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Spheroid construction strategies and application in 3D bioprinting
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作者 Chunxiang Lu Chuang Gao +4 位作者 Hao Qiao Yi Zhang Huazhen Liu Aoxiang Jin Yuanyuan Liu 《Bio-Design and Manufacturing》 SCIE EI CAS CSCD 2024年第5期800-818,共19页
Tissue engineering has been striving toward designing and producing natural and functional human tissues.Cells are the fundamental building blocks of tissues.Compared with traditional two-dimensional cultured cells,ce... Tissue engineering has been striving toward designing and producing natural and functional human tissues.Cells are the fundamental building blocks of tissues.Compared with traditional two-dimensional cultured cells,cell spheres are threedimensional(3D)structures that can naturally form complex cell–cell and cell–matrix interactions.This structure is close to the natural environment of cells in living organisms.In addition to being used in disease modeling and drug screening,spheroids have significant potential in tissue regeneration.The 3D bioprinting is an advanced biofabrication technique.It accurately deposits bioinks into predesigned 3D shapes to create complex tissue structures.Although 3D bioprinting is efficient,the time required for cells to develop into complex tissue structures can be lengthy.The 3D bioprinting of spheroids significantly reduces the time required for their development into large tissues/organs during later cultivation stages by printing them with high cell density.Combining spheroid fabrication and bioprinting technology should provide a new solution to many problems in regenerative medicine.This paper systematically elaborates and analyzes the spheroid fabrication methods and 3D bioprinting strategies by introducing spheroids as building blocks.Finally,we present the primary challenges faced by spheroid fabrication and 3D bioprinting with future requirements and some recommendations. 展开更多
关键词 SPHErOIdS STrATEGIES 3d bioprinting BIOFABrICATION
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Advanced strategies for 3D-printed neural scaffolds:materials,structure,and nerve remodeling
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作者 Jian He Liang Qiao +5 位作者 Jiuhong Li Junlin Lu Zhouping Fu Jiafang Chen Xiangchun Zhang Xulin Hu 《Bio-Design and Manufacturing》 SCIE EI CAS CSCD 2024年第5期747-770,共24页
Nerve regeneration holds significant potential in the treatment of various skeletal and neurological disorders to restore lost sensory and motor functions.The potential of nerve regeneration in ameliorating neurologic... Nerve regeneration holds significant potential in the treatment of various skeletal and neurological disorders to restore lost sensory and motor functions.The potential of nerve regeneration in ameliorating neurological diseases and injuries is critical to human health.Three-dimensional(3D)printing offers versatility and precision in the fabrication of neural scaffolds.Complex neural structures such as neural tubes and scaffolds can be fabricated via 3Dprinting.This reviewcomprehensively analyzes the current state of 3D-printed neural scaffolds and explores strategies