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Effect of Property Tax on Optimization and Upgrading of Industrial Structure
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作者 Zulong HUANG Zirun ZHANG Zhengjie ZHANG 《Asian Agricultural Research》 2024年第7期24-27,共4页
China's economic growth and economic development has entered a new stage,and the optimization and upgrading of industrial structure is the core driving force for China to achieve high-quality economic development ... China's economic growth and economic development has entered a new stage,and the optimization and upgrading of industrial structure is the core driving force for China to achieve high-quality economic development during the"14 th Five-Year Plan"period.Property tax has a conductive effect on the upgrading of industrial structure.Therefore,from the perspective of property tax and industrial structure adjustment and the relationship between them,this study summarizes the relevant research of domestic and foreign scholars.On the basis of the research,the paper puts forward some relevant policy suggestions on improving China's property tax and promoting the optimization and upgrading of China's industrial structure. 展开更多
关键词 Property tax COLLECTION Industrial structure optimization and upgrading
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Investigating the Influence of Digital Economy Growth on Industrial Structural Optimization and Upgrading
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作者 Wen Zhang 《Proceedings of Business and Economic Studies》 2024年第2期138-144,共7页
With the rapid development of the social economy,science and technology continue to upgrade and optimize,ushering in the digital era,which provides technical support for industrial innovation and development across al... With the rapid development of the social economy,science and technology continue to upgrade and optimize,ushering in the digital era,which provides technical support for industrial innovation and development across all sectors.At this stage,vigorously developing the digital economy has gradually become the only means to optimize and upgrade the industrial structure.Therefore,local leaders and relevant departments need to enhance the importance of constructing the digital economy,enabling the local industrial structure to be optimized and upgraded under the impetus of the digital economy,ultimately promoting overall economic high-quality development.To this end,this paper,combined with existing research results,first elaborates on the positive impact of the digital economy on the optimization and upgrading of the industrial structure.It then analyzes the challenges hindering the process of industrial structure optimization and upgrading and proposes practical pathways to address them,benefiting relevant stakeholders. 展开更多
关键词 Digital economy Industrial structure optimization and upgrading Path exploration
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An Empirical Research of Producer Services' Cluster Development To Regional Industrial Structure Optimization And Upgrading --Based on the Research of 16 central cities' Panel Data in Yangtze River Delta
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作者 LI Zhen-bo ZHANG ming-dou 《International Journal of Technology Management》 2015年第10期80-87,共8页
Based on the 16 central cities' Panel Data in Yangtze River Delta, location quotient index is used in this paper to measure and analyze the current cluster situation of producer services in Yangtze River Delta, fixed... Based on the 16 central cities' Panel Data in Yangtze River Delta, location quotient index is used in this paper to measure and analyze the current cluster situation of producer services in Yangtze River Delta, fixed effects model of Panel Data model is also used in this paper, and the industrial structure is taken as the dependent variable, while the core explanatory variables is the degree of producer services' cluster development, which is calculated by location quotient, moreover, three control variables introduced in this paper and they are technology advantage, education level and R&D spending, and the mentioned above is to empirically study the impacts of producer services' cluster development to the regional industrial structure. As a result, producer services' cluster development has a significant positive role in promoting the regional industrial structure optimization and upgrading, though the extent is not yet a big push and is still to be further strengthened. In this paper, it has provided a strong evidence that under China' s new normal economy, producer services is badly needed to promote regional industrial structure, and finally it makes specific suggestions based on the current cluster situation of producer services in Yangtze River Delta. 展开更多
关键词 producer services location quotient regional industrial structure optimization and upgrading
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Design and In Situ Additive Manufacturing of Multifunctional Structures
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作者 Yan Zhang Guangyu Zhang +1 位作者 Jing Qiao Longqiu Li 《Engineering》 SCIE EI CAS CSCD 2023年第9期58-68,共11页
