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A 12bit 300MHz Current-Steering CMOS D/A Converter 被引量:1
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作者 倪卫宁 耿学阳 石寅 《Journal of Semiconductors》 EI CAS CSCD 北大核心 2005年第6期1129-1134,共6页
The proposed DAC consists of a unit current-cell matrix for 8MSBs and a binary-weighted array for 4LSBs,trading-off between the precision,speed,and size of the chip.In order to ensure the linearity of the DAC,a double... The proposed DAC consists of a unit current-cell matrix for 8MSBs and a binary-weighted array for 4LSBs,trading-off between the precision,speed,and size of the chip.In order to ensure the linearity of the DAC,a double Centro symmetric current matrix is designed by the Q2 random walk strategy.To achieve better dynamic performance,a latch is added in front of the current switch to change the input signal,such as its optimal cross-point and voltage level.For a 12bit resolution,the converter reaches an update rate of 300MHz. 展开更多
关键词 d/A converter current-steering CMOS mixed integrated circuit cross-point Q2 random walk
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A 16 bit Stereo Audio ΣΔ A/D Converter
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作者 陈雷 赵元富 +3 位作者 高德远 文武 王宗民 朱小飞 《Journal of Semiconductors》 EI CAS CSCD 北大核心 2006年第7期1183-1188,共6页
A 16 bit stereo audio novel stability fifth-order ∑△ A/D converter that consists of switched capacitor ∑△ modulators, a decimation filter, and a bandgap circuit is proposed. A method for the stabilization of a hig... A 16 bit stereo audio novel stability fifth-order ∑△ A/D converter that consists of switched capacitor ∑△ modulators, a decimation filter, and a bandgap circuit is proposed. A method for the stabilization of a high order single stage ∑△ modulator is also proposed. A new multistage comb filter is used for the front end decimation filter. The ∑△ A/D converter achieves a peak SNR of 96dB and a dynamic range of 96dB. The ADC was implemented in 0. 5μm 5V CMOS technology. The chip die area occupies only 4. 1mm × 2.4mm and dissipates 90mW. 展开更多
关键词 ∑△ A/d converter switched capacitor STABILITY decimation filter bandgap circuits
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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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A 128×128 SPAD LiDAR sensor with column-parallel 25 ps resolution TA-ADCs 被引量:1
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作者 Na Tian Zhe Wang +6 位作者 Kai Ma Xu Yang Nan Qi Jian Liu Nanjian Wu Runjiang Dou Liyuan Liu 《Journal of Semiconductors》 EI CAS CSCD 2024年第8期34-40,共7页
This paper presents a design of single photon avalanche diode(SPAD)light detection and ranging(LiDAR)sensor with 128×128 pixels and 128 column-parallel time-to-analog-merged-analog-to-digital converts(TA-ADCs).Un... This paper presents a design of single photon avalanche diode(SPAD)light detection and ranging(LiDAR)sensor with 128×128 pixels and 128 column-parallel time-to-analog-merged-analog-to-digital converts(TA-ADCs).Unlike the conventional TAC-based SPAD LiDAR sensor,in which the TAC and ADC are separately implemented,we propose to merge the TAC and ADC by sharing their capacitors,thus avoiding the analog readout noise of TAC’s output buffer,improving the conversion rate,and reducing chip area.The reverse start-stop logic is employed to reduce the power of the TA-ADC.Fabricated in a 180 nm CMOS process,our prototype sensor exhibits a timing resolution of 25 ps,a DNL of+0.30/−0.77 LSB,an INL of+1.41/−2.20 LSB,and a total power consumption of 190 mW.A flash LiDAR system based on this sensor demonstrates the function of 2D/3D imaging with 128×128 resolution,25 kHz inter-frame rate,and sub-centimeter ranging precision. 展开更多
关键词 3d imaging CMOS imagers direct time-of-flight(dTOF) time-to-analog converter(TAC)
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Numeric Simulation of Single Passage Ternary Turbulence Model in Hydraulic Torque Converter 被引量:5
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作者 闫清东 魏巍 《Journal of Beijing Institute of Technology》 EI CAS 2003年第2期172-175,共4页
Based on the renormalization group theory, a hydraulic torque converter 3 D turbulent single flow passage model is constructed and boundary condition is determined for analyzing the influence of the fluid field chara... Based on the renormalization group theory, a hydraulic torque converter 3 D turbulent single flow passage model is constructed and boundary condition is determined for analyzing the influence of the fluid field characteristic and parameters on the macroscopic model. Numerical simulation of the single fluid path is processed by computational fluid dynamics and the calculated results approach to experimental data well, and especially in low transmission ratio the torque and head results are more close to experimental data than the calculated results of beam theory. This shows that the appropriate ternary analysis method and reasonable assumption of boundary condition may analyze the flow field more precisely and predict the performance of torque converter more accurately. 展开更多
关键词 hydraulic torque converter 3 d fluid field computational fluid dynamics
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A 10bit 2GHz CMOS D/A Converter for High-Speed System Applications
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作者 袁凌 倪卫宁 石寅 《Journal of Semiconductors》 EI CAS CSCD 北大核心 2007年第10期1540-1545,共6页
This paper presents a 2GS/s 10bit CMOS digital-to-analog converter (DAC) that consists of two unit current-cell matrixes for 6MSBs and 4LSBs, respectively, trading off between the precision and size of the chip. Cur... This paper presents a 2GS/s 10bit CMOS digital-to-analog converter (DAC) that consists of two unit current-cell matrixes for 6MSBs and 4LSBs, respectively, trading off between the precision and size of the chip. Current mode logic (CML) is used to ensure high speed,and a double centro-symmetric current matrix is designed by the Q^2 random walk strategy in order to ensure the linearity of the DAC. The DAC occupies 2.2mm × 2.2mm of die area and consumes 790mW with a single 3.3V power supply. 展开更多