to enhance their design.It highlights therapeutic strategies and structural design involving neural materials and stem cells.First,nerve regeneration materials and their fabrication techniques are outlined.The applications of conductive materials in neural scaffolds are reviewed,and their potential to facilitate neural signal transmission and regeneration is highlighted.Second,the progress in 3D-printed neural scaffolds applied to the peripheral and central nerves is comprehensively evaluated,and their potential to restore neural function and promote the recovery of different nervous systems is emphasized.In addition,various applications of 3D-printed neural scaffolds in peripheral and neurological diseases,as well as the design strategies of multifunctional biomimetic scaffolds,are discussed. 展开更多
关键词 Nerve regeneration 3d printing based neural scaffolds BIOMATErIALS Nervous system design strategies
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Absorptive capacity and R&D strategy of labor-managed firms 被引量:1
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作者 罗建利 仲伟俊 《Journal of Southeast University(English Edition)》 EI CAS 2009年第3期413-418,共6页
Taking absorptive capacity effects on research spillovers into consideration, this paper focuses on the R&D investment decisions and the output decisions of labor-managed firms. Based on the general model of the cost... Taking absorptive capacity effects on research spillovers into consideration, this paper focuses on the R&D investment decisions and the output decisions of labor-managed firms. Based on the general model of the cost-reducing R&D, the strategic interactions of output and R&D investment between labor-managed firms in a duopoly are analyzed. Moreover, the impact of absorptive capacity effects on optimal output in the production stage is discussed. In the R&D stage, the impacts of absorptive capacity effects on the equilibrium R&D investment in cooperative and non-cooperative R&D are analyzed. Finally, the R&D strategy of labor-managed firms is compared with the behavior of profit-maximizing firms. The results show that equilibrium R&D investment is always higher than that in the exogenous spillover rate, which is similar to the behavior of the profit-maximizing firms. However, unlike the profit-maximizing firms, the impact of the absorptive capacity that affects the relationship between the optimal output and its own(rival' s)R&D is shown to be dependent upon a return-to-scale of the production. 展开更多
关键词 absorptive capacity labor-managed firm r&d strategic interaction
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T/R组件故障对DBF影响分析及维护策略研究
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作者 彭芳 张兵 +2 位作者 尚宝鹏 向建军 吴军 《空军工程大学学报》 CSCD 北大核心 2024年第6期53-59,共7页
针对相控阵雷达T/R组件故障数低于总数10%时的可维护性和维护时机问题,分析通道故障对数字波束形成的影响规律,提出保持雷达性能不降级的维护策略。首先,基于面阵结构分别建立发射数字波束形成(DBF)数学模型和基于最小均方(LMS)算法的... 针对相控阵雷达T/R组件故障数低于总数10%时的可维护性和维护时机问题,分析通道故障对数字波束形成的影响规律,提出保持雷达性能不降级的维护策略。首先,基于面阵结构分别建立发射数字波束形成(DBF)数学模型和基于最小均方(LMS)算法的接收数字波束形成数学模型。其次,仿真验证T/R组件处于正常和部分失效2种状态时的波束形成性能,采用5个指标对比分析故障数量和故障区域对接收DBF性能和雷达探测性能的影响。最后,分析其内在规律,提出维护策略,为科学精细维修与作战效能发挥提供理论依据和决策支持。 展开更多
关键词 相控阵雷达 T/r组件 发射波束形成 接收波束形成 维护策略
