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Modeling texture evolution during rolling process of AZ31 magnesium alloy with elasto-plastic self consistent model 被引量:4
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作者 黄诗尧 张少睿 +1 位作者 李大永 彭颖红 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2011年第6期1348-1354,共7页
To gain a better understanding about texture evolution during rolling process of AZ31 alloy, polycrystalline plasticity model was implemented into the explicit FE package, ABAQUS/Explicit by writing a user subroutine ... To gain a better understanding about texture evolution during rolling process of AZ31 alloy, polycrystalline plasticity model was implemented into the explicit FE package, ABAQUS/Explicit by writing a user subroutine VUMAT. For each individual grain in the polycrystalline aggregate, the rate dependent model was adopted to calculate the plastic shear strain increment in combination with the Voce hardening law to describe the hardening response, the lattice reorientation caused by slip and twinning were calculated separately due to their different mechanisms. The elasto-plastic self consistent (EPSC) model was employed to relate the response of individual grain to the response of the polycrystalline aggregate. Rolling processes of AZ31 sheet and as-cast AZ31 alloy were simulated respectively. The predicted texture distributions are in aualitative a^reement with experimental results. 展开更多
关键词 AZ31 alloy texture rolling process elasto-plastic self consistent (EPSC) model
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Relativistic Consistent Angular-Momentum Projected Shell-Model:Angular-Momentum Projection 被引量:3
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作者 LIYan-Song LONGGui-Lu 《Communications in Theoretical Physics》 SCIE CAS CSCD 2004年第4期579-582,共4页
The angular-momentum projection part of RECAPS is presented.Application of RECAPS to some deformed nuclei is also presented.
关键词 relativistic consistent angular-momentum projected shell-model angular-momentum projection projected shell model RECAPS-RMF
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Relativistic Consistent Angular-Momentum Projected Shell-Model: Relativistic Mean Field 被引量:3
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作者 LIYan-Song LONGGui-Lu 《Communications in Theoretical Physics》 SCIE CAS CSCD 2004年第3期429-434,共6页
We develop a relativistic nuclear structure model, relativistic consistent angular-momentum projected shell-model (RECAPS), which combines the relativistic mean-field theory with the angular-momentum projection method... We develop a relativistic nuclear structure model, relativistic consistent angular-momentum projected shell-model (RECAPS), which combines the relativistic mean-field theory with the angular-momentum projection method. In this new model, nuclear ground-state properties are first calculated consistently using relativistic mean-field (RMF) theory. Then angular momentum projection method is used to project out states with good angular momentum from a few important configurations. By diagonalizing the hamiltonian, the energy levels and wave functions are obtained. This model is a new attempt for the understanding of nuclear structure of normal nuclei and for the prediction of nuclear properties of nuclei far from stability. In this paper, we will describe the treatment of the relativistic mean field. A computer code, RECAPS-RMF, is developed. It solves the relativistic mean field with axial-symmetric deformation in the spherical harmonic oscillator basis. Comparisons between our calculations and existing relativistic mean-field calculations are made to test the model. These include the ground-state properties of spherical nuclei <SUP>16</SUP>O and <SUP>208</SUP>Pb, the deformed nucleus <SUP>20</SUP>Ne. Good agreement is obtained. 展开更多
关键词 relativistic consistent angular-momentum projected shell-model relativistic mean field projected shell model PECAPS-RMF
