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Case study on the mechanics of NPR anchor cable compensation for large deformation tunnel in soft rock in the Transverse Mountain area,China 被引量:1
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作者 LI Yong ZHENG Jing +3 位作者 HUO Shu-sen WANG Feng-nian HE Man-chao TAO Zhi-gang 《Journal of Central South University》 SCIE EI CAS CSCD 2024年第6期2054-2069,共16页
A study was conducted to analyze the deformation mechanism of strongly weathered quartz schist in the Daliangshan Tunnel,located in the western Transverse Mountain area.A large deformation problem was experienced duri... A study was conducted to analyze the deformation mechanism of strongly weathered quartz schist in the Daliangshan Tunnel,located in the western Transverse Mountain area.A large deformation problem was experienced during the tunnel construction.To mitigate this problem,a support system was designed incorporating negative Poisson ratio(NPR)anchor cables with negative Poisson ratio effect.Physical model experiments,field experiments,and numerical simulation experiments were conducted to investigate the compensation mechanical behavior of NPR anchor cables.The large deformations of soft rocks in the Daliangshan Tunnel are caused by a high ground stress,a high degree of joint fracture development,and a high degree of surrounding rock fragmentation.A compensation mechanics support system combining long and short NPR anchor cables was suggested to provide sufficient counter-support force(approximately 350 kN)for the surrounding rock inside the tunnel.Comparing the NPR anchor cable support system with the original support system used in the Daliangshan tunnel showed that an NPR anchor cable support system,combining cables of 6.3 m and 10.3 m in length,effectively prevented convergence of surrounding rock deformation,and the integrated settlement convergence value remained below 300 mm.This study provides an effective scientific basis for resolving large deformation problems in deeply buried soft rocks in western transverse mountain areas. 展开更多
关键词 soft rock large deformation NPR anchor cable physical model numerical simulation compensation mechanics
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Finite element model updating for large span spatial steel structure considering uncertainties 被引量:4
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作者 滕军 朱焰煌 +2 位作者 周峰 李惠 欧进萍 《Journal of Central South University》 SCIE EI CAS 2010年第4期857-862,共6页
In order to establish the baseline finite element model for structural health monitoring,a new method of model updating was proposed after analyzing the uncertainties of measured data and the error of finite element m... In order to establish the baseline finite element model for structural health monitoring,a new method of model updating was proposed after analyzing the uncertainties of measured data and the error of finite element model.In the new method,the finite element model was replaced by the multi-output support vector regression machine(MSVR).The interval variables of the measured frequency were sampled by Latin hypercube sampling method.The samples of frequency were regarded as the inputs of the trained MSVR.The outputs of MSVR were the target values of design parameters.The steel structure of National Aquatic Center for Beijing Olympic Games was introduced as a case for finite element model updating.The results show that the proposed method can avoid solving the problem of complicated calculation.Both the estimated values and associated uncertainties of the structure parameters can be obtained by the method.The static and dynamic characteristics of the updated finite element model are in good agreement with the measured data. 展开更多