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政府R&D补贴的技术创新效应分析--基于2009-2021年中国的经验数据
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作者 臧传琴 《山东商业职业技术学院学报》 2024年第4期1-8,共8页
政府R&D补贴既可以通过提供公共服务的方式直接作用于技术创新,也可以通过对社会资本的引导作用间接影响技术创新,其总效应取决于两种影响的方向与大小。基于2009—2021年中国的经验数据,建立了由技术创新方程和引致方程共同组成的... 政府R&D补贴既可以通过提供公共服务的方式直接作用于技术创新,也可以通过对社会资本的引导作用间接影响技术创新,其总效应取决于两种影响的方向与大小。基于2009—2021年中国的经验数据,建立了由技术创新方程和引致方程共同组成的动态模型,对政府R&D补贴的技术创新效应进行了实证分析。结果发现:持续增加的政府R&D补贴带来了国内专利授权数量的稳定增加,技术创新效应较为显著;政府R&D补贴不仅对技术创新产生了积极的直接影响,也通过引导社会资本投资于研发领域而对技术创新产生了积极的间接影响;政府R&D补贴的技术创新效应存在区域差异,中东部地区为正,而西部地区为负。提高资金使用效率、积极引导社会资本投资技术研发、努力改善欠发达地区的研发环境,无疑是提高政府R&D补贴技术创新效应的必要选择。 展开更多
关键词 r&d补贴 技术创新 直接效应 间接效应
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云南省R&D经费投入结构动态研究 被引量:1
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作者 张和平 钟翔 +1 位作者 段江涛 贺新华 《中国科技资源导刊》 2024年第1期92-99,共8页
为研究云南省“十二五”以来R&D经费投入结构变化,分析R&D经费投入现状,并与全国,东、中、西部地区及临近省份进行了对比;从资金来源和资金配置视角,运用Cobb-Douglas效用函数及其修正模型对R&D经费投入结构展开动态分析。... 为研究云南省“十二五”以来R&D经费投入结构变化,分析R&D经费投入现状,并与全国,东、中、西部地区及临近省份进行了对比;从资金来源和资金配置视角,运用Cobb-Douglas效用函数及其修正模型对R&D经费投入结构展开动态分析。结果表明:云南省R&D经费投入结构不尽合理,资金来源中政府资金占比较低且呈下降趋势,资金配置中基础研究和应用研究投入不足,与最优结构偏离程度较大。针对存在的问题,提出持续加大政府R&D经费投入力度、围绕产业链提升基础研究和应用研究比重的建议。 展开更多
关键词 r&d经费 政府r&d投入 资源配置 活动类型 云南省 Cobb-douglas效用函数
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R&D资本化背景下我国TFP增长率再测算 被引量:1
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作者 杜瑶 许永洪 《统计研究》 CSSCI 北大核心 2024年第1期33-45,共13页
研究与试验发展(R&D)资本对经济增长和科技创新作用日益凸显,但对于R&D资本的核算亟待完善。本文基于SNA2008和CSNA2016框架,将R&D支出作为资本形成,对我国各省份物质资本存量和R&D资本存量进行规范化测算,使用随机前... 研究与试验发展(R&D)资本对经济增长和科技创新作用日益凸显,但对于R&D资本的核算亟待完善。本文基于SNA2008和CSNA2016框架,将R&D支出作为资本形成,对我国各省份物质资本存量和R&D资本存量进行规范化测算,使用随机前沿分析法重新估算1991—2019年间的全要素生产率(TFP)增长率。研究发现:第一,我国R&D资本存量规模呈总体递增和地区聚集趋势;第二,1991—2019年间,我国广义TFP增长率年平均增幅为2.10%,对经济增长存在正向作用;第三,将TFP增长率分解为技术进步、前沿技术效率和规模效应,发现技术进步对TFP增长率的贡献最大,是推动我国TFP增长的主导力量,但却呈现逐年递减的趋势;第四,随着我国对R&D投入的不断增加与重视,R&D对我国广义TFP增长率的贡献呈现递增的趋势,R&D的贡献逐渐成为推动我国科技进步的主要力量。 展开更多
关键词 r&d资本化 r&d资本存量 TFP增长率 随机前沿分析
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政府R&D资助对OFDI逆向绿色创新的影响机制研究 被引量:1
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作者 韩先锋 刘娟 李勃昕 《运筹与管理》 CSSCI CSCD 北大核心 2024年第1期158-164,共7页
应用中国分省区层面数据并采用面板门槛模型,实证考察了政府R&D资助影响OFDI逆向绿色创新的动态效应。研究发现,OFDI对国内绿色创新产生了显著的驱动效应,但这种影响呈现出明显的先负后正的“U”型动态演化特征;政府R&D资助会... 应用中国分省区层面数据并采用面板门槛模型,实证考察了政府R&D资助影响OFDI逆向绿色创新的动态效应。研究发现,OFDI对国内绿色创新产生了显著的驱动效应,但这种影响呈现出明显的先负后正的“U”型动态演化特征;政府R&D资助会正向调节OFDI逆向绿色创新溢出,且存在最适宜于OFDI逆向绿色创新的政府R&D资助区间(0.366,0.428],过高或过低强度的政府R&D资助均会在一定程度上造成OFDI逆向绿色创新的红利损失;政府R&D资助调节下OFDI对绿色创新的动态影响具有显著时空异质性,即在时空维度上存在“激励效应”与“挤出效应”交替演化的鲜明特征。 展开更多
关键词 政府r&d资助 对外直接投资 绿色创新
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企业R&D支出费用化资本化与会计盈余管理行为选择研究——基于中国部分上市公司的经验数据
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作者 姚慧娴 徐荣 《安徽工程大学学报》 CAS 2024年第4期73-81,共9页
本文基于中国部分上市公司的数据,选取R&D支出全部费用化、全部资本化、部分资本化3个虚拟变量及R&D支出费用化金额、资本化金额用以表征R&D支出披露形式,研究上市公司R&D支出会计政策选择是否与盈余管理程度相关,进而... 本文基于中国部分上市公司的数据,选取R&D支出全部费用化、全部资本化、部分资本化3个虚拟变量及R&D支出费用化金额、资本化金额用以表征R&D支出披露形式,研究上市公司R&D支出会计政策选择是否与盈余管理程度相关,进而检验R&D支出会计处理盈余管理路径,即检验R&D支出费用化、资本化的确定依据是否受其他非准则因素影响。研究结果显示,有条件资本化会计处理可能成为管理层盈余管理手段,包括应计盈余管理和真实盈余管理。在确定R&D支出费用化金额、资本化金额及R&D支出费用化强度上,管理层除了依据会计准则,还要依据当期利润情况、所得税负、利润质量、审计成本、利润平滑和公司独立性的影响。 展开更多
关键词 r&d支出 应计盈余管理 真实盈余管理 利润平滑