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DISSIPATION-BASED CONSISTENT RATE-DEPENDENT MODEL FOR CONCRETE 被引量:1
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作者 Fei Leng Gao Lin 《Acta Mechanica Solida Sinica》 SCIE EI 2010年第2期147-155,共9页
An energy-dissipation based viscoplastic consistency model is presented to describe the performance of concrete under dynamic loading. The development of plasticity is started with the thermodynamic hypotheses in orde... An energy-dissipation based viscoplastic consistency model is presented to describe the performance of concrete under dynamic loading. The development of plasticity is started with the thermodynamic hypotheses in order that the model may have a sound theoretical background. Independent hardening and softening and the rate dependence of concrete are described separately for tension and compression. A modified implicit backward Euler integration scheme is adopted for the numerical computation. Static and dynamic behavior of the material is illustrated with certain numerical examples at material point level and structural level, and compared with existing experimental data. Results validate the effectiveness of the model. 展开更多
关键词 constitutive model VISCOPLASTICITY consistency model energy dissipation rate dependency CONCRETE backward Euler scheme
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Thermodynamic Consistency of Plate and Shell Mathematical Models in the Context of Classical and Non-Classical Continuum Mechanics and a Thermodynamically Consistent New Thermoelastic Formulation 被引量:3
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作者 Karan S. Surana Sri Sai Charan Mathi 《American Journal of Computational Mathematics》 2020年第2期167-220,共54页
Inclusion of dissipation and memory mechanisms, non-classical elasticity and thermal effects in the currently used plate/shell mathematical models require that we establish if these mathematical models can be derived ... Inclusion of dissipation and memory mechanisms, non-classical elasticity and thermal effects in the currently used plate/shell mathematical models require that we establish if these mathematical models can be derived using the conservation and balance laws of continuum mechanics in conjunction with the corresponding kinematic assumptions. This is referred to as thermodynamic consistency of the mathematical models. Thermodynamic consistency ensures thermodynamic equilibrium during the evolution of the deformation. When the mathematical models are thermodynamically consistent, the second law of thermodynamics facilitates consistent derivations of constitutive theories in the presence of dissipation and memory mechanisms. This is the main motivation for the work presented in this paper. In the currently used mathematical models for plates/shells based on the assumed kinematic relations, energy functional is constructed over the volume consisting of kinetic energy, strain energy and the potential energy of the loads. The Euler’s equations derived from the first variation of the energy functional for arbitrary length when set to zero yield the mathematical model(s) for the deforming plates/shells. Alternatively, principle of virtual work can also be used to derive the same mathematical model(s). For linear elastic reversible deformation physics with small deformation and small strain, these two approaches, based on energy functional and the principle of virtual work, yield the same mathematical models. These mathematical models hold for reversible mechanical deformation. In this paper, we examine whether the currently used plate/shell mathematical models with the corresponding kinematic assumptions can be derived using the conservation and balance laws of classical or non-classical continuum mechanics. The mathematical models based on Kirchhoff hypothesis (classical plate theory, CPT) and first order shear deformation theory (FSDT) that are representative of most mathematical models for plates/shells are investigated in this paper for their thermodynamic consistency. This is followed by the details of a general and higher order thermodynamically consistent plate/shell thermoelastic mathematical model that is free of a priori consideration of kinematic assumptions and remains valid for very thin as well as thick plates/shells with comprehensive nonlinear constitutive theories based on integrity. Model problem studies are presented for small deformation behavior of linear elastic plates in the absence of thermal effects and the results are compared with CPT and FSDT mathematical models. 展开更多
关键词 Plate and Shell Mathematical models Energy Functional Thermodynamic Consistency Classical Continuum Mechanics Non-Classical Continuum Mechanics Internal Rotations Cosserat Rotations Principle of Virtual Work
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Thermodynamically consistent model for diblock copolymer melts coupled with an electric field
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作者 Xiaowen Shen Qi Wang 《Chinese Physics B》 SCIE EI CAS CSCD 2022年第4期710-714,共5页
We present a thermodynamically consistent model for diblock copolymer melts coupled with an electric field derived using the Onsager linear response theory.We compare the model with the thermodynamically inconsistent ... We present a thermodynamically consistent model for diblock copolymer melts coupled with an electric field derived using the Onsager linear response theory.We compare the model with the thermodynamically inconsistent one previously used for the coupled system to highlight their differences in describing transient dynamics. 展开更多
关键词 thermodynamical consistency diblock copolymer melts electric field phase field model
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Measurement.Based Spatial-Consistent Channel Modeling Involving Clusters of Scatterers
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作者 YIN Xuefeng ZHANG Nan +1 位作者 Stephen Wang CHENG Xiang 《ZTE Communications》 2017年第1期28-34,共7页
In this paper,the conventional method of establishing spatial channel models(SCMs)based on measurements is extended by including clusters-of-scatterers(CoSs)that exist along propagation paths.The channel models result... In this paper,the conventional method of establishing spatial channel models(SCMs)based on measurements is extended by including clusters-of-scatterers(CoSs)that exist along propagation paths.The channel models resulted utilizing this new method are applicable for generating channel realizations of reasonable spatial consistency,which is required for designing techniques and systems of the fifth generation wireless communications.The scatterers’locations are estimated from channel measurement data obtained using large-scale antenna arrays through the Space-Alternating Generalized Expectation-Maximization(SAGE)algorithm derived under a spherical wavefront assumption.The stochastic properties of CoSs extracted from real measurement data in an indoor environment are presented. 展开更多
关键词 channel modeling large-scale antenna array spatial consistency space-alternating generalized expectation-maximization(SAGE) algorithm spherical wavefront
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Self-Consistent Model for Pulsed Direct-Current N_2 Glow Discharge
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作者 刘成森 王德真 《Plasma Science and Technology》 SCIE EI CAS CSCD 2005年第2期2745-2747,共3页