Multifunctional structures(MFSs)integrate diverse functions to achieve superior properties.However,conventional design and manufacturing methods—which generally lack quality control and largely depend on complex equi... Multifunctional structures(MFSs)integrate diverse functions to achieve superior properties.However,conventional design and manufacturing methods—which generally lack quality control and largely depend on complex equipment with multiple stations to achieve the integration of distinct materials and devices—are unable to satisfy the requirements of MFS applications in emerging industries such as aerospace engineering.Motivated by the concept of design for manufacturing,we adopt a layer regulation method with an established optimization model to design typical MFSs with load-bearing,electric,heat-conduction,and radiation-shielding functions.A high-temperature in situ additive manufacturing(AM)technology is developed to print various metallic wires or carbon fiber-reinforced high-meltingpoint polyetheretherketone(PEEK)composites.It is found that the MFS,despite its low mass,exceeds the stiffness of the PEEK substrate by 21.5%.The embedded electrics remain functional after the elastic deformation stage.Compared with those of the PEEK substrate,the equivalent thermal conductivity of the MFS beneath the central heat source area is enhanced by 568.0%,and the radiation shielding is improved by 27.9%.Moreover,a satellite prototype with diverse MFSs is rapidly constructed as an illustration.This work provides a systematic approach for high-performance design and advanced manufacturing,which exhibits considerable prospects for both the function expansion and performance enhancement of industrial equipment. 展开更多
关键词 Additive manufacturing Multifunctional structure Optimal design SATELLITE POLYETHERETHERKETONE
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Bilateral Filter for the Optimization of Composite Structures 被引量:1
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作者 Yuhang Huo Ye Tian +2 位作者 Shiming Pu Tielin Shi Qi Xia 《Computer Modeling in Engineering & Sciences》 SCIE EI 2021年第6期1087-1099,共13页
In the present study,we propose to integrate the bilateral filter into the Shepard-interpolation-based method for the optimization of composite structures.The bilateral filter is used to avoid defects in the structure... In the present study,we propose to integrate the bilateral filter into the Shepard-interpolation-based method for the optimization of composite structures.The bilateral filter is used to avoid defects in the structure that may arise due to the gap/overlap of adjacent fiber tows or excessive curvature of fiber tows.According to the bilateral filter,sensitivities at design points in the filter area are smoothed by both domain filtering and range filtering.Then,the filtered sensitivities are used to update the design variables.Through several numerical examples,the effectiveness of the method was verified. 展开更多
关键词 Design optimization composite structure fiber angle optimization bilateral filtering Shepard interpolation manufacturability constraints
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An Approach towards the Incorporation of Soft Aspects Such as Manufacturing Efforts into Structural Design Optimization
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作者 Markus Schatz, Horst Baier 《Journal of Mechanics Engineering and Automation》 2014年第11期847-857,共11页
This paper introduces an efficient holistic approach to the design optimization of lightweight structures of braided fiber-reinforced plastic material. The approach aims to mitigate the paradox of making design decisi... This paper introduces an efficient holistic approach to the design optimization of lightweight structures of braided fiber-reinforced plastic material. The approach aims to mitigate the paradox of making design decisions at early development phases, when necessary information is incomplete or lacking detail so as to properly make these decisions. However, expert knowledge is available and though it is imprecise in nature, it can compensate to create useful models. Manufacturing effort for the braiding process has been described by information accumulated via interviews with braiding experts. This information is then modelled using the soft-computing approach by fuzzy-rule-based systems. The resulting models can further be efficiently integrated into the structural design optimization process. A multidisciplinary design optimization is facilitated considering several aspects including manufacturing effort and structural mechanics, which can be used in early design phases leading to more holistic designing and, thereby, unlocking lightweight and cost-reducing potentials. Benefits of this method, including viability and ease of implementation, are proven by investigations on two academic test problems before advancing to the challenging automotive engineering design problem of the roadster A-pillar. 展开更多
关键词 Structural design optimization soft computing fuzzy-rule-based system manufacturing effort braided fiber-reinforced plastics.