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SGT-Net: A Transformer-Based Stratified Graph Convolutional Network for 3D Point Cloud Semantic Segmentation
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作者 Suyi Liu Jianning Chi +2 位作者 Chengdong Wu Fang Xu Xiaosheng Yu 《Computers, Materials & Continua》 SCIE EI 2024年第6期4471-4489,共19页
In recent years,semantic segmentation on 3D point cloud data has attracted much attention.Unlike 2D images where pixels distribute regularly in the image domain,3D point clouds in non-Euclidean space are irregular and... In recent years,semantic segmentation on 3D point cloud data has attracted much attention.Unlike 2D images where pixels distribute regularly in the image domain,3D point clouds in non-Euclidean space are irregular and inherently sparse.Therefore,it is very difficult to extract long-range contexts and effectively aggregate local features for semantic segmentation in 3D point cloud space.Most current methods either focus on local feature aggregation or long-range context dependency,but fail to directly establish a global-local feature extractor to complete the point cloud semantic segmentation tasks.In this paper,we propose a Transformer-based stratified graph convolutional network(SGT-Net),which enlarges the effective receptive field and builds direct long-range dependency.Specifically,we first propose a novel dense-sparse sampling strategy that provides dense local vertices and sparse long-distance vertices for subsequent graph convolutional network(GCN).Secondly,we propose a multi-key self-attention mechanism based on the Transformer to further weight augmentation for crucial neighboring relationships and enlarge the effective receptive field.In addition,to further improve the efficiency of the network,we propose a similarity measurement module to determine whether the neighborhood near the center point is effective.We demonstrate the validity and superiority of our method on the S3DIS and ShapeNet datasets.Through ablation experiments and segmentation visualization,we verify that the SGT model can improve the performance of the point cloud semantic segmentation. 展开更多
关键词 3d point cloud semantic segmentation long-range contexts global-local feature graph convolutional network dense-sparse sampling strategy
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Extension Modeling Strategy of Intelligent Detection in D.huoshanense Photosynthesis Process 被引量:4
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作者 Rongde Lu Can Qin Yunsheng Bao 《Intelligent Control and Automation》 2011年第2期126-132,共7页
Aiming at the limitations of the existing knowledge representations in intelligent detection, a new method of Extension-based Knowledge Representation (EKR) was proposed. The definitions, grammar rules, and storage st... Aiming at the limitations of the existing knowledge representations in intelligent detection, a new method of Extension-based Knowledge Representation (EKR) was proposed. The definitions, grammar rules, and storage structure of EKR were presented. An Extension Solving Model (ESM) based on EKR was discussed in detail, including creation of the extension constraint graph, extended inference, calculation of relevant functions and generation of extension set. A knowledge base system based on EKR and ESM was developed, which was applied in extension repository system intelligent design of detection in photosynthesis process of D.huoshanense. More reasonable results were obtained than traditional rule-based system. EKR was feasible in intelligent design to solve the problem of intelligent detection knowledge representations. 展开更多
