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CHINA’S ECONOMIC OUTLOOK FOR 2025 The economic impact of tariff issues should be addressed properly
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作者 Dr.Tharakorn Wusatirakul 《China Report ASEAN》 2025年第2期76-77,共2页
China’s economy is expected to remain stable throughout 2025.According to projections by the Center for Forecasting Science of the Academy of Mathematics and Systems Science under the Chinese Academy of Sciences,Chin... China’s economy is expected to remain stable throughout 2025.According to projections by the Center for Forecasting Science of the Academy of Mathematics and Systems Science under the Chinese Academy of Sciences,China’s GDP(gross domestic product)growth should settle at around 4.8 percent this year and will likely hit 5 percent if the government’s stimulus package is effectively implemented.I personally believe that the Chinese economy will maintain growth of about 4.6 percent in 2025 with robust performance in the first and fourth quarters and slower economic activity in the second and third quarters. 展开更多
关键词 PROPERLY MAINTAIN LIKELY
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Rheological Behavior of Na_(2)O-Al_(2)O_(3)-SiO_(2) Glass Doped with CeO_(2)
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作者 ZHOU Jiahui WANG Yanhang +1 位作者 XU Yinsheng HAN Tao 《Journal of Wuhan University of Technology(Materials Science)》 2025年第5期1244-1250,共7页
The viscosity of anti-irradiated glass was quantitatively characterized using beam bending viscometry(BBV),parallel plate viscometry(PPV),and rotational viscometry(RV).The Vogel-Fulcher-Tammann(VFT)equation was determ... The viscosity of anti-irradiated glass was quantitatively characterized using beam bending viscometry(BBV),parallel plate viscometry(PPV),and rotational viscometry(RV).The Vogel-Fulcher-Tammann(VFT)equation was determined to be the most suitable for representing the viscosity-temperature characteristics of anti-irradiation glass by comparing the fitting effects and accuracy of different equations within different test ranges.The fragility index m of anti-irradiation glass was 47.5,as calculated using an Angell plot,and the cause of the appropriate fit of the VFT equation was analyzed.The effects of different heating temperatures and loading rates on the tensile properties of glass were studied using a universal testing machine.The results indicated that,at a tensile rate of 10 mm/s,the heating temperature increased from 903 to 1023 K,and the deformation process of anti-irradiation glass transitioned from unstable to stable.When the tensile rate increased from 10 to 30 mm/s at 1023 K,the deformation process of the glass was extremely unstable.This work provides theoretical guidance for the large-size preparation of flexible anti-irradiation glass. 展开更多
关键词 anti-irradiation glass rheological behavior VISCOSITY tensile proper
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Experimental study on unsteady flow of hydraulic conveying of a single coarse particle through a 90°bend
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作者 Hui Cheng Hong Xiong +4 位作者 Yuxiang Chen Hong Zhu Chunliang Yu Guodong Zheng Yiyang Xing 《Acta Mechanica Sinica》 2025年第5期93-103,共11页
Bends contribute to a flexible layout of pipeline system,but also lead to intensive energy costs due to the complex flow characteristic.This experimental study is conducted to investigate the impact of a single coarse... Bends contribute to a flexible layout of pipeline system,but also lead to intensive energy costs due to the complex flow characteristic.This experimental study is conducted to investigate the impact of a single coarse particle on the flow field in a bend.The velocity profiles of fluid on the axial symmetry plane of the bend are measured using time-resolved particle image velocimetry.The flow structures are extracted using the proper orthogonal decomposition method.The results reveal that there is a shear-layer flow in the bend during the transportation.With the increase in particle size,the particle has a dominant influence on the flow energy distribution of the overall flow.The impact of particles on the first few energetic flows is mainly in the latter part of the transportation,both temporally and spatially.As the particle size decreases,the most energetic unsteady flow within the bend changes from the convective flow to the flow of the shear layer. 展开更多