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A Survey of Topology Optimization Methods Considering Manufacturable Structural Feature Constraints for Additive Manufacturing Structures
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作者 Shutian Liu Quhao Li +4 位作者 Jingyu Hu Wenjiong Chen Yongcun Zhang Yunfeng Luo Qi Wang 《Additive Manufacturing Frontiers》 2024年第2期90-111,共22页
Additive manufacturing(AM)has made significant progress in recent years and has been successfully applied in various fields owing to its ability to manufacture complex geometries.This method efficiently expands the de... Additive manufacturing(AM)has made significant progress in recent years and has been successfully applied in various fields owing to its ability to manufacture complex geometries.This method efficiently expands the design space,allowing for the creation of products with better performance than ever before.With the emergence of new manufacturing technologies,new design methods are required to efficiently utilize the expanded design space.Therefore,topology optimization methods have attracted the attention of researchers because of their ability to generate new and optimized designs without requiring prior experience.The combination of AM and topology optimization has proven to be a powerful tool for structural innovation in design and manufacturing.However,it is important to note that AM does not eliminate all manufacturing restrictions but instead replaces them with a different set of design considerations that designers must consider for the successful implementation of these technologies.This has motivated research on topology optimization methods that incorporate manufacturable constraints for AM structures.In this paper,we present a survey of the latest studies in this research area,with a particular focus on developments in China.Additionally,we discuss the existing research gaps and future development trends. 展开更多
关键词 Additive manufacturing Topology optimization Manufacturable constraint Structural feature constraint
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How to Optimize the Structure of Agricultural Products in the Context of Reform of the Supply Front?
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作者 Dan YE Han LIU Dong LIANG 《Asian Agricultural Research》 2016年第6期5-8,共4页
Based on reform of the supply front,this paper analyzes the main constraints on China's current structure of agricultural products,including irrational allocation of resources between agricultural products,promine... Based on reform of the supply front,this paper analyzes the main constraints on China's current structure of agricultural products,including irrational allocation of resources between agricultural products,prominent problems concerning agricultural product quality and safety,disconnection between market demand and agricultural product R&D,and low processing capacity of agricultural products. Based on summing up the experience of the countries with developed agriculture,this paper proposes the path and mechanism for the optimization of structure of agricultural products in China: optimizing resource allocation of agricultural products; improving the quality of agricultural products; enhancing the R&D capacity of agricultural enterprises; promoting the processing and conversion capacity of agricultural products; perfecting the policy support and subsidy mode. 展开更多