关键词 Extension-Based KNOWLEdGE representation (EKr) Intelligent detection EXTENSION Modeling strategy (EMS) PHOTOSYNTHESIS Process of d.huoshanense (PPdH)
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Petrographic, Geochemical and Metallogenical Context of the Geological Formations of the Goumere Region (North-East of Cote D’Ivoire): Implication to the Knowledge of Gold Mineralization
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作者 Fossou Jean-Luc Hervé Kouadio Alain Nicaise Kouamelan +1 位作者 Topka Kakeu Lionel Boya Roger Nicaise Kanga 《International Journal of Geosciences》 CAS 2024年第2期180-203,共24页
The Gouméré region is located in the North-East of Côte d’Ivoire and is located in the South-West of the Bui furrow. In order to highlight the geology of the area studied, 14 samples were taken for stu... The Gouméré region is located in the North-East of Côte d’Ivoire and is located in the South-West of the Bui furrow. In order to highlight the geology of the area studied, 14 samples were taken for studies using petrographic, geochemical and metallogenic methods. The study of macroscopic and microscopic petrography made it possible to highlight two major lithological units: 1) a volcano-plutonic unit, formed of gabbros, basalt, volcaniclastics and rhyodacite;2) a sedimentary unit (microconglomerate). From a geochemical point of view, the results obtained indicate that the plutonites are gabbro and gabbro diorite while the volcanics have compositions of basaltic andesites, rhyolite and dacites. The sediments have a litharenitic to sublitharenitic character. The metallogenic study made it possible to highlight hydrothermal alterations and metalliferous paragenesis on the formations studied. Hydrothermal alteration is characterized by the presence of carbonation, silicification, sericitization, sulfidation and to a lesser degree chloritization. Metalliferous paragenesis consists of pyrite, chalcopyrite, hematite and magnetite. 展开更多
关键词 PETrOGrAPHY GEOCHEMISTrY METALLOGENY Gouméré Côte d’Ivoire
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政府采购对企业R&D投入的影响
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作者 张士博 赵雪键 +1 位作者 岳松森 李连伟 《山东工商学院学报》 2024年第1期46-56,107,共12页
针对政府采购对企业R&D投入激励的有效性问题,基于2011—2013年中国上市中小企业政府采购数据,采用倾向得分匹配法,研究政府采购、公司内部治理与企业R&D投入之间的关系。研究结果表明,政府采购能够有效促进企业R&D投入,且... 针对政府采购对企业R&D投入激励的有效性问题,基于2011—2013年中国上市中小企业政府采购数据,采用倾向得分匹配法,研究政府采购、公司内部治理与企业R&D投入之间的关系。研究结果表明,政府采购能够有效促进企业R&D投入,且这种影响因公司治理结构的不同而表现出明显的差异;政府采购对国有性质、股权分散、股权制衡及董事会规模较小的企业R&D投入的促进效应更加显著。 展开更多
关键词 政府采购 r&d投入 公司内部治理 倾向得分匹配法
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Fluctuating resources,disturbance and plant strategies:diverse mechanisms underlying plant invasions 被引量:2