A self-consistent analysis of a pulsed direct-current (DC) N2 glow discharge is presented. The model is based on a numerical solution of the continuity equations for electron and ions coupled with Poisson's equati... A self-consistent analysis of a pulsed direct-current (DC) N2 glow discharge is presented. The model is based on a numerical solution of the continuity equations for electron and ions coupled with Poisson's equation. The spatial-temporal variations of ionic and electronic densities and electric field are obtained. The electric field structure exhibits all the characteristic regions of a typical glow discharge (the cathode fall, the negative glow, and the positive column). Current-voltage characteristics of the discharge can be obtained from the model. The calculated current-voltage results using a constant secondary electron emission coefficient for the gas pressure 133.32 Pa are in reasonable agreement with experiment. 展开更多
关键词 pulsed DC glow discharge plasma nitriding self-consistent model
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The Development of Artificial Intelligence:Toward Consistency in the Logical Structures of Datasets,AI Models,Model Building,and Hardware?
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作者 Li Guo Jinghai Li 《Engineering》 2025年第7期13-17,共5页
The aim of this article is to explore potential directions for the development of artificial intelligence(AI).It points out that,while current AI can handle the statistical properties of complex systems,it has difficu... The aim of this article is to explore potential directions for the development of artificial intelligence(AI).It points out that,while current AI can handle the statistical properties of complex systems,it has difficulty effectively processing and fully representing their spatiotemporal complexity patterns.The article also discusses a potential path of AI development in the engineering domain.Based on the existing understanding of the principles of multilevel com-plexity,this article suggests that consistency among the logical structures of datasets,AI models,model-building software,and hardware will be an important AI development direction and is worthy of careful consideration. 展开更多
关键词 CONSISTENCY datasets model building ai models artificial intelligence ai explore potential directions HARDWARE artificial intelligence
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Modeling and Simulation of Epidemics Using q-Diffusion-Based SEIR Framework with Stochastic Perturbations
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作者 Amani Baazeem Muhammad Shoaib Arif +1 位作者 Yasir Nawaz Kamaleldin Abodayeh 《Computer Modeling in Engineering & Sciences》 2025年第6期3463-3489,共27页
The numerical approximation of stochastic partial differential equations(SPDEs),particularly those including q-diffusion,poses considerable challenges due to the requirements for high-order precision,stability amongst... The numerical approximation of stochastic partial differential equations(SPDEs),particularly those including q-diffusion,poses considerable challenges due to the requirements for high-order precision,stability amongst random perturbations,and processing efficiency.Because of their simplicity,conventional numerical techniques like the Euler-Maruyama method are frequently employed to solve stochastic differential equations;nonetheless,they may have low-order accuracy and lower stability in stiff or high-resolution situations.This study proposes a novel computational scheme for solving SPDEs arising from a stochastic SEIR model with q-diffusion and a general incidence rate function.A proposed computational scheme can be used to solve stochastic partial differential equations.For spatial discretization,a compact scheme is chosen.The compact scheme can provide a sixth-order accurate solution.The proposed scheme can be considered an extension of the Euler Maruyama method.Stability and consistency in the mean square sense are also provided.For application purposes,the stochastic SEIR model is considered using q-diffusion effects.The scheme is used to solve the stochastic model and compared with the Euler-Maruyama method.The scheme is also compared with nonstandard finite difference method for solving deterministic models.In both cases,it performs better than existing schemes.Incorporating q-diffusion further enhanced the model’s ability to represent realistic spatial-temporal disease dynamics,especially in scenarios where classical diffusion is insufficient. 展开更多