关键词 REFORM of the supply FRONT structure of AGRICULTURAL products optimization and upgrading
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Design of Lattice Structures Using Local Relative Density Mapping Method
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作者 Guo-Hua Song Shi-Kai Jing +3 位作者 Fang-Lei Zhao Ye-Dong Wang Hao Xing Long-Fei Qie 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2018年第5期110-118,共9页
In order to solve the problem of substantial computational resources of lattice structure during optimization, a local relative density mapping(LRDM) method is proposed. The proposed method uses solid isotropic micros... In order to solve the problem of substantial computational resources of lattice structure during optimization, a local relative density mapping(LRDM) method is proposed. The proposed method uses solid isotropic microstructures with penalization to optimize a model at the macroscopic scale. The local relative density information is obtained from the topology optimization result. The contour lines of an optimized model are extracted using a density contour approach, and the triangular mesh is generated using a mesh generator. A local mapping relationship between the elements’ relative density and the struts’ relative cross?sectional area is established to automatically determine the diameter of each individual strut in the lattice structures. The proposed LRDM method can be applied to local finite element meshes and local density elements, but it is also suitable for global ones. In addition, some cases are con?sidered in order to test the e ectiveness of the LRDM method. The results show that the solution time of the LRDM is lower than the RDM method by approximately 50%. The proposed method provides instructions for the design of more complex lattice structures. 展开更多
关键词 Lattice structures Local relative density mapping Topology optimization Additive manufacturing
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新基建投资、产业结构升级与制造业出口技术复杂度
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作者 王娟 张翔 韦明君 《产经评论》 北大核心 2025年第1期68-81,共14页
新基建投资为外贸高质量发展和贸易强国建设提供了重要机遇和动力。基于2004—2021年中国30个省、直辖市、自治区面板数据,在测算新基建投资和制造业出口技术复杂度的基础上,检验新基建投资对制造业出口技术复杂度的影响及其传导机制。... 新基建投资为外贸高质量发展和贸易强国建设提供了重要机遇和动力。基于2004—2021年中国30个省、直辖市、自治区面板数据,在测算新基建投资和制造业出口技术复杂度的基础上,检验新基建投资对制造业出口技术复杂度的影响及其传导机制。结果表明:新基建投资显著促进了制造业出口技术复杂度的提升,产业结构合理化和产业结构高度化是其中重要的传导机制;新基建投资对制造业出口技术复杂度的作用受区域制度环境的影响,当制度环境跨越门槛值时,新基建投资对制造业出口技术复杂度的赋能效应更为显著;新基建投资的三个子维度对制造业出口技术复杂度的赋能效应不同,融合基建投资具有显著的正向赋能效应;新基建投资对“一带一路”沿线地区制造业出口技术复杂度的赋能效应更为显著。因此,应进一步完善新基建投资政策,培育制造业出口竞争优势。 展开更多
关键词 新基建投资 出口技术复杂度 产业结构升级 制造业部门
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农用无人机结构拓扑优化与增材制造研究
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作者 卞青青 《农机化研究》 北大核心 2025年第5期197-201,共5页
