。因此,在介绍LLM的基础架构、训练技术及发展历程的基础上,分析当前通用的LLM关键技术和以LLM为底座的先进融合技术。通过归纳总结现有研究,进一步阐述LLM在实际应用中面临的挑战,包括数据偏差、模型幻觉和计算资源消耗等问题,并对LLM的持续发展趋势进行展望。 展开更多
关键词 大语言模型 智能体 自然语言处理 检索增强生成 模型幻觉
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职业教育数字化转型能力成熟度模型与评估方法 被引量:1
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作者 邱飞岳 张彭丽 +2 位作者 袁霄 黄江 郭海东 《远程教育杂志》 北大核心 2025年第1期75-84,共10页
教育数字化转型是推动全球教育革新和重塑竞争优势的重要方向。职业教育,作为经济社会发展的关键动力,正在主动求变、积极应变。为了科学有效地评估职业院校的数字化转型程度及能力,研究基于成熟度模型视角,提出了切实可行的评估方案。... 教育数字化转型是推动全球教育革新和重塑竞争优势的重要方向。职业教育,作为经济社会发展的关键动力,正在主动求变、积极应变。为了科学有效地评估职业院校的数字化转型程度及能力,研究基于成熟度模型视角,提出了切实可行的评估方案。具体而言,研究首先从院校个体、群体标杆、职教蓝图三个层面展开价值探索,系统剖析了成熟度模型的构成要素及教育数字化转型成熟度模型的共性特征;其次,结合我国职业教育数字化发展特色,构建了一个包含五个成熟度等级、四个能力要素、九个能力域和二十五个能力子域的职业教育数字化转型能力成熟度模型;最后,详细阐述了评估方法与实施流程。该模型旨在帮助职业院校评估自身数字化转型能力成熟度,识别发展瓶颈,进而采取针对性的措施提升数字化水平,以更好地适应现代职业教育高质量发展的需求。 展开更多
关键词 职业教育数字化 能力成熟度模型 成熟度等级 评估方法与流程
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自然语言处理的深度学习模型综述 被引量:2
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作者 何雪锋 周洁 +1 位作者 陈德光 廖海 《计算机应用与软件》 北大核心 2025年第2期1-19,101,共20页
模型作为自然语言处理的关键,直接关系到最终性能。该文介绍自然语言处理中涉及到的模型。按照规则与统计的方法从发布时间、特点、优缺点与适用范围等方面对传统自然语言处理模型进行介绍;重点将神经网络依据不同的技术划分为不同的类... 模型作为自然语言处理的关键,直接关系到最终性能。该文介绍自然语言处理中涉及到的模型。按照规则与统计的方法从发布时间、特点、优缺点与适用范围等方面对传统自然语言处理模型进行介绍;重点将神经网络依据不同的技术划分为不同的类型,对每种类型进行介绍并总结其相应特性;对以BERT为基础的两大类改进模型进行具体介绍并对每种模型进行归纳;分析目前自然语言处理模型面临的挑战与对应的解决办法;对未来工作进行展望。 展开更多
关键词 自然语言处理 语言模型 人工智能
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