关键词 Computational scheme STABILITY CONSISTENCY SEIR epidemic model q-diffusion saturated incidence rate
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Teaching-Learning-Assessment Consistency of the 5E Teaching Model and Its Application of English Picture Book Teaching in Elementary School
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作者 HE Ai-jing YUAN Ling-na HUANG Lin-lin 《Journal of Literature and Art Studies》 2025年第7期580-586,共7页
The 5E model includes Engagement,Exploration,Explanation,Elaboration,and Evaluation,with“Evaluation”at the end,conflicting with teaching learning-evaluation consistency.Thus,formative levaluation is integrated into ... The 5E model includes Engagement,Exploration,Explanation,Elaboration,and Evaluation,with“Evaluation”at the end,conflicting with teaching learning-evaluation consistency.Thus,formative levaluation is integrated into the first four stages,and a summative evaluation table is designed for the fifth,enabling students to self-evaluate and reflect.Elementary school English picture book teaching is used as an example to demonstrate the optimized model's application. 展开更多
关键词 teaching and evaluation consistency 5E teaching model elementary English picture book teaching
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基于VSG的交流微电网自触发功率经济分配隐私保护策略
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作者 杨珺 范晏通 秦杰 《电力系统自动化》 北大核心 2026年第1期118-129,共12页
针对高比例可再生能源并网导致的微电网惯性下降问题,聚焦于虚拟同步发电机控制交流微电网的功率经济分配与数据安全协同优化问题展开研究。首先,提出了一种融合模型预测控制的改进增量成本一致性算法,对功率不平衡值进行计算,打破了传... 针对高比例可再生能源并网导致的微电网惯性下降问题,聚焦于虚拟同步发电机控制交流微电网的功率经济分配与数据安全协同优化问题展开研究。首先,提出了一种融合模型预测控制的改进增量成本一致性算法,对功率不平衡值进行计算,打破了传统一致性算法中领导节点需要计算全局信息的限制。其次,提出了一种双维度协同的自触发隐私保护策略,并采用差分隐私机制对交互信息进行噪声注入以解决数据泄露问题。同时,结合事件驱动的自触发机制以减少计算负担并降低通信和加密成本。最后,通过4机7节点系统进行仿真验证。结果表明,所提自触发隐私保护策略显著减少了通信资源与计算资源,提升了微电网控制的鲁棒性与隐私安全性。 展开更多
关键词 微电网 虚拟同步发电机 隐私保护 功率经济分配 模型预测控制 一致性算法
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本科人才培养方案的评价模型构建——以国家一流专业自动化为例
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作者 黄绿娥 范洪海 +2 位作者 黄志繁 鄢化彪 吴健 《高教学刊》 2026年第5期38-41,共4页
新时代我国高等教育迈向高质量发展阶段,针对《普通高等学校本科专业类教学质量国家标准》下如何评估高校人才培养方案制定的合理性问题,建立模糊层次分析综合评价模型。首先将人才培养方案对标《国标》细化为三个层次、九项指标,通过... 新时代我国高等教育迈向高质量发展阶段,针对《普通高等学校本科专业类教学质量国家标准》下如何评估高校人才培养方案制定的合理性问题,建立模糊层次分析综合评价模型。首先将人才培养方案对标《国标》细化为三个层次、九项指标,通过抽样统计分析得到各项指标的重要性程度,采用正互反矩阵求取指标权重。通过问卷调查得到不同维度的匹配关系,对匹配关系进行模糊评价得出每项指标与国标的量化匹配度,最后采用线性综合评价法得到对标国标的人才培养方案合理性评价得分。构建的模型对多所高校的国家级一流专业自动化人才培养方案进行验证,其评价得分符合学校教育评估结果,该模型可作为教育教学审核评估中各高校人才培养方案合理性的评价手段,为科学评价人才培养方案质量提供有效方法。 展开更多
关键词 人才培养方案 国家质量标准 本科教育教学审核评估 模糊层次分析模型 线性综合评价 一致性检验
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省级银发经济发展政策的评价与改进——基于文本挖掘及PMC指数模型
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作者 苏立宁 刘亚婷 《科技和产业》 2026年第3期75-81,共7页
养老事业与养老产业的发展需要与时俱进且合理的政策体系支持。政策文本的量化分析能够为银发经济的进一步腾飞提供保障和参考。基于政策制定的视角,以中央和地方出台的38项银发经济发展的相关政策为研究对象,将政策文本挖掘和PMC(政策... 养老事业与养老产业的发展需要与时俱进且合理的政策体系支持。政策文本的量化分析能够为银发经济的进一步腾飞提供保障和参考。基于政策制定的视角,以中央和地方出台的38项银发经济发展的相关政策为研究对象,将政策文本挖掘和PMC(政策一致性)指数模型相结合,建立银发经济发展政策的量化评价指标体系,并从中选取有代表性的9项政策文本进行量化评价。研究发现,当前中国省级银发经济发展政策文本整体处于优秀水平,评估的9项政策中,包含7项优秀政策和2项可接受政策。依据PMC指数模型评价结果对中国目前的银发经济发展政策提出优化政策工具的使用结构、政策制定主体多元化、全面完善政策内容等建议。研究成果为银发经济政策的优化和完善提供了新的视角。 展开更多
关键词 银发经济 养老产业 PMC(政策一致性)指数模型 文本挖掘
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大语言模型幻觉检测方法综述 被引量:2
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作者 李自拓 孙建彬 +5 位作者 陈广州 方馨悦 崔瑞靖 田植良 黄震 杨克巍 《计算机研究与发展》 北大核心 2026年第1期123-146,共24页
近年来,大语言模型(large language models,LLMs)在自然语言处理(natural language processing,NLP)等领域取得了显著进展,展现出强大的语言理解与生成能力。然而,在实际应用过程中,大语言模型仍然面临诸多挑战。其中,幻觉(hallucinati... 近年来,大语言模型(large language models,LLMs)在自然语言处理(natural language processing,NLP)等领域取得了显著进展,展现出强大的语言理解与生成能力。然而,在实际应用过程中,大语言模型仍然面临诸多挑战。其中,幻觉(hallucination)问题引起了学术界和工业界的广泛关注。如何有效检测大语言模型幻觉,成为确保其在文本生成等下游任务可靠、安全、可信应用的关键挑战。该研究着重对大语言模型幻觉检测方法进行综述:首先,介绍了大语言模型概念,进一步明确了幻觉的定义与分类,系统梳理了大语言模型从构建到部署应用全生命周期各环节的特点,并深入分析了幻觉的产生机制与诱因;其次,立足于实际应用需求,考虑到在不同任务场景下模型透明度的差异等因素,将幻觉检测方法划分为针对白盒模型和黑盒模型2类,并进行了重点梳理和深入对比;而后,分析总结了现阶段主流的幻觉检测基准,为后续开展幻觉检测奠定基础;最后,指出了大语言模型幻觉检测的各种潜在研究方法和新的挑战。 展开更多