关键词 model updating UNCERTAINTY interval analysis multi-output support vector regression large span spatial steel structure
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A phenomenological model for plastic flow behavior of rotating band material with a large temperature range 被引量:2
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作者 Yi-cheng Zhu Jia-wei Fu +1 位作者 Lin-fang Qian Jing-hua Cao 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2023年第7期121-133,共13页
The plastic flow behavior of the rotating band material is investigated in this paper. The rotating band material is processed from H96 brass alloy, which is hardened to a much higher yield strength compared to the an... The plastic flow behavior of the rotating band material is investigated in this paper. The rotating band material is processed from H96 brass alloy, which is hardened to a much higher yield strength compared to the annealed one. The dynamically uniaxial compression behavior of the material is tested using the split Hopkinson pressure bar(SHPB) with temperature and strain rate ranging from 297 to 1073 K and500 to 3000 s^(-1), respectively, and a phenomenological plastic flow stress model is developed to describe the mechanical behavior of the material. The material is found to present noticeable temperature sensitivity and weak strain-rate sensitivity. The construction of the plastic flow stress model has two steps. Firstly, three univariate stress functions, taking plastic strain, plastic strain rate and temperature as independent variable, respectively, are proposed by fixing the other two variables. Then, as the three univariate functions describe the special cases of flow stress behavior under various conditions, the principle of stress compatibility is adopted to obtain the complete flow stress function. The numerical results show that the proposed plastic flow stress model is more suitable for the rotating band material than the existing well-known models. 展开更多
关键词 Rotating band Plastic flow behavior large temperature range Phenomenological model
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Modeling and simulation of solvent behavior and temperature distribution within long stick propellants with large web thickness undergoing drying 被引量:2
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作者 Enfa Fu Qianling Liu +3 位作者 Yu Luan Yao Zhu Weidong He Zhenggang Xiao 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2023年第10期42-55,共14页
Drying is a complicated physical process which involves simultaneous heat and mass transfer in the removal of solvents inside propellants.Inappropriate drying techniques may result in the formation of a hard skin laye... Drying is a complicated physical process which involves simultaneous heat and mass transfer in the removal of solvents inside propellants.Inappropriate drying techniques may result in the formation of a hard skin layer near the surface to block the free access of most solvent through for long stick propellants with large web thickness,which lead to lower drying efficiency and worse drying quality.This study aims to gain a comprehensive understanding of drying process and clarify the mechanism of the blocked layer near the propellant surface.A new three-dimensional coupled heat and mass transfer(3D-CHMT)model was successfully developed under transient conditions.The drying experiment results show that the 3DCHMT model could be applied to describe the drying process well since the relative error of the content of solvent between