为了提高无人机载重、减少整体质量、实现机身轻量化设计,以农用无人机机翼为研究对象,基于围绕增材制造的核心拓扑结构折叠固化的薄复合材料壳,采用类似桁架的内部结构和折叠的薄复合材料壳进行制造,实现高度复杂且无需模具的无人机结... 为了提高无人机载重、减少整体质量、实现机身轻量化设计,以农用无人机机翼为研究对象,基于围绕增材制造的核心拓扑结构折叠固化的薄复合材料壳,采用类似桁架的内部结构和折叠的薄复合材料壳进行制造,实现高度复杂且无需模具的无人机结构。通过优化设计和增材制造的结合,成功提高了农用无人机的载重能力和续航能力。机翼试验验证结果表明:优化设计和模拟结果的吻合度较高,验证了该方法的可靠性和有效性。研究可为农用无人机结构的拓扑优化和增材制造提供重要的参考和指导。 展开更多
关键词 农用无人机 结构拓扑优化 增材制造 性能改进 载重 应变
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基于SLM工艺的点阵结构优化设计工艺要素
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作者 敬晨晨 卢继平 庞璐 《实验技术与管理》 北大核心 2025年第2期28-36,共9页
为了研究SLM工艺对点阵结构的影响,设计了SLM工艺对点阵结构中杆单元的形貌和力学性能影响的实验方案,发现SLM工艺对不同倾角的杆单元的成形质量有很大影响,随倾角的增大成型误差也逐渐减小。杆单元的直径对成型质量存在着一定的影响,... 为了研究SLM工艺对点阵结构的影响,设计了SLM工艺对点阵结构中杆单元的形貌和力学性能影响的实验方案,发现SLM工艺对不同倾角的杆单元的成形质量有很大影响,随倾角的增大成型误差也逐渐减小。杆单元的直径对成型质量存在着一定的影响,随着直径的增加,相对误差也随之减小;杆单元的直径和倾角对其力学性能没有影响。实验最后拟合得到了一组杆单元横截面积预测公式,该公式能够根据杆单元的倾角和设计直径预测在当前工艺下制造后的杆单元直径,从而在设计阶段就对其修正以减小采用SLM加工带来的误差,使得生产出来的产品性能更加符合预期,对整个结构设计领域具有重要意义。 展开更多
关键词 SLM工艺 点阵结构 拓扑优化 增材制造
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汽车轻量化技术研究现状及展望
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作者 徐世伟 纪志康 +9 位作者 肖培杰 袁泉 袁秋奇 刘瑜 李君鸿 李可维 李建宇 曾卓然 肖志 何聪 《汽车安全与节能学报》 北大核心 2025年第1期16-31,共16页
随着中国汽车工业的迅速发展和汽车保有量的急速增长,所引起的能源危机、环境污染和交通安全等矛盾日益凸显。汽车轻量化技术是解决该矛盾的有效途径之一。该文介绍了汽车轻量化技术的研究现状,并对各项轻量化技术的发展进行了展望。采... 随着中国汽车工业的迅速发展和汽车保有量的急速增长,所引起的能源危机、环境污染和交通安全等矛盾日益凸显。汽车轻量化技术是解决该矛盾的有效途径之一。该文介绍了汽车轻量化技术的研究现状,并对各项轻量化技术的发展进行了展望。采用轻量化材料、优化结构设计和新型先进制造工艺是汽车轻量化的3大有效途径。轻量化材料主要涵盖超高强度钢、铝合金、镁合金等金属材料和高分子材料、复合材料等非金属材料;结构设计优化包括整车或零部件结构的拓扑优化、形状优化、尺寸优化以及多学科设计优化;先进制造工艺包括焊接、铆接等同种/异种材料连接技术和一体压铸等材料成型技术。轻量化技术的发展对中国汽车交通行业的发展具有重要意义。 展开更多
关键词 汽车 轻量化技术 材料轻量化 结构设计优化 先进制造工艺
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生产性服务业FDI、OFDI对制造业结构升级的影响——基于灰色关联理论的实证分析 被引量:11
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作者 孟萍莉 董相町 《经济与管理》 CSSCI 2017年第3期74-79,共6页
基于灰色关联理论的研究方法,利用中国2006—2014年的相关数据,对生产性服务业FDI、OFDI对制造业产业结构升级的影响进行实证分析,结果显示:生产性服务业FDI、OFDI与制造业产业结构调整存在着紧密的联系,我国生产性服务业FDI、OFDI行业... 基于灰色关联理论的研究方法,利用中国2006—2014年的相关数据,对生产性服务业FDI、OFDI对制造业产业结构升级的影响进行实证分析,结果显示:生产性服务业FDI、OFDI与制造业产业结构调整存在着紧密的联系,我国生产性服务业FDI、OFDI行业结构对制造业产业升级起到了积极的推进作用。 展开更多
关键词 生产性服务业 FDI ofDI 制造业结构升级
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基于变密度法的SLM增材制造无人机承载接头结构拓扑优化设计
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作者 原帅超 王建峰 +2 位作者 段宇航 郝璐静 占小红 《工程科学学报》 EI 北大核心 2025年第1期56-65,共10页
针对某大型无人机机身轻量化需求,以选区激光熔化(Selective laser melting, SLM)制造的承载接头结构为研究对象建立有限元模型,基于ANSYS Workbench计算接头结构在不同极限工况下的强度、刚度性能,并根据材料最大许用应力准则进行校核... 针对某大型无人机机身轻量化需求,以选区激光熔化(Selective laser melting, SLM)制造的承载接头结构为研究对象建立有限元模型,基于ANSYS Workbench计算接头结构在不同极限工况下的强度、刚度性能,并根据材料最大许用应力准则进行校核.采用拓扑优化变密度法,以应力最小化为目标、保留质量40%为响应约束,对接头结构进行拓扑优化,根据优化结果设计两种重构方案并进行静力学验证.结果表明,两种模型重构方案分别减重了13.8%和13.3%,在轻量化程度相近的情况下,方案Ⅱ明显具有更小的应力分布以及变形程度,即最优重构方案成功实现轻量化设计,与原结构件相比质量减轻13.3%,且相较于其他方案承载能力最强,满足静态结构设计要求.为大型无人机承载接头结构实现低成本、轻量化的结构设计探索了新的途径. 展开更多
关键词 拓扑优化 静力学分析 增材制造 轻量化设计 结构设计
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数字经济对产业结构优化的影响及作用机制——以西部地区为例
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作者 李星奇 姚红义 《决策与信息》 2025年第1期70-82,共13页