关键词 Hydraulic conveying BEND Flow characteristic Particle image velocimetry Proper orthogonal decomposition
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Hydrodynamic Behavior of a Trawl Codend and its Fluttering Motions in Flume Tank
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作者 Bruno Thierry Nyatchouba Nsangue Tang Hao +6 位作者 Tcham Leopold Ruben Mouangue Jian Zhang Wei Liu Achille Njomoue Pandong Liuxiong Xu Fuxiang Hu 《哈尔滨工程大学学报(英文版)》 2025年第2期345-369,共25页
This study experimentally investigates the hydrodynamic characteristics,geometric configurations,fluttering motions of the codend,and the instantaneous flow fields inside and around the codend,with and without a liner... This study experimentally investigates the hydrodynamic characteristics,geometric configurations,fluttering motions of the codend,and the instantaneous flow fields inside and around the codend,with and without a liner,under varying catch sizes and inflow velocities.A proper orthogonal decomposition method is employed to extract phase-averaged mean properties of unsteady turbulent flows from flow measurement data obtained using an electromagnetic current velocity meter inside and around the codend.The results reveal that as catch size increases,the drag force,codend motion,Reynolds number,and codend volume increase while the drag coefficient decreases.Owing to the codend shape and pronounced motion,a complex fluid–structure interaction occurs,demonstrating a strong correlation between drag force and codend volume.The oscillation amplitudes of the hydrodynamic forces and codend motions increase with increasing catch size,and their oscillations mainly involve low-frequency activity.A significant reduction in the flow field occurs inside and around the unlined codend without a catch.The flow field is 5.81%,14.39%,and 27.01%lower than the unlined codend with a catch,the codend with a liner but without a catch,and the codend with both a liner and a catch,respectively.Fourier analysis reveals that the codend motions and hydrodynamic forces are mainly characterized by low-frequency activity and are synchronized with the unsteady turbulent flow street.Furthermore,the proper orthogonal decomposition results reveal the development of unsteady turbulent flow inside and around the codend,driven by flow passage blockage caused by the presence of the liner,intense codend motions,and the catch.Understanding the hydrodynamic characteristics and flow instabilities inside and around the codend,particularly those associated with its fluttering motions,is crucial for optimizing trawl design and improving trawl selectivity. 展开更多
关键词 Trawl codend Hydrodynamic characteristics Proper orthogonal decomposition Fluttering motions Unsteady turbulent flow
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New Proofs of Results about Proper Conflict-Free Coloring of Graphs
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作者 WANG Taishan FANG Xiaofeng +1 位作者 WANG Tao GUO Huiling 《Wuhan University Journal of Natural Sciences》 2025年第5期453-457,共5页