simulation and experiment values is only 5.5%.The solvent behavior simulation demonstrates that the mass transfer process can be divided into super-fast(SF)and subsequent minorfast(MF)stages,and the SF stage is vital to the prevention of the blocked layer against the free access for solvent molecules inside propellant grains.The effective solvent diffusion coefficient(Deff)of the propellant surface initially increases from 3.4×10^(-6)to 5.3×10^(-6)m^(2)/s as the temperature increases,and then decreases to 4.1×10^(-8)m^(2)/s at 60-100 min.The value of Deffof surface between 0-1.4 mm has a unique trend of change compared with other regions,and it is much lower than that of the internal at100 min under simulation conditions.Meanwhile,the temperature of the propellant surface increases rapidly at the SF stage(0-100 min)and then very slowly thereafter.Both the evolution of Deffand temperature distribution demonstrate that the blocked layer near the propellant surface has been formed in the time period of approximately 0-100 min and its thickness is about 1.4 mm.To mitigate the formation of blocked layer and improve its drying quality of finial propellant products effectively,it should be initially dried at lower drying temperature(30-40℃)in 0-100 min and then dried at higher drying temperature(50-60℃)to reduce drying time for later drying process in double base gun propellants.The present results can provide theoretical guidance for drying process and optimization of drying parameters for long stick propellants with large web thickness. 展开更多
关键词 Stick propellants DRYING large web thickness 3D numerical modeling Heat transfer Solvent behavior
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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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Advances of Model Order Reduction Research in Large-scale System Simulation
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作者 SUN Dao-heng, MA Hai-yang, WANG Yan-hua (Department of Mechanical and Electrical Engineering, Xiamen Universi ty, Xiamen 361005, China) 《厦门大学学报(自然科学版)》 CAS CSCD 北大核心 2002年第S1期174-,共1页
Model Order Reduction (MOR) plays more and more imp or tant role in complex system simulation, design and control recently. For example , for the large-size space structures, VLSI and MEMS (Micro-ElectroMechanical Sys... Model Order Reduction (MOR) plays more and more imp or tant role in complex system simulation, design and control recently. For example , for the large-size space structures, VLSI and MEMS (Micro-ElectroMechanical Systems) etc., in order to shorten the development cost, increase the system co ntrolling accuracy and reduce the complexity of controllers, the reduced order model must be constructed. Even in Virtual Reality (VR), the simulation and d isplay must be in real-time, the model order must be reduced too. The recent advances of MOR research are overviewed in the article. The MOR theor y and methods may be classified as Singular Value decomposition (SVD) based, the Krylov subspace based and others. The merits and demerits of the different meth ods are analyzed, and the existed problems are pointed out. Moreover, the applic ation’s fields are overviewed, and the potential applications are forecaste d. After the existed problems analyzed, the future work is described. There are som e problems in the traditional methods such as SVD and Krylov subspace, they are that it’s difficult to (1)guarantee the stability of the original system, (2) b e adaptive to nonlinear system, and (3) control the modeling accuracy. The f uture works may be solving the above problems on the foundation of the tradition al methods, and applying other methods such as wavelet or signal compression. 展开更多
