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基于REDUCE理论的高校图书馆服务营销高质量发展研究
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作者 刘小凤 龚金国 《四川图书馆学报》 2024年第5期52-59,共8页
在高校图书馆高质量发展的背景下,服务营销高质量发展是提升图书馆服务利用效率,助力图书馆整体内涵式变革的重要举措。面向高校图书馆服务营销效能的提升需要,结合REDUCE理论创新高校图书馆服务营销理念,从心理抗拒、禀赋效应、距离、... 在高校图书馆高质量发展的背景下,服务营销高质量发展是提升图书馆服务利用效率,助力图书馆整体内涵式变革的重要举措。面向高校图书馆服务营销效能的提升需要,结合REDUCE理论创新高校图书馆服务营销理念,从心理抗拒、禀赋效应、距离、不确定性和补强证据五个维度分析高校用户利用图书馆服务的决策障碍,提出相对应的用户决策障碍化解路径指南,旨在为图书馆服务营销行动的高质量开展提供方法指引,有效促进用户利用图书馆服务,提升图书馆用户服务的核心价值。 展开更多
关键词 高校图书馆 高质量发展 服务营销 reduce理论
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Magnesium fertilizer application increases peanut growth and pod yield under reduced nitrogen application in southern China
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作者 Yu Gao Ruier Zeng +6 位作者 Suzhe Yao Ying Wang Jianguo Wang Shubo Wan Wei Hu Tingting Chen Lei Zhang 《The Crop Journal》 SCIE CSCD 2024年第3期915-926,共12页
This study investigated the effect of magnesium application on peanut growth and yield under two nitrogen(N)application rates in acidic soil in southern China.The chlorophyll content,net photosynthetic rate and dry ma... This study investigated the effect of magnesium application on peanut growth and yield under two nitrogen(N)application rates in acidic soil in southern China.The chlorophyll content,net photosynthetic rate and dry matter accumulation of the N-sensitive cultivar decreased under reduced N treatments,whereas no effect was observed on the relevant indicators in the N-insensitive variety GH1026.Mg application increased the net photosynthetic rate by increasing the expression of genes involved in chlorophyll synthesis and Rubisco activity in the leaves during the pegging stage under 50%N treatment,while no effect on the net photosynthetic rate was observed under the 100%N treatment.The rate of dry matter accumulation at the early growth stage,total dry matter accumulation and pod yield at harvest increased after Mg application under 50%N treatment by increasing the transportation of assimilates from stems and leaves to pods in both peanut varieties,whereas no effect was found under 100%N treatment.Moreover,Mg application increased the NUE under 50%N treatment.No improvement of NUE in either peanut variety was found under 100%N treatment,while Mg application under the 50%N treatment can obtain a higher economic benefit than the 100%N treatment.In acidic soil,application of 307.5 kg ha^(-1)of Mg sulfate fertilizer under 50%reduced nitrogen application is a suitable fertilizer management measure for improving carbon assimilation,NUE and achieve high peanut yields in southern China. 展开更多
关键词 PEANUT Magnesium YIELD reduced nitrogen application rate
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A micro-crosslinked amphoteric hydrophobic association copolymer as high temperature-and salt-resistance fluid loss reducer for water-based drilling fluids
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作者 Jian Li Yu-Xi Ji +3 位作者 Xiao-Xiao Ni Kai-He Lv Xian-Bin Huang Jin-Sheng Sun 《Petroleum Science》 SCIE EI CAS CSCD 2024年第3期1980-1991,共12页
During ultradeep oil and gas drilling,fluid loss reducers are highly important for water-based drilling fluids,while preparing high temperature-and salt-resistance fluid loss reducers with excellent rheology and filtr... During ultradeep oil and gas drilling,fluid loss reducers are highly important for water-based drilling fluids,while preparing high temperature-and salt-resistance fluid loss reducers with excellent rheology and filtration performance remains a challenge.Herein,a micro-crosslinked amphoteric hydrophobic association copolymer(i.e.,DADC)was synthesized using N,N-dimethyl acrylamide,diallyl dimethyl ammonium chloride,2-acrylamido-2-methylpropane sulfonic acid,hydrophobic monomer,and pentaerythritol triallyl ether crosslinker.Due to the synergistic effects of hydrogen bonds,electrostatic interaction,hydrophobic association,and micro-crosslinking,the DADC copolymer exhibited outstanding temperature-and salt-resistance.The rheological experiments have shown that the DADC copolymer had excellent shear dilution performance and a certain degree of salt-responsive viscosity-increasing performance.The DADC copolymer could effectively adsorb on the surface of bentonite particles through electrostatic interaction and hydrogen bonds,which bring more negative charge to the bentonite,thus improving the hydration and dispersion of bentonite particles as well as the colloidal stability of the drilling fluids.Moreover,the drilling fluids constructed based on the DADC copolymer exhibited satisfactory rheological and filtration properties(FLHTHP=12 m L)after aging at high temperatures(up to200℃)and high salinity(saturated salt)environments.Therefore,this work provided new insights into designing and fabricating high-performance drilling fluid treatment agents,demonstrating good potential applications in deep and ultradeep drilling engineering. 展开更多
关键词 Fluid loss reducer Temperature-and salt-resistance Hydrophobic association AMPHOTERIC Micro-crosslinking
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Syntheses and properties of associative acrylamide copolymers containing short hydrophobic chains used in a friction reducer for slick-water fracturing
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作者 Ya-Xing Dai Xian-Li Zhang +6 位作者 Si-Yuan Liu Feng-Run-Ze Zhang Yi-Xi Zhang Yu-Tong Sang Jing-Xi Zheng Zhao-Sheng Liu Peng Zhang 《Petroleum Science》 SCIE EI CAS CSCD 2024年第3期1889-1901,共13页