党的十八大以来,我国对数字经济与实体产业融合发展高度重视,数字经济已深刻渗透到经济社会的各个方面,尤其是对我国产业结构变革和促进新业态发展等都产生了积极影响。通过对西部地区11个省份2013-2022年面板数据采用双向固定效应模型... 党的十八大以来,我国对数字经济与实体产业融合发展高度重视,数字经济已深刻渗透到经济社会的各个方面,尤其是对我国产业结构变革和促进新业态发展等都产生了积极影响。通过对西部地区11个省份2013-2022年面板数据采用双向固定效应模型,实证检验数字经济对产业结构优化的影响及作用机制后发现:第一,数字经济对西部地区产业结构优化有显著的正向影响。第二,随着数字经济发展水平的不断提高,数字经济对西部地区产业结构优化的促进作用呈现出显著的边际效应递减趋势。第三,数字经济通过促进消费结构升级进一步推动西部地区产业结构优化。第四,政府干预在西部地区数字经济与产业结构优化二者关系中发挥正向调节作用。基于此,要完善我国西部地区产业结构,一是加强数字经济基础设施建设,实现数字经济对传统产业升级的赋能;二是因地制宜制定区域发展政策,在经济发达地区,要持续提高企业智能制造水平,在经济欠发达地区,应以提供产业智能化发展基础保障为主;三是拓展消费领域数字技术的应用广度,释放产业增长潜力并推动产业结构优化;四是要规范政府干预行为,为数字经济发展创造宽松的政策环境。 展开更多
关键词 数字经济 产业结构优化 门槛效应 消费结构升级 政府干预
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Buckling optimization of curvilinear fiber-reinforced composite structures using a parametric level set method 被引量:1
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作者 Ye TIAN Tielin SHI Qi XIA 《Frontiers of Mechanical Engineering》 SCIE CSCD 2024年第1期149-160,共12页
Owing to their excellent performance and large design space,curvilinear fiber-reinforced composite structures have gained considerable attention in engineering fields such as aerospace and automobile.In addition to th... Owing to their excellent performance and large design space,curvilinear fiber-reinforced composite structures have gained considerable attention in engineering fields such as aerospace and automobile.In addition to the stiffness and strength of such structures,their stability also needs to be taken into account in the design.This study proposes a level-set-based optimization framework for maximizing the buckling load of curvilinear fiber-reinforced composite structures.In the proposed method,the contours of the level set function are used to represent fiber paths.For a composite laminate with a certain number of layers,one level set function is defined by radial basis functions and expansion coefficients for each layer.Furthermore,the fiber angle at an arbitrary point is the tangent orientation of the contour through this point.In the finite element of buckling,the stiffness and geometry matrices of an element are related to the fiber angle at the element centroid.This study considers the parallelism constraint for fiber paths.With the sensitivity calculation of the objective and constraint functions,the method of moving asymptotes is utilized to iteratively update all the expansion coefficients regarded as design variables.Two numerical examples under different boundary conditions are given to validate the proposed approach.Results show that the optimized curved fiber paths tend to be parallel and equidistant regardless of whether the composite laminates contain holes or not.Meanwhile,the buckling resistance of the final design is significantly improved. 展开更多
关键词 buckling optimization curvilinear fiber composite structure level set method manufacturing constraint
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科技创新驱动新质生产力发展:内在逻辑、作用机制与实现路径
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作者 陈柳钦 胡振华 《科技创业月刊》 2025年第3期168-177,共10页
科技创新不仅改变了生产方式,还推动了生产力的质变,从而形成了新的生产力体系。其内在逻辑在于,通过技术创新引领产业结构优化升级,提升资源配置效率,并通过提高生产效率、降低成本、拓展市场空间,推动经济持续增长。在作用机制方面,... 科技创新不仅改变了生产方式,还推动了生产力的质变,从而形成了新的生产力体系。其内在逻辑在于,通过技术创新引领产业结构优化升级,提升资源配置效率,并通过提高生产效率、降低成本、拓展市场空间,推动经济持续增长。在作用机制方面,科技创新通过培育新产业为新质生产力发展拓展新空间,通过催生新模式为新质生产力发展提供新引擎,通过形成新动能为新质生产力发展注入新动力。在实现路径上,需完善新型举国体制,打好关键核心技术攻坚战;需畅通“科技—产业—金融”良性循环,完善科技创新生态体系;应推动更高水平的对外开放,创造有利于科技创新的全球环境。 展开更多