关键词 model order reduction large-scale system SVD krylov
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Effect of sediment on vertical dynamic impedance of rock-socketed pile with large diameter 被引量:7
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作者 俞缙 蔡燕燕 吴文兵 《Journal of Central South University》 SCIE EI CAS 2013年第10期2856-2862,共7页
Based on the fictitious soil pile model, the effect of sediment on the vertical dynamic impedance of rock-socketed pile with large diameter was theoretically studied by means of Laplace transform technique and impedan... Based on the fictitious soil pile model, the effect of sediment on the vertical dynamic impedance of rock-socketed pile with large diameter was theoretically studied by means of Laplace transform technique and impedance function transfer method. Firstly, the sediment under rock-socketed pile was assumed to be fictitious soil pile with the same sectional area. The Rayleigh-Love rode model was used to simulate the rock-socketed pile and the fictitious soil pile with the consideration of the lateral inertial effect of large-diameter pile. The layered surrounding soils and bedrock were modeled by the plane strain model. Then, by virtue of the initial conditions and boundary conditions of the soil pile system, the analytical solution of the vertical dynamic impedance at the head of rock-socketed pile was derived for the arbitrary excitation acting on the pile head. Lastly, based on the presented analytical solution, the effect of sediment properties, bedrock property and lateral inertial effect on the vertical dynamic impedance at rock-socketed pile head were investigated in detail. It is shown that the sediment properties have significant effect on the vertical dynamic impedance at the rock-socketed pile head. The ability of soil-pile system to resist dynamic vertical deformation is weakened with the increase of sediment thickness, but amplified with the increase of shear wave velocity of sediment. The ability of soil pile system to resist dynamic vertical deformation is amplified with the bedrock property improving, but the ability of soil-pile system to resist vertical vibration is weakened with the improvement of bedrock property. 展开更多
关键词 ROCK-SOCKETED PILE SEDIMENT dynamic impedance fictitious soil PILE model large DIAMETER Rayleigh-Love rode model
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Pressure from surrounding rock of three shallow tunnels with large section and small spacing 被引量:19
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作者 杨小礼 金启云 马军秋 《Journal of Central South University》 SCIE EI CAS 2012年第8期2380-2385,共6页
With the increasing traffic demand, the closely built three or more tunnels with large section play a significant role in the tunnel construction. However, the interaction among tunnels has important influences on the... With the increasing traffic demand, the closely built three or more tunnels with large section play a significant role in the tunnel construction. However, the interaction among tunnels has important influences on the security and economy of tunnel engineering, and the calculation of pressure from the surrounding rock during the excavation is one of the problems that need to be solved urgently. Based on the practical engineering of three tunnels, the load model of three tunnels was proposed in consideration of the interaction and excavation sequence between tunnels. In comparison with the load model of single tunnel, the construction mechanical characteristics of the three tunnels were analyzed. The results show that the rock pressure of three tunnels calculated by the current tunnel design code is not reliable, and the interaction force increases with the spacing between tunnels. 展开更多