Two allyldimethylalkyl quaternary ammonium salt(AQAS)monomers,N,N-dimethylallylphenylpropylammonium bromide(AQAS1)and N,N-dimethylallylnonylammonium bromide(AQAS2),were synthesized and used to prepare modified polyacr... Two allyldimethylalkyl quaternary ammonium salt(AQAS)monomers,N,N-dimethylallylphenylpropylammonium bromide(AQAS1)and N,N-dimethylallylnonylammonium bromide(AQAS2),were synthesized and used to prepare modified polyacrylamide materials.Two new drag reducers were synthesized from acrylamide(AM),sodium acrylate(Na AA)and a cationic modified monomer(AQAS1 or AQAS2)via aqueous solution polymerization,and the copolymers were named P(AM/Na AA/AQAS1)and P(AM/Na AA/AQAS2),respectively.The structures of the drag reduction agents were confirmed by IR and1H NMR spectroscopies.The molecular weight(Mw)of P(AM/Na AA/AQAS1)was 1.79×10^(6)g/mol.When the copolymer concentration was 1000 mg/L and the flow rate was 45 L/min,in fresh water the highest drag reduction rate was 75.8%,in 10,000 mg/L Na Cl solution the drag reduction rate decreased to 72.9%.The molecular weight of P(AM/Na AA/AQAS2)was 3.17×10^(6)g/mol.When the copolymer concentration was500 mg/L and the flow rate was 45 L/min,the drag reduction rate reached 75.2%,and in 10,000 mg/L Na Cl solution the drag reduction rate was 73.3%,decreased by approximately 1.9%.The drag reduction rate for partially hydrolyzed polyacrylamide(HPAM)was also investigated,and the results showed that the drag reduction rates for 500 and 1000 mg/L HPAM solutions were merely 43.2%and 49.0%in brine,respectively.Compared with HPAM,both of the above copolymers presented better drag reduction capacities. 展开更多
关键词 Shale gas Slick water Drag reducer Modified monomer COPOLYMERIZATION
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Synthesis of reduced graphene oxide nanosheets from sugarcane dry leaves by two-stage pyrolysis for antibacterial activity
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作者 Baskar Thangaraj Pravin Raj Solomon +4 位作者 Nutthapon Wongyao Mohamed I.Helal Ali Abdullah Sufian Abedrabbo Jamal Hassan 《Nano Materials Science》 EI CAS CSCD 2024年第5期625-634,共10页
Oxidative-exfoliation methods were in vogue in the production of rGO from graphite.Processing of such synthetic graphite needs high temperatures(2500℃).Thus,such process is not cost-effective.The present study is mad... Oxidative-exfoliation methods were in vogue in the production of rGO from graphite.Processing of such synthetic graphite needs high temperatures(2500℃).Thus,such process is not cost-effective.The present study is made on the dry leaves of sugarcane(Saccharum officinarum)as an alternative raw material so as to be economical and environmentally benign.The dry leaves are subjected to two-step pyrolysis without any catalyst or reducing agent in far divergent temperatures to produce as prepared and acid treated rGOs.They were evaluated by UV–Vis.,FTIR,XRD,Raman spectroscopy,TGA/DTG,BET,FESEM-EDS and TEM.The as prepared rGO has few layers with irregular and folded architecture whereas acid-treated rGO has thinly stacked crumpled sheets with many wrinkles on its surface.The prepared rGOs have multilayered graphitic structure due to the unique ratio between G and D bands.Acid treated rGO has poor thermal stability as compared to that of as-prepared rGO at high temperatures due to the variation in the oxygen-containing functional groups.Acid treated rGO has low antibacterial activity as compared to that of the as-prepared rGO due to the paucity of the functional groups. 展开更多
关键词 Biomass wastes Sugarcane dry leaves PYROLYSIS reduced graphene oxide Antibacterial activity
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MATRICES OVER A REDUCED RING AS SUMS OF THREE TRIPOTENTS
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作者 HUANG Tao CUI Jian ZENG Yue-di 《数学杂志》 2024年第5期406-412,共7页
In this paper,we study reduced rings in which every element is a sum of three tripotents that commute,and determine the integral domains over which every n£n matrix is a sum of three tripotents.It is proved that ... In this paper,we study reduced rings in which every element is a sum of three tripotents that commute,and determine the integral domains over which every n£n matrix is a sum of three tripotents.It is proved that for an integral domain R,every matrix in M_(n)(R)is a sum of three tripotents if and only if R■Zp with p=2,3,5 or 7. 展开更多
关键词 Tripotent companion matrix reduced ring matrix ring
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Ultrahydrophobic melamine sponge via interfacial modification with reduced graphene oxide/titanium dioxide nanocomposite and polydimethylsiloxane for oily wastewater treatment
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作者 Hamidatu Alhassan Ying Woan Soon +1 位作者 Anwar Usman Voo Nyuk Yoong 《Water Science and Engineering》 EI CAS CSCD 2024年第2期139-149,共11页
Three-dimensional(3D)porous absorbents have attracted significant attention in the oily wastewater treatment technology due to their high porosity and elasticity.Given their amphiphilic surface,they have a propensity ... Three-dimensional(3D)porous absorbents have attracted significant attention in the oily wastewater treatment technology due to their high porosity and elasticity.Given their amphiphilic surface,they have a propensity to simultaneously absorb water