A proper conflict-free k-coloring of a graph is a proper k-coloring in which each nonisolated vertex has a color that appears ex-actly once in its open neighborhood.A graph is PCF k-colorable if it admits a proper con... A proper conflict-free k-coloring of a graph is a proper k-coloring in which each nonisolated vertex has a color that appears ex-actly once in its open neighborhood.A graph is PCF k-colorable if it admits a proper conflict-free k-coloring.The PCF chromatic number of a graph G,denoted by χ_(pcf)(G),is the minimum k such that G is PCF k-colorable.Caro et al conjectured that for a connected graph G with maximum degreeΔ≥3,χ_(pcf)(G)≤Δ+1.One case in this conjecture,a connected graph with maximum degree 3 is PCF 4-colorable,can be derived from the result of Liu and Yu.Jiménez et al stated that the upper bound of PCF chromatic number of a graph G is max{5,x(G)}without a proof.In this paper,we give new proofs of the two results above and derive that for a connected graph G with maximum degreeΔ≥3,its complete subdivision is PCF(Δ+1)-colorable. 展开更多
关键词 proper conflict-free coloring complete subdivision minimal counterexample
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Real-Time Prediction of Stress Response of Tubular Joints on the Jacket Platform Using a Reduced-Order Model
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作者 LENG Jian-cheng MAO Hou-bin +1 位作者 DIAO Kai-xin FENG Hui-yu 《China Ocean Engineering》 2025年第1期13-26,共14页
Jacket platforms constitute the foundational infrastructure of offshore oil and gas field exploitation.How to efficiently and accurately monitor the mechanical properties of jacket structures is one of the key problem... Jacket platforms constitute the foundational infrastructure of offshore oil and gas field exploitation.How to efficiently and accurately monitor the mechanical properties of jacket structures is one of the key problems to be solved to ensure the safe operation of the platform.To address the practical engineering problem that it is difficult to monitor the stress response of the tubular joints of jacket platforms online,a digital twin reduced-order method for real-time prediction of the stress response of tubular joints is proposed.In the offline construction phase,multi-scale modeling and multi-parameter experimental design methods are used to obtain the stress response data set of the jacket structure.Proper orthogonal decomposition is employed to extract the main feature information from the snapshot matrix,resulting in a reduced-order basis.The leave-one-out cross-validation method is used to select the optimal modal order for constructing the reduced-order model(ROM).In the online prediction phase,a digital twin model of the tubular joint is established,and the prediction performance of the ROM is analyzed and verified through using random environmental load and field environmental monitoring data.The results indicate that,compared with traditional numerical simulations of tubular joints,the ROM based on the proposed reduced-order method is more efficient in predicting the stress response of tubular joints while ensuring accuracy and robustness. 展开更多
关键词 offshore jacket platform digital twin tubular joints proper orthogonal decomposition leave-one-out cross validation real-time prediction
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A new maximum-a-posteriori-based gappy method for physical field reconstruction using proper orthogonal decomposition and autoencoder
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作者 Wenwei JIANG Chenhao TAN +2 位作者 Yuntao ZHOU Kai YANG Xiaowei GAO 《Applied Mathematics and Mechanics(English Edition)》 2025年第9期1729-1752,I0001-I0007,共31页
A novel gappy technology, gappy autoencoder with proper orthogonal decomposition(Gappy POD-AE), is proposed for reconstructing physical fields from sparse data. High-dimensional data are reduced via proper orthogonal ... A novel gappy technology, gappy autoencoder with proper orthogonal decomposition(Gappy POD-AE), is proposed for reconstructing physical fields from sparse data. High-dimensional data are reduced via proper orthogonal decomposition(POD),and low-dimensional data are used to train an autoencoder(AE). By integrating the POD operator with the decoder, a nonlinear solution form is established and incorporated into a new maximum-a-posteriori(MAP)-based objective for online reconstruction.The numerical results on the two-dimensional(2D) Bhatnagar-Gross-Krook-Boltzmann(BGK-Boltzmann) equation, wave equation, shallow-water equation, and satellite data show that Gappy POD-AE achieves higher accuracy than gappy proper orthogonal decomposition(Gappy POD), especially for the data with slowly decaying singular values,and is more efficient in training than gappy autoencoder(Gappy AE). The MAP-based formulation and new gappy procedure further enhance the reconstruction accuracy. 展开更多