关键词 three-tunnel model large section small clear spacing load model
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Mode of overlying rock roofing structure in large mining height coal face and analysis of support resistance 被引量:2
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作者 吴锋锋 刘长友 杨敬轩 《Journal of Central South University》 SCIE EI CAS CSCD 2016年第12期3262-3272,共11页
The mining space of large mining height coal face is large,the range of movement and caving of rock strata is large and the stability of supports at coal face is low and damage rate of supports is high,which significa... The mining space of large mining height coal face is large,the range of movement and caving of rock strata is large and the stability of supports at coal face is low and damage rate of supports is high,which significantly affects the safe and efficient production of coal mines.By similar simulation experiment and theoretical analysis,the mode of fractured roofing structure of large mining height coal face and the method of determination of reasonable support resistance of the support was evaluated.Analysis shows that the structural mode of "combined cantilever beam – non-hinged roofing – hinged roofing" of the large mining height coal face appears at the roofing of large mining height coal face.The supporting factor of caved gangue at the gob is introduced,the calculating equations of the fractured step distance of roofing were derived and conventional calculating method of caved height of roofing was corrected and the method of determination of the length and height of each structural area of the roofing was provided.With reference to the excavating conditions at Jinhuagong coal mine in Datong minefield,the dimensions of structural areas of the roofing of the coal face were determined and analyzed,and reasonable support resistance of the height coal face was acquired.By selecting Model ZZ13000/28/60 support and with procedures of advanced pre-cracking blasting,the safe production of large mining height coal face was assured. 展开更多
关键词 large mining height roof structure roof model roof fracturing distance support resistance
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One potential superlarge Pb-Zn ore occurrence with Himalayan thermal brine genesis——Wuqia Region, Xinjiang, China 被引量:3
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作者 刘继顺 高珍权 +2 位作者 邓功全 李明 刘全德 《Journal of Central South University of Technology》 2002年第1期41-46,共6页
The paper focuses on geological and geochemical evidence of thermal brine genesis of Pb Zn deposits in Wuqia district, Xinjiang. The results suggest that the known Pb Zn deposits, such as Wulagen, are thermal brine ge... The paper focuses on geological and geochemical evidence of thermal brine genesis of Pb Zn deposits in Wuqia district, Xinjiang. The results suggest that the known Pb Zn deposits, such as Wulagen, are thermal brine genesis, which is supported by the features of tectonic setting, magma and regional metamorphism, and the characteristics of trace element distribution in strata and redistribution in the ore forming process, the REE patterns and their main parameters of main type ores, the composition features and the source indicators of Pb, S isotopes. Ore forming conditions of superlarge Pb Zn deposits studies show that there exists tectonic and sources setting of Jinding type superlarge Pb Zn deposits in this area. Five Pb Zn ore belts and central uplift belts discovered lately have not only confirmed that the genesis of Wulagen Pb Zn deposits is thermal genesis, but also further proved that there exists tectonic and source setting of Jinding type superlarge Pb Zn deposit in the study area. Mineral deposit model was described and prospecting potentiality of superlarge Pb Zn deposit and their significance were discussed. 展开更多