关键词 科技创新 新质生产力 产业结构优化升级 资源配置效率 经济持续增长
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数字服务贸易开放与中国高技术制造业全球价值链升级
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作者 韩革欣 《统计与决策》 北大核心 2025年第6期132-137,共6页
数字服务贸易开放是赋能贸易高质量发展的重要举措,更是促进高技术制造业全球价值链升级的核心所在。文章基于2012—2022年高技术制造业A股上市公司的数据,运用多元线性回归模型和中介效应模型,探讨了数字服务贸易开放与高技术制造业全... 数字服务贸易开放是赋能贸易高质量发展的重要举措,更是促进高技术制造业全球价值链升级的核心所在。文章基于2012—2022年高技术制造业A股上市公司的数据,运用多元线性回归模型和中介效应模型,探讨了数字服务贸易开放与高技术制造业全球价值链升级之间的关系。研究结果表明,数字服务贸易开放能有效推动高技术制造业全球价值链的升级。传导机制检验显示,数字服务贸易开放可从创新层面增加创新产出与创新投入、从产业层面推动产业结构合理化与产业结构高级化,进而赋能高技术制造业全球价值链升级。异质性分析结果表明,在资本密集型与高一体化程度样本中,数字服务贸易开放对高技术制造业全球价值链升级的赋能作用更为显著。进一步的检验表明,数字服务贸易开放对中国高技术制造业全球价值链升级的影响具有持续性。 展开更多
关键词 数字服务贸易开放 高技术制造业 全球价值链升级 产业结构升级
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Bayesian optimization with Gaussian-processbased active machine learning for improvement of geometric accuracy in projection multi-photon 3D printing
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作者 Jason E.Johnson Ishat Raihan Jamil +2 位作者 Liang Pan Guang Lin Xianfan Xu 《Light(Science & Applications)》 2025年第2期509-520,共12页
Multi-photon polymerization is a well-established,yet actively developing,additive manufacturing technique for 3D printing on the micro/nanoscale.Like all additive manufacturing techniques,determining the process para... Multi-photon polymerization is a well-established,yet actively developing,additive manufacturing technique for 3D printing on the micro/nanoscale.Like all additive manufacturing techniques,determining the process parameters necessary to achieve dimensional accuracy for a structure 3D printed using this method is not always straightforward and can require time-consuming experimentation.In this work,an active machine learning based framework is presented for determining optimal process parameters for the recently developed,high-speed,layer-by-layer continuous projection 3D printing process.The proposed active learning framework uses Bayesian optimization to inform optimal experimentation in order to adaptively collect the most informative data for effective training of a Gaussian-process-regression-based machine learning model.This model then serves as a surrogate for the manufacturing process:predicting optimal process parameters for achieving a target geometry,e.g,the 2D geometry of each printed layer.Three representative 2D shapes at three different scales are used as test cases.In each case,the active learning framework improves the geometric accuracy,with drastic reductions of the errors to within the measurement accuracy in just four iterations of the Bayesian optimization using only a few hundred of total training data.The case studies indicate that the active learning framework developed in this work can be broadly applied to other additive manufacturing processes to increase accuracy with significantly reduced experimental data collection effortforoptimization. 展开更多
关键词 determining optimal process parameters process parameters manufacturing technique dimensional accuracy active machine learning structure d printed Bayesian optimization additive manufacturing
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