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作者 Ian J RADFORD 《Journal of Arid Land》 SCIE CSCD 2013年第3期284-297,共14页
This paper examines the hypothesis that non-native plant invasions are related to fluctuating resource availability as proposed by Davis et al. (2000). I measured relative functional responses of both invasive and n... This paper examines the hypothesis that non-native plant invasions are related to fluctuating resource availability as proposed by Davis et al. (2000). I measured relative functional responses of both invasive and native plants to changed resource availability due to nutrient enrichment and rainfall, and to increased disturbance. Data are presented from studies in two contrasting ecosystems. First is a series of glasshouse and field experiments on the invader Hieracium lepidulum and associated invasive and native species in subalpine temperate New Zealand. Second is a field study of invasive and native plant responses to altered disturbance regimes and rainfall from tropical savannas of north eastern Australia. Invaders responded differently from native species to changes in resource availability in both subalpine and tropical studies. However, invaders differed among themselves showing that different species exploit different functional niches to invade their respective habitats. These findings contribute to the contention that the fluctuating resource hypothesis does not provide a universal explanation for plant invasions. The diverse functional responses to increased resource availability among invaders in this and previous studies suggest that the cause of invasion depends on unique combinations of habitat and functional attributes of invaders and native assemblages. Such findings imply that universal predictions of what will happen under climate change scenarios across the globe will be difficult to make. 展开更多
关键词 plant invasion plant strategies C-S-r triangle fluctuating resources dISTUrBANCE
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基于Tobit模型的河南省R&D投入产出影响因素分析
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作者 王新 《河南科技》 2024年第10期144-148,共5页
【目的】科技创新能力是地区综合实力的重要标志之一,科学地识别影响科技资源投入产出的因素,是实现经济跨越式发展和可持续发展的关键。【方法】基于Tobit模型对近十年河南省R&D投入产出面板数据进行相关检验,分析得出各变量对河南... 【目的】科技创新能力是地区综合实力的重要标志之一,科学地识别影响科技资源投入产出的因素,是实现经济跨越式发展和可持续发展的关键。【方法】基于Tobit模型对近十年河南省R&D投入产出面板数据进行相关检验,分析得出各变量对河南省R&D投入产出产生的不同影响。【结果】企业研发机构投入和高水平人才比例与河南省R&D投入产出效率呈显著正相关,而政府支持力度和对外开放程度则对R&D投入产出效率的作用不显著。【结论】建议河南省通过转换政府职能、注重人才引进、加强对外交流、改善区域环境等方式,优化R&D投入产出,更好地提升科技效能。 展开更多
关键词 r&d 影响因素 TOBIT模型
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增加R&D投入一定会促进城市经济高质量发展吗?——来自中国280个地级城市的经验证据
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作者 魏杰 《城市学刊》 2024年第4期49-55,共7页
如何促进城市经济高质量发展是目前社会各界关注的重要议题,R&D投入和科技创新一直是经济发展需要考虑的两个重要影响因素。利用2017—2019年280个地级及以上城市的相关数据,实证分析R&D投入对经济发展质量的影响。研究发现,R&a... 如何促进城市经济高质量发展是目前社会各界关注的重要议题,R&D投入和科技创新一直是经济发展需要考虑的两个重要影响因素。利用2017—2019年280个地级及以上城市的相关数据,实证分析R&D投入对经济发展质量的影响。研究发现,R&D投入和经济发展质量之间存在倒“U”型关系,即一定数量的R&D投入可以促进经济发展质量的提升;但R&D投入超过一定阈值后,更多数量的R&D投入则会给经济发展质量带来负面影响;科技创新是R&D投入影响经济发展质量的一个重要传导渠道;在大中城市中,科技创新在R&D投入和经济发展质量之间的中介作用会更加明显;在小城市中,R&D投入和经济发展质量之间的倒“U”型关系更加显著。因此,通过加大R&D投入来提升科技创新水平进而提升经济发展质量是一条切实可行的路径,但R&D投入并不是越多越好,而是只有将R&D投入有效地转化为科技创新产出,才能更好地实现经济高质量发展。 展开更多
关键词 r&d投入 科技创新 经济发展质量 地级城市