关键词 thermal brine mineral deposit model super large Pb Zb deposit HIMALAYAN Wuqia Xinjiang
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ChatModeler:基于大语言模型的人机协作迭代式需求获取和建模方法 被引量:11
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作者 靳东明 金芝 +1 位作者 陈小红 王春晖 《计算机研究与发展》 EI CSCD 北大核心 2024年第2期338-350,共13页
需求获取和建模是需求工程中的关键步骤,影响后续系统设计与实现.传统的需求获取和建模方法通常由需求提供者、需求分析师等多类干系人共同协作、反复迭代完成,需要耗费大量的人力.如何减轻需求提供者与需求分析师的负担、提高获取和建... 需求获取和建模是需求工程中的关键步骤,影响后续系统设计与实现.传统的需求获取和建模方法通常由需求提供者、需求分析师等多类干系人共同协作、反复迭代完成,需要耗费大量的人力.如何减轻需求提供者与需求分析师的负担、提高获取和建模的效率有着重要意义.现有工作中有的使用知识库来提供更多知识,以辅助获取或者建模,有的利用自然语言处理等技术对获取或者建模过程进行自动化,但是它们并没有减轻需求提供者的负担.利用大语言模型(large language models,LLMs)的生成能力,提供了一种人机协作的迭代式需求获取和建模框架ChatModeler.具体来说,根据真实世界中需求团队的分工及协作关系,将部分需求提供者、需求分析师等角色的工作由大语言模型承担,而需求提供者只需要进行确认.为大语言模型扮演的各种角色进行了提示词设计,该提示词会随需求的元模型而变化.ChatModeler在7个需求案例上与3种需求模型的自动建模方法进行了14组对比实验,证明了ChatModeler在降低需求提供者的负担和生成高质量需求模型2个方面上的优越性. 展开更多
关键词 需求工程 需求诱导 大语言模型 人机协作 提示工程
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Sample-data Decentralized Reliable H∞ Hyperbolic Control for Uncertain Fuzzy Large-scale Systems with Time-varying Delay 被引量:2
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作者 LIU Xin-Rui ZHANG Hua-Guang 《自动化学报》 EI CSCD 北大核心 2009年第12期1534-1540,共7页
这份报纸学习样品数据的问题为有变化时间的延期的不明确的连续时间的模糊大规模系统的可靠 H 夸张控制。第一,模糊夸张模型( FHM )被用来为某些复杂大规模系统建立模型,然后根据 Lyapunov 指导方法和大规模系统的分散的控制理论,线... 这份报纸学习样品数据的问题为有变化时间的延期的不明确的连续时间的模糊大规模系统的可靠 H 夸张控制。第一,模糊夸张模型( FHM )被用来为某些复杂大规模系统建立模型,然后根据 Lyapunov 指导方法和大规模系统的分散的控制理论,线性 matrixine 质量( LMI )基于条件 arederived toguarantee H 性能不仅当所有控制部件正在操作很好时,而且面对一些可能的致动器失败。而且,致动器的精确失败参数没被要求,并且要求仅仅是失败参数的更低、上面的界限。条件依赖于时间延期的上面的界限,并且不依赖于变化时间的延期的衍生物。因此,获得的结果是不太保守的。最后,二个例子被提供说明设计过程和它的有效性。 展开更多
关键词 模糊双曲模型 线性矩阵不等式 分散控制理论 执行器
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大模型驱动的矿产资源智能预测超级智能体构建方法探索 被引量:1
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作者 王永志 温世博 +7 位作者 李博文 陈星宇 董宇浩 田江涛 王斌 Muhammed Atif BILAL 纪政 孙丰月 《地学前缘》 北大核心 2025年第4期38-45,共8页
矿产资源预测是数学地球科学领域的一项重要研究内容,需使用多种软件处理跨专业地学数据,面临处理过程复杂、工作量巨大、语义难对齐等诸多问题,给研究人员带来巨大挑战。随着新一代生成式人工智能的大模型、智能体等出现,极大地推动了... 矿产资源预测是数学地球科学领域的一项重要研究内容,需使用多种软件处理跨专业地学数据,面临处理过程复杂、工作量巨大、语义难对齐等诸多问题,给研究人员带来巨大挑战。随着新一代生成式人工智能的大模型、智能体等出现,极大地推动了各行业的变革性发展,亦赋能矿产资源预测向智能预测跨越。本文提出一种大模型驱动的矿产资源智能预测超级智能体方法,以多模态大模型(如DeepSeek、通义千问)为基础底座,依托通用智能体技术创建由管理智能体和智能体群构成的超级智能体。智能体群包括地质智能体群、地球物理智能体群、地球化学智能体群、遥感智能体群等,每个智能体群含有多个单一智能体或小型智能体群,每个智能体访问具体的工具(本地自定义、网络及自动生成)、数据等。智能预测超级智能体自动感知外界发送的预测要求,由管理智能体串行或并行调用多个智能体群、单一智能体(如生成二维图)、工具(如插值)、访问数据等完成矿产资源智能化预测任务。以地球化学图生成为例,深度剖析通过智能体与大模型交互完成任务的内部运行机制,一键式智能生成一种或多种地球化学图,证明智能计算方法的有效性。通过将大模型、智能体与矿产资源预测业务三者深度融合,在输入为文字或语音时即可完成零代码的预测任务,为创建矿产资源智能预测新范式提供有益探索。 展开更多
关键词 矿产资源预测 智能预测 大模型 大语言模型 智能体 超级智能体
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大语言模型综述与展望 被引量:11
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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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人工智能大模型训练数据的风险类型与法律规制 被引量:19
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作者 黄锫 《政法论丛》 北大核心 2025年第1期23-37,共15页
训练数据对于人工智能大模型的开发具有不可或缺的重要作用。但是基于我国现行的法律制度和大模型的技术原理,会存在训练数据侵权风险、训练数据偏差风险和训练数据泄露风险等三种风险类型。人工智能大模型训练数据的侵权风险主要包括... 训练数据对于人工智能大模型的开发具有不可或缺的重要作用。但是基于我国现行的法律制度和大模型的技术原理,会存在训练数据侵权风险、训练数据偏差风险和训练数据泄露风险等三种风险类型。人工智能大模型训练数据的侵权风险主要包括大模型预训练时使用作品类数据可能会违反《著作权法》的规定、使用个人信息数据可能会违反《个人信息保护法》的规定等两种情形。人工智能大模型训练数据的偏差风险主要包括价值性偏差风险、时效性偏差风险和真实性偏差风险等三种情形。人工智能大模型训练数据的泄露风险主要包括面向开发者的数据泄露风险、面向攻击者的数据泄露风险等两种情形。可以通过调整现行立法来满足人工智能大模型开发者的训练数据需求,通过元规制的方式激励人工智能大模型开发者防范训练数据的偏差风险,以及通过加强法定义务督促人工智能大模型开发者防范训练数据的泄露风险。 展开更多