关键词 data reconstruction gappy technology proper orthogonal decomposition(POD) autoencoder(AE) maximum-a-posteriori(MAP)
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Toward High-precision Astrometry with CSST Using Multi-Gaussian Fitting of PSF
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作者 Jialu Nie Peng Wei +5 位作者 Zihuang Cao Yibo Yan Chao Liu Hao Tian Xin Zhang Hai-Jun Tian 《Research in Astronomy and Astrophysics》 2025年第11期76-91,共16页
The Chinese Space Station Survey Telescope(CSST)presents significant potential for high-precision astrometry.In this study,we show that the point-spread function(PSF)modeled by the discrete PSF with Multi-Gaussian fun... The Chinese Space Station Survey Telescope(CSST)presents significant potential for high-precision astrometry.In this study,we show that the point-spread function(PSF)modeled by the discrete PSF with Multi-Gaussian function can effectively enhance the astrometric accuracy.We determine that the PSF profile can be accurately modeled by three Gaussians,which takes advantage of reduced computational complexity in PSF convolution.In sparse star fields,the lowest centering accuracy we obtain after aberration correction can be below 1 mas.We find that the proper motion errors remain below 1.0 mas yr^(-1)for point sources with five observations and approximately 0.8 mas yr^(-1)for seven observations with a time baseline of around 3.5 yr.We finally demonstrate that the precision of our position measurements for stars fainter than 21 mag in the simulated CSST crowded field is better than the results from both SExtractor and DOLPHOT. 展开更多
关键词 ASTROMETRY proper motions techniques:image processing
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基于CFD降阶的非线性气动弹性稳定性分析 被引量:5
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作者 周强 陈刚 李跃明 《振动与冲击》 EI CSCD 北大核心 2016年第16期17-23,共7页
为了快速寻找基于CFD/CSD的非线性气弹系统的颤振边界,根据Lyapunov稳定性理论对非线性流固耦合系统进行稳定性分析。首先通过微扰理论对非线性流固耦合系统处理建立近似线性化状态空间方程,再通过POD(Proper Orthogonal Decomposition... 为了快速寻找基于CFD/CSD的非线性气弹系统的颤振边界,根据Lyapunov稳定性理论对非线性流固耦合系统进行稳定性分析。首先通过微扰理论对非线性流固耦合系统处理建立近似线性化状态空间方程,再通过POD(Proper Orthogonal Decomposition)方法将高维状态空间方程降阶为便于分析的降阶系统,根据系统所有特征值即可判定原始非线性系统稳定性。Lyapunov稳定性理论主要针对非线性系统,在实现过程中采用了POD降阶的方法,与大多数对降阶系统稳定性判定不同,其数学理论上是反映原始非线性流固耦合系统稳定性。POD降阶方法从系统内部流场出发,可以较好反映系统内部特性。二维三维算例仿真结果验证了该方法预测颤振边界的正确性,分析发现,在亚音速阶段,稳定性主要由于结构模态主导;而在跨音速和超音速流动阶段,气弹稳定性主要由受流体特性影响。 展开更多
关键词 流固耦合 李雅普洛夫 正则正交分解 状态空间 颤振 PROPER ORTHOGONAL decomposition (POD)
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基于POD的大涡模拟入流脉动合成方法研究 被引量:2
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作者 郑德乾 顾明 张爱社 《振动与冲击》 EI CSCD 北大核心 2014年第6期90-96,共7页
针对并行计算特点,发展适用于流体并行计算的大涡模拟(Large Eddy Simulation,LES)入流脉动直接合成方法。基于特征正交分解(Proper Orthogonal Decomposition,POD)型谱表示法合成入流面主要网格点脉动风速时程,采用有限元形函数空间插... 针对并行计算特点,发展适用于流体并行计算的大涡模拟(Large Eddy Simulation,LES)入流脉动直接合成方法。基于特征正交分解(Proper Orthogonal Decomposition,POD)型谱表示法合成入流面主要网格点脉动风速时程,采用有限元形函数空间插值获得入流面所有网格点风速时程,采用UDF(User Defined Functions)编程实现Fluent软件平台流体并行计算时合成的脉动风速时程读入及赋值。进行B类1:500缩尺比风场内宽高比1:6的单体方形截面高层建筑非定常绕流LES计算,将数值模拟所得风剖面、风速谱及结构风压系数统计值、自谱、相干性等,与刚性模型测压风洞试验及文献数值模拟结果比较。研究表明,该合成方法可较好模拟紊流风场,预测结构风荷载具有一定精度。 展开更多
关键词 高层建筑 大涡模拟 入流脉动 并行计算 特征正交分解(POD) large EDDY simulation (LES ) PROPER ORTHOGONAL decomposition (POD)
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(π)_1空间中一类非线性算子方程的逼近可解性 被引量:1
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作者 伊宏伟 《辽宁师范大学学报(自然科学版)》 CAS 北大核心 2007年第2期138-140,共3页
首先在(π)1空间的闭集上证明了凝聚映射必为A-Proper映射,进而证明了型如f(x)-λx=0方程当f为弱内向k-集压缩映射且λ>k时是弱逼近可解的,若f为李普希兹型映射,方程还是强逼近可解的.它们推广与改进了[1-3]中一些重要结论.