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政府补助与R&D投入对智慧养老企业绩效的影响研究
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作者 张旭东 赵怡 《科技与经济》 2024年第4期71-75,共5页
在老龄化背景下,智慧养老行业蓬勃发展。政府为缓解老龄化压力,加大对智慧养老企业的补贴力度,企业要想在激烈的竞争中实现可持续化发展,必须进行研发创新。以智慧养老企业为研究对象,分别探讨政府补助、研发投入以及二者能否产生交互... 在老龄化背景下,智慧养老行业蓬勃发展。政府为缓解老龄化压力,加大对智慧养老企业的补贴力度,企业要想在激烈的竞争中实现可持续化发展,必须进行研发创新。以智慧养老企业为研究对象,分别探讨政府补助、研发投入以及二者能否产生交互效应来提升智慧养老企业绩效,以期为智慧养老企业转型升级谋求道路。研究表明:政府补助与研发投入均能够正向提升智慧养老企业绩效,但具有滞后性;二者具有互补性,能够产生交互效应,共同提升智慧养老企业绩效。 展开更多
关键词 智慧养老企业 政府补助 研发投入 企业绩效 交互效应
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R&D投入对企业绩效影响的统计研究
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作者 蓝志清 汪洋 《河南科技》 2024年第3期154-157,共4页
【目的】对R&D投入与企业绩效的影响关系进行统计研究,为江西省上市公司进行R&D投入合理规划、提升企业绩效和促进创新驱动发展提供建议。【方法】基于江西省2019—2021年上市公司的面板数据,构建面板门槛回归模型,分析了R&... 【目的】对R&D投入与企业绩效的影响关系进行统计研究,为江西省上市公司进行R&D投入合理规划、提升企业绩效和促进创新驱动发展提供建议。【方法】基于江西省2019—2021年上市公司的面板数据,构建面板门槛回归模型,分析了R&D投入对企业绩效的门槛效应。【结果】单一门槛、双重门槛、三重门槛均通过了显著性检验,在不同门槛值区间时,R&D投入对企业绩效的边际系数符号及其显著性存在明显差异。【结论】企业应根据自身所处的R&D投入区间合理制定相应的研发计划,当企业R&D投入处于低区间时,应当加大R&D投入;当R&D投入上升至一定区间时,则需重点关注R&D投入效率问题,以避免R&D投入对企业绩效的抑制作用。 展开更多
关键词 r&d投入 企业绩效 面板门槛回归模型
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基于GM(1,1)模型的山西省R&D经费投入预测研究
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作者 赵艳艳 李向荣 《吕梁学院学报》 2024年第5期66-70,共5页
采用灰色GM(1,1)模型,以山西省2015-2022年R&D经费投入数据为样本数列,对山西2023-2030年R&D经费投入进行预测。研究发现,山西省R&D经费投入将从2020年的211.1亿元增加至2025年的380.4亿元,年均增长12.5%,与20%的目标值差... 采用灰色GM(1,1)模型,以山西省2015-2022年R&D经费投入数据为样本数列,对山西2023-2030年R&D经费投入进行预测。研究发现,山西省R&D经费投入将从2020年的211.1亿元增加至2025年的380.4亿元,年均增长12.5%,与20%的目标值差距较大;2030年,山西省R&D经费投入将达到678亿元,仍处于全国较低水平。据此,就如何提升山西省R&D经费投入规模提出三点对策建议,以期为政府职能部门提供决策参考。 展开更多
关键词 r&d经费投入 GM(1 1)模型 山西省
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Research on the Sustainable Development of Chinese Small and Medium-Sized Enterprises-Con-struction and Application of R&D Strategic Alliance 被引量:1
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作者 Zhang Ying Zhang Xin 《Ecological Economy》 2005年第4期71-75,共5页
R &D strategic alliance is important for enterprises' sustainable development and it is a worth research for us. This paper firstly analyzes the condition and situation of tho small and medium-sized enterprises' st... R &D strategic alliance is important for enterprises' sustainable development and it is a worth research for us. This paper firstly analyzes the condition and situation of tho small and medium-sized enterprises' strategic alliance. Then it points out that the small and medium-sized enterprises should choose a sttieable alliance organization, ally themselves with big enterprises, strive for the support of the government, and develop their technology through technology unions. Finally, it suggests that the government should create better innovation environment for R&D strategic, alliance. A new way is also put forward for the applicotion and foundation of the small and medium-sized enterprises ' R&D ,strategic alliance in China. It is also helpful for the sustainable development of small and medium-sized enterprises. 展开更多
关键词 techoological innovatian r&d strategic alliance small and medium-sized enterprises
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