关键词 幻觉检测 大语言模型 事实一致性 文本生成 自然语言处理
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Consistency of Water Production Function Models of Two Crops 被引量:1
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作者 樊鹏 王莹 +1 位作者 杨青伟 杨喜会 《Agricultural Science & Technology》 CAS 2016年第1期12-14,共3页
On basis of test information, the research performed analysis on water production function models of two crops, which indicated that water model of crops in whole growth stage and water model of crops indifferent grow... On basis of test information, the research performed analysis on water production function models of two crops, which indicated that water model of crops in whole growth stage and water model of crops indifferent growth stages have consistency as well as differences, providing references for optimization of irrigation water. Meanwhile, the research analyzed the deficiency of optimization on irrigation water for crops just by Jensen model. 展开更多
关键词 Water production function Parabolic model Jensen model CONSISTENCY
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基于Modelica语言的PDE与DAE问题的一致表示 被引量:2
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作者 李志华 张慧丽 郑玲 《系统仿真学报》 CAS CSCD 北大核心 2009年第15期4641-4646,共6页
Modelica语言是为解决复杂物理系统多领域统一建模与仿真问题而提出的一种面向对象基于方程的陈述式建模语言。它对DAE问题的表示已相对成熟,而对PDE问题的表示则相对缺乏。在多领域统一建模框架下,基于面向对象的思想,提出一种PDE与DA... Modelica语言是为解决复杂物理系统多领域统一建模与仿真问题而提出的一种面向对象基于方程的陈述式建模语言。它对DAE问题的表示已相对成熟,而对PDE问题的表示则相对缺乏。在多领域统一建模框架下,基于面向对象的思想,提出一种PDE与DAE问题一致的表示方法,实现对PDE问题的简单自然描述。然后使用直线法将PDE模型转化为DAE模型,并在Modelica仿真平台MWorks环境中进行求解,初步扩展了Modelica语言以支持三维PDE问题的建模与仿真。最后通过一个热传导PDE问题进行了验证。 展开更多
关键词 modelICA 三维PDE问题 建模与仿真 一致表示
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夹紧机构的多层次灰色理论选择算法与应用
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作者 李佳梅 王华敏 王明明 《机械设计与制造》 北大核心 2026年第2期256-259,265,共5页
工件在机床或夹具中定位后,还需进行夹紧压固,而夹紧力是由夹紧机构提供的。合理设计和选用夹紧机构,对于保证加工精度、提高生产效率、减轻劳动强度具有很大影响。由于夹紧机构一般由产生作用力的动力源、传递作用力的传力机构、执行... 工件在机床或夹具中定位后,还需进行夹紧压固,而夹紧力是由夹紧机构提供的。合理设计和选用夹紧机构,对于保证加工精度、提高生产效率、减轻劳动强度具有很大影响。由于夹紧机构一般由产生作用力的动力源、传递作用力的传力机构、执行夹紧的夹紧元件等三部分组成,故可根据结构特点和功用,确定自锁性、增力比、操作性、结构复杂程度等因素作为夹紧机构的选择因子。然后采用多层次理论,建立夹紧机构的综合评价因子计算模型。从定性到定量综合集成的原则,通过计算候选夹紧机构的评价因子,作为夹紧机构的决策依据,最终实现夹紧机构的选择。 展开更多
关键词 夹紧机构 多层次灰色理论 评价模型 特征值 一致性检验
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长江经济带省级氢能产业政策体系的量化评价研究——基于“主题-工具-效力”的三维框架分析
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作者 顾东明 张田飞 李胜会 《干旱区资源与环境》 北大核心 2026年第2期10-20,共11页
发展氢能产业是推动长江经济带绿色能源转型的重要举措,对长江经济带的氢能产业政策进行系统评价具有重要现实意义。文中通过构建“主题-工具-效力”的三维分析框架,运用LDA主题模型、扎根理论研究以及PMC指数模型对长江经济带2017年1月... 发展氢能产业是推动长江经济带绿色能源转型的重要举措,对长江经济带的氢能产业政策进行系统评价具有重要现实意义。文中通过构建“主题-工具-效力”的三维分析框架,运用LDA主题模型、扎根理论研究以及PMC指数模型对长江经济带2017年1月1日—2025年7月31日期间的119份氢能产业政策的核心主题、政策工具以及政策效力进行系统研究。结果表明:1)长江经济带氢能产业政策共包含氢能技术创新、绿氢经济发展、氢能技术应用以及氢能政策补贴等9个核心主题。2)政策工具涉及环境型、供给型、需求型三种类别,分别占比为23.01%、34.36%以及42.62%。3)长江经济带各省氢能产业政策体系总体表现良好,但东中西部地区存在明显差距,且在政策时效、政策部门、政策级别以及政策评价方面存在优化空间。研究结果不仅揭示了长江经济带氢能产业政策的核心主题和政策工具特征,也为长江经济带乃至全国其他地区省份氢能产业政策体系的优化和改进提供决策参考。 展开更多
关键词 氢能产业政策 长江经济带 政策主题 政策工具 政策效力 PMC指数模型
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融合小波变换与多模态大模型的液压泵仿真信号一致性评估
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作者 范亚利 石健 +3 位作者 韩剑 方家玥 司瑾 周阳 《液压与气动》 北大核心 2026年第1期1-10,共10页
数字孪生系统的有效性依赖于虚拟模型与物理实体之间的动态一致性。液压泵作为液压系统的核心动力元件,其压力脉动、振动冲击等运行信号具有强非平稳性,传统基于均方误差或频域统计的一致性评估方法难以有效捕捉瞬态冲击、参数漂移等结... 数字孪生系统的有效性依赖于虚拟模型与物理实体之间的动态一致性。液压泵作为液压系统的核心动力元件,其压力脉动、振动冲击等运行信号具有强非平稳性,传统基于均方误差或频域统计的一致性评估方法难以有效捕捉瞬态冲击、参数漂移等结构性动态偏差。为此,提出一种融合连续小波变换与多模态大模型的一致性评估方法:采集液压泵仿真与实测信号,构造残差信号与真实噪声信号,通过连续小波变换将其转换为时频图像以凸显动态特征,再利用领域自适应微调后的多模态大模型图像编码器提取深层语义特征,以特征余弦相似度量化一致性。试验结果表明,该方法对非平稳动态响应差异具有显著判别能力,优于传统评估指标,可精准识别内泄漏、轴承磨损等工况下的模型结构性偏差,为液压泵数字孪生模型的验证、优化及工程应用提供可靠支撑。 展开更多
关键词 液压泵 连续小波变换 多模态大模型 一致性评估 特征相似度 数字孪生
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