关键词 (π)1空间 A—proper映射 弱内向映射 λ-集压缩映射 方程强(弱)逼近可解性
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A Model for Mechanical Property Evaluation of the Periodic Porous Low-k Materials by SAW
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作者 李志国 姚素英 +1 位作者 肖夏 白茂森 《Journal of Semiconductors》 EI CAS CSCD 北大核心 2007年第11期1722-1728,共7页
The influence of the distribution of nano-pores on the mechanical properties evaluation of porous low-k films by surface acoustic waves (SAW) is studied. A theoretical SAW propagation model is set up to characterize... The influence of the distribution of nano-pores on the mechanical properties evaluation of porous low-k films by surface acoustic waves (SAW) is studied. A theoretical SAW propagation model is set up to characterize the periodic porous dielectrics by transversely isotropic symmetry. The theoretical deductions of SAW propagating in the low-k film/Si substrate layered structure are given in detail. The dispersive characteristics of SAW in differ- ent propagation directions and the effects of the Young's moduli E, E′ and shear modulus G′ of the films on these dispersive curves are found. Computational results show that E′ and G′ cannot be measured along the propagation direction that is perpendicular to the nano-pores' direction. 展开更多
关键词 periodic porous materials low-k dielectrics transversely isotropic symmetry mechanical proper ty SAW measurement
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A-proper映射拓扑度的应用
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作者 黄晓芹 王绵森 《南昌大学学报(理科版)》 CAS 北大核心 2006年第6期525-526,530,共3页
利用A-proper映射拓扑度的基本性质,在投影完备的M enger PN-空间中研究了一些方程解的存在性。
关键词 MENGER PN-空间 A—proper映射 拓扑度
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一类非紧映象的不动点及固有值存在定理
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作者 黄毅生 《云南师范大学学报(对外汉语教学与研究版)》 1995年第2期11-15,共5页
本文讨论了一类非紧映象──Pγ一紧映象拓扑度的有关性质,并由此导出了其固有值、不动点存在的判定定理,本文所得结论为[1]、[2]中相应结论的推广。
关键词 Pν-紧映象 扬扑度 固有值 不动点 A—proper映象
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一种D-ProPer保护框架下的差分隐私数据发布方法 被引量:1
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作者 邵荣敏 张琳 王汝传 《南京邮电大学学报(自然科学版)》 北大核心 2016年第5期96-104,共9页
差分隐私保护框架是实现差分隐私的基础环境。文中研究了满足PDP保护的Pro Per框架并对其改进应用到分布式环境中,提出了D-Pro Per差分隐私保护框架。在此框架下,针对GS分组划分方法在划分存在离群点的数据集时会造成巨大误差的问题,提... 差分隐私保护框架是实现差分隐私的基础环境。文中研究了满足PDP保护的Pro Per框架并对其改进应用到分布式环境中,提出了D-Pro Per差分隐私保护框架。在此框架下,针对GS分组划分方法在划分存在离群点的数据集时会造成巨大误差的问题,提出了满足ε差分隐私的S-GS数据发布方法。该方法是在原有GS划分方法的基础上引进差值集这一概念用于对数据集中存在的离群点进行判定,并对其进行针对性的划分,并进行了两组S-GS方法与GS方法的对比实验。实验结果表明,在拥有大量离群点的数据集中S-GS方法比GS方法有更强的算法鲁棒性以及更好的数据可用性。 展开更多
关键词 差分隐私 数据发布 PROPER GS方法
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Abnormal splenic artery diameter/hepatic artery diameter ratio in cirrhosis-induced portal hypertension 被引量:30
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作者 Dao-Bing Zeng Chuan-Zhou Dai +3 位作者 Shi-Chun Lu Ning He Wei Wang Hong-Jun Li 《World Journal of Gastroenterology》 SCIE CAS 2013年第8期1292-1298,共7页
AIM:To determine an optimal cutoff value for abnormal splenic artery diameter/proper hepatic artery diameter(S/P) ratio in cirrhosis-induced portal hypertension.METHODS:Patients with cirrhosis and portal hypertension(... AIM:To determine an optimal cutoff value for abnormal splenic artery diameter/proper hepatic artery diameter(S/P) ratio in cirrhosis-induced portal hypertension.METHODS:Patients with cirrhosis and portal hypertension(n = 770) and healthy volunteers(n = 31) underwent volumetric computed tomography threedimensional vascular reconstruction to measure the internal diameters of the splenic artery and proper hepatic artery to calculate the S/P ratio.The cutoff value for abnormal S/P ratio was determined using receiver operating characteristic curve analysis,and the prevalence of abnormal S/P ratio and associations between abnormal S/P ratio and major complications of portal hypertension were studied using logistic regression.RESULTS:The receiver operating characteristic analysis showed that the cutoff points for abnormal splenic artery internal diameter and S/P ratio were > 5.19 mm and > 1.40,respectively.The sensitivity,specificity,positive predictive value,and negative predictive value were 74.2%,45.2%,97.1%,and 6.6%,respectively.The prevalence of an abnormal S/P ratio in the patients with cirrhosis and portal hypertension was 83.4%.Patients with a higher S/P ratio had a lower risk of developing ascites [odds ratio(OR) = 0.708,95%CI:0.508-0.986,P = 0.041] and a higher risk of developing esophageal and gastric varices(OR = 1.483,95%CI:1.010-2.175,P = 0.044) and forming collateral circulation(OR = 1.518,95%CI:1.033-2.230,P = 0.034).After splenectomy,the portal venous pressure and maximum and mean portal venous flow velocities were reduced,while the flow rate and maximum and minimum flow velocities of the hepatic artery were increased(P < 0.05).CONCLUSION:The prevalence of an abnormal S/P ratio is high in patients with cirrhosis and portal hypertension,and it can be used as an important marker of splanchnic hemodynamic disturbances. 展开更多
关键词 Portal hypertension CIRRHOSIS SPLENIC ARTERY INTERNAL DIAMETER Proper hepatic ARTERY INTERNAL DIAMETER Complications SPLENECTOMY
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Livestock-carrying capacity and overgrazing status of alpine grassland in the Three-River Headwaters region, China 被引量:30
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作者 ZHANG Jiping ZHANG Linbo +2 位作者 LIU Welling QI Yue WO Xiao 《Journal of Geographical Sciences》 SCIE CSCD 2014年第2期303-312,共10页
The Three-River Headwaters region in China is an ecological barrier providing en- vironmental protection and regional sustainable development for the mid-stream and down- stream areas, which also plays an important ro... The Three-River Headwaters region in China is an ecological barrier providing en- vironmental protection and regional sustainable development for the mid-stream and down- stream areas, which also plays an important role in animal husbandry in China. This study estimated the grassland yield in the Three-River Headwaters region based on MODIS NPP data, and calculated the proper livestock-carrying capacity of the grassland. We analyzed the overgrazing number and its spatial distribution characteristics through data comparison be- tween actual and proper livestock-carrying capacity. The results showed the following: (1) total grassland yield (hay) in the Three-River Headwaters region was 10.96 million tons in 2010 with an average grassland yield of 465.70 kg/hm2 (the spatial distribution presents a decreasing trend from the east and southeast to the west and northwest in turn); (2) the proper livestock-carrying capacity in the Three-River Headwaters region is 12.19 million sheep units (hereafter described as "SU"), and the average stocking capacity is 51.27 SU [the proper carrying capacity is above 100 SU/km2 in the eastern counties, 60 SU/km2 in the cen- tral counties (except Madoi County), and 30 SU/km2 in the western counties]; and (3) total overgrazing number was 6.52 million SU in the Three-River Headwaters region in 2010, with an average overgrazing ratio of 67.88% and an average overgrazing number of 27.43 SU/km2 A higher overgrazing ratio occurred in Tongde, Xinghai, Yushu, Henan and Z^kog. There was no overgrazing in Zhiduo, Tanggula Township and Darlag, Qumerleb and Madoi. The re- mainder of the counties had varying degrees of overgrazing. 展开更多
关键词 proper livestock-carrying capacity actual livestock-carrying capacity overgrazing number Three-River Headwaters region
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PROPER CONDITIONS OF MESHING FOR Hy-Vo SILENT CHAIN AND SPROCKET 被引量:17
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作者 MENG Fanzhong LI Chun CHENG Yabing 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2007年第4期57-59,共3页
Proper meshing of Hy-Vo silent chain and sprocket is important for realizing the transmission of the silent chain with more efficiency and less noise. Based on the study of the meshing theory of the Hy-Vo silent chain... Proper meshing of Hy-Vo silent chain and sprocket is important for realizing the transmission of the silent chain with more efficiency and less noise. Based on the study of the meshing theory of the Hy-Vo silent chain with the sprocket and the roll cutting machining principle of the sprocket with the hob, the proper conditions of the meshing for the Hy-Vo silent chain and the sprocket are put forward with the variable pitch characteristic of the Hy-Vo silent chain taken into consideration, and the proper meshing design method on the condition that the value of the link tooth pressure angle is unequal to the value of the sprocket tooth pressure angle is studied. Experiments show that this new design method is feasible. In addition, the design of the pitch, the sprocket tooth pressure angle and the fillet radius of the sprocket addendum circle are studied. It is crucial for guiding the design of the hob which cuts the Hy-Vo silent chain sprocket. 展开更多
关键词 Hy-Vo silent chain Variable pitch Proper meshing conditions Sprocket tooth pressure angle Sprocket hob Modification coefficient
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Global aerodynamic design optimization based on data dimensionality reduction 被引量:14
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作者 Yasong QIU Junqiang BAI +1 位作者 Nan LIU Chen WANG 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2018年第4期643-659,共17页
In aerodynamic optimization, global optimization methods such as genetic algorithms are preferred in many cases because of their advantage on reaching global optimum. However,for complex problems in which large number... In aerodynamic optimization, global optimization methods such as genetic algorithms are preferred in many cases because of their advantage on reaching global optimum. However,for complex problems in which large number of design variables are needed, the computational cost becomes prohibitive, and thus original global optimization strategies are required. To address this need, data dimensionality reduction method is combined with global optimization methods, thus forming a new global optimization system, aiming to improve the efficiency of conventional global optimization. The new optimization system involves applying Proper Orthogonal Decomposition(POD) in dimensionality reduction of design space while maintaining the generality of original design space. Besides, an acceleration approach for samples calculation in surrogate modeling is applied to reduce the computational time while providing sufficient accuracy. The optimizations of a transonic airfoil RAE2822 and the transonic wing ONERA M6 are performed to demonstrate the effectiveness of the proposed new optimization system. In both cases, we manage to reduce the number of design variables from 20 to 10 and from 42 to 20 respectively. The new design optimization system converges faster and it takes 1/3 of the total time of traditional optimization to converge to a better design, thus significantly reducing the overall optimization time and improving the efficiency of conventional global design optimization method. 展开更多
关键词 Aerodynamic shape design optimization Data dimensionality reduction Genetic algorithm Kriging surrogate model Proper orthogonal decomposition
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BENSON PROPER EFFICIENCY IN THE NEARLY CONE-SUBCONVEXLIKE VECTOR OPTIMIZATION WITH SET-VALUED FUNCTIONS 被引量:16
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作者 XuYihong LiuSanyang 《Applied Mathematics(A Journal of Chinese Universities)》 SCIE CSCD 2003年第1期95-102,共8页
Some properties of convex cones are obtained and are used to derive several equivalent conditions as well as another important property for nearly cone-subconvexlike set-valued functions. Under the assumption of nearl... Some properties of convex cones are obtained and are used to derive several equivalent conditions as well as another important property for nearly cone-subconvexlike set-valued functions. Under the assumption of nearly cone-subconvexlikeness,a Lagrangian multiplier theorem on Benson proper efficiency is presented. Related results are generalized. 展开更多
关键词 nearly cone-subconvexlikeness convex cones Benson proper efficiency Lagrangian multiplier theorem.
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