关键词 d/A converter current steering CMOS mixed integrated circuit Q^2 random walk
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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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Performance Optimization of Torque Converters Based on Modified 1D Flow Model 被引量:3
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作者 吴光强 王立军 《Journal of Donghua University(English Edition)》 EI CAS 2012年第5期380-384,共5页
A methodology for performance optimization of torque converters is put forward based on the one-dimensional (1D) flow model. It is found that the inaccuracy of 1D flow model for predicting hydraulic performance at the... A methodology for performance optimization of torque converters is put forward based on the one-dimensional (1D) flow model. It is found that the inaccuracy of 1D flow model for predicting hydraulic performance at the low speed ratio is mainly caused by the separation phenomenon at the stator cascade which is induced by large flow impinging at the pressure side of the stator blades. A semi-empirical separation model is presented and incorporated to the original 1D flow model. It is illustrated that the improved model is able to predict the circumferential velocity components accurately, which can be applied to performance optimization. Then, the Pareto front is obtained by using the genetic algorithm (GA) in order to inspect the coupled relationship among stalling impeller torque capacity, stalling torque ratio and efficiency. The efficiency is maximized on the premise that a target stalling impeller torque capacity and torque ratio are achieved. Finally, the optimized result is verified by the computational fluid dynamics(CFD) simulation, which indicates that the maximal efficiency is increased by 0.96%. 展开更多
关键词 multi-objective optimization torque converter separation flow Pareto front one-dimensional 1 d flow model
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Numerical simulation of the flow field of a flat torque converter 被引量:6
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作者 闫清东 刘城 魏巍 《Journal of Beijing Institute of Technology》 EI CAS 2012年第3期309-314,共6页
A flexible flat torque converter was proposed to fulfill the requirement of miniaturization and power density maximization for automobiles.Constructed by two arcs joined by lines,the torus was designed directly from d... A flexible flat torque converter was proposed to fulfill the requirement of miniaturization and power density maximization for automobiles.Constructed by two arcs joined by lines,the torus was designed directly from design path.The influence of flatness on the performance of the torque converter was evaluated.The software CFX and standard k-ε model were adopted to simulate the internal flow fields of the torque converter under different flatness ratios.The results indicated that the performance of the torque converter got worse as the flatness declined,but the capacity of pump increased.The efficiency and the torque ratio dropped slightly as the flatness ratio decreased.So the torque converter could be squashed appropriately to get high power density without too much efficiency sacrifice.But when the flatness ratio was below 0.2,there was a significant drop in the efficiency. 展开更多
关键词 torque converter 3d flow simulation flatness ratio efficiency high power density
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Analytical Modelling and Experiment of Novel Rotary Electro-Mechanical Converter with Negative Feedback Mechanism for 2D Valve 被引量:1
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作者 Bin Meng Mingzhu Dai +3 位作者 Chenhang Zhu Chenchen Zhang Chuan Ding Jian Ruan 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2022年第5期162-182,共21页
The manufacturing of spiral groove structure of two-dimensional valve(2D valve)feedback mechanism has shortcomings of both high cost and time-consuming.This paper presents a novel configuration of rotary electro-mecha... The manufacturing of spiral groove structure of two-dimensional valve(2D valve)feedback mechanism has shortcomings of both high cost and time-consuming.This paper presents a novel configuration of rotary electro-mechanical converter with negative feedback mechanism(REMC-NFM)in order to replace the feedback mechanism of spiral groove and thus reduce cost of valve manufacturing.In order to rapidly and quantitative evaluate the driving and feedback performance of the REMC-NFM,an analytical model taking leakage flux,edge effect and permeability nonlinearity into account is formulated based on the equivalent magnetic circuit approach.Then the model is properly simplified in order to obtain the optimal pitch angle.FEM simulation is used to study the influence of crucial parameters on the performance of REMC-NFM.A prototype of REMC-NFM is designed and machined,and an exclusive experimental platform is built.The torque-angle characteristics,torque-displacement characteristics,and magnetic flux density in the working air gap with different excitation currents are measured.The experimental results are in good agreement with the analytical and FEM simulated results,which verifies the correctness of the analytical model.For torque-angle characteristics,the overall torque increases with both current and rotation angle,which reaches about 0.48 N·m with 1.5 A and 1.5°.While for torque-displacement characteristics,the overall torque increases with current yet decrease with armature displacement due to the negative feedback mechanism,which is about 0.16 N·m with 1.5 A and 0.8 mm.Besides,experimental results of conventional torque motor are compared with counterparts of REMC-NFM in order to validate the simplified model.The research indicates that the REMC-NFM can be potentially used as the electro-mechanical converter for 2D valves in civil servo areas. 展开更多
关键词 Electro-mechanical converter Magnetic circuit topology Analytical modeling 2d valve
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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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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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