关键词 生成式人工智能 大模型 训练数据 法律规制
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人工智能大模型对档案学基础理论的挑战及其回应 被引量:5
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作者 徐拥军 陈晓婷 闫静 《图书情报知识》 北大核心 2025年第1期57-69,共13页
[目的/意义]人工智能大模型对档案学基础理论带来挑战和变革,亟需探讨其如何推动档案学基础理论的创新与发展。[研究设计/方法]通过对比传统时代和人工智能时代档案学基础理论的内容要点,阐述档案学基础理论对大模型挑战的回应,进一步... [目的/意义]人工智能大模型对档案学基础理论带来挑战和变革,亟需探讨其如何推动档案学基础理论的创新与发展。[研究设计/方法]通过对比传统时代和人工智能时代档案学基础理论的内容要点,阐述档案学基础理论对大模型挑战的回应,进一步解释“大模型如何影响档案学基础理论?而档案学基础理论又应当如何回应大模型发起的挑战?”[结论/发现]大模型对档案学基础理论提出了来源原则概念狭窄,文件生命周期延伸、档案价值转化,档案鉴定理论缺失可信性、销而不毁,档案记忆观的建构主体危机等挑战。为回应这些挑战,档案学基础理论需进行自我调适和创新:新来源观概念与背景的再发现,强调文件生命周期的动态连续性,关注档案鉴定理论的可信度检测与被遗忘权,规范算法权力和掌握记忆话语权。[创新/价值]从理论层面重新审视大模型对档案学基础理论的挑战,以及档案学基础理论应如何进行自我修正以做出恰当回应,切实为人工智能时代的档案工作提供理论指导。 展开更多
关键词 人工智能 大模型 档案学基础理论 档案工作
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人工智能的语言优势和不足:基于大语言模型与真实学生语文能力的比较 被引量:2
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作者 高承海 党宝宝 +1 位作者 王冰洁 吴胜涛 《心理学报》 北大核心 2025年第6期947-966,I0004-I0010,共27页
采用定量和定性相结合的混合研究方法,从准确性、规范性、情感性和创造性四个维度评估了人工智能的语言优势和不足。研究1发现,相对于真实学生,GPT-4现代文知识(尤其概念知识)的准确性较高,但其古代诗文和语言文字运用的准确性较低;GPT-... 采用定量和定性相结合的混合研究方法,从准确性、规范性、情感性和创造性四个维度评估了人工智能的语言优势和不足。研究1发现,相对于真实学生,GPT-4现代文知识(尤其概念知识)的准确性较高,但其古代诗文和语言文字运用的准确性较低;GPT-4规范性得分与真实学生相当,情感性和创造性超过及格水平、但低于真实学生,且前者最优个体的规范性、情感性得分与真实学生最高分持平。研究2基于文心ERNIE-4重复验证了上述结果,且ERNIE-4的规范性得分高于真实学生。研究揭示了人工智能在现代文知识、规范领域的优势和古代诗文知识的不足,以及情感性与创造性方面的潜力。这些发现有助于理解和提升人工智能的文化适应性和人性化、个性化生成能力,也对反思和培养人类的独特优势具有重要启发。 展开更多
关键词 大语言模型 语文能力 准确性 情感性 创造性
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大语言模型赋能图书馆参考咨询服务:逻辑、场景与体系 被引量:16
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作者 郭亚军 寇旭颍 +1 位作者 冯思倩 李帅 《图书馆论坛》 北大核心 2025年第1期118-127,共10页
文章分析大语言模型的生成机理及应用模式,探讨其赋能图书馆参考咨询服务的适配性。在此基础上,梳理大语言模型赋能图书馆参考咨询服务的理论逻辑,探索大语言模型赋能下图书馆参考咨询服务的应用场景,并根据咨询前期、中期、后期三个流... 文章分析大语言模型的生成机理及应用模式,探讨其赋能图书馆参考咨询服务的适配性。在此基础上,梳理大语言模型赋能图书馆参考咨询服务的理论逻辑,探索大语言模型赋能下图书馆参考咨询服务的应用场景,并根据咨询前期、中期、后期三个流程构建参考咨询服务体系。建议图书馆从加强多种技术的深层次嵌入、推行“引导+反馈”的交互服务模式、实现机器与馆员的协同合作、完善用户数据收集和分析机制等方面,推进大语言模型赋能图书馆参考咨询服务的发展。 展开更多
关键词 大语言模型 ChatGPT 智慧图书馆 参考咨询 AIGC
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基于大型语言模型的AI招生咨询助理设计与实现 被引量:2
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作者 阮昆 杨璟轩 +3 位作者 殷旭 储雯 罗婷婷 黄容 《实验室研究与探索》 北大核心 2025年第2期110-116,共7页
针对高考招生咨询业务繁忙,咨询覆盖范围有限、咨询效率不高等问题,基于检索增强生成、大型语言模型、提示词工程和检索增强生成转结构化查询语言等技术构建AI招生咨询助理,搜集学校招生信息网招生政策、常见问题、学院专业介绍等建立... 针对高考招生咨询业务繁忙,咨询覆盖范围有限、咨询效率不高等问题,基于检索增强生成、大型语言模型、提示词工程和检索增强生成转结构化查询语言等技术构建AI招生咨询助理,搜集学校招生信息网招生政策、常见问题、学院专业介绍等建立本地权威招生知识库,对政策咨询类问题直接在本地向量知识库检索,对数据查询类问题转化为SQL数据查询,将检索或查询结果送至大模型推理生成回复,提升提问方式的自由度以及问题回复的权威性和实时性,降低大模型幻觉,实现全天候为考生和家长提供精准化、智能化、个性化的咨询服务。在2024年高考招生咨询中,大幅度减轻学校招生咨询工作压力,有效提升招生咨询效率,促进公平获取招生信息。 展开更多
关键词 大型语言模型 检索增强生成技术 提示词工程 招生咨询
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大模型驱动科技创新评价若干问题的思考 被引量:3
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作者 张洋 吴婷婷 侯剑华 《图书情报知识》 北大核心 2025年第1期70-77,88,共9页
[目的/意义]大科学时代背景下,大模型驱动的科技创新评价范式正在发生深刻的变革。厘清大模型驱动的科技创新评价若干问题,有助于提升评价的实用价值和战略指导意义,为科技进步和社会发展提供强有力的支持。[研究设计/方法]基于科技创... [目的/意义]大科学时代背景下,大模型驱动的科技创新评价范式正在发生深刻的变革。厘清大模型驱动的科技创新评价若干问题,有助于提升评价的实用价值和战略指导意义,为科技进步和社会发展提供强有力的支持。[研究设计/方法]基于科技创新评价演化历程和大模型驱动科技创新评价的主要特征,深度剖析大模型应用于科技创新评价的主要维度,在此基础上思考大模型驱动科技创新评价所面临的若干挑战和未来发展趋势。[结论/发现]大模型驱动的科技创新评价将成为新时期科技评价范式变革和进步的关键力量。大模型使得科技创新评价更加智能化、精细化和个性化,其与科学研究、技术开发、科技评价、科技管理等领域的融合发展将成为必然趋势。[创新/价值]剖析了大模型应用于科技创新评价的若干问题,为构建以智能化、精细化、系统化和个性化为核心,以可持续和负责任的评价为导向的科技创新评价体系提供参考和依据。 展开更多
关键词 科技创新评价 大模型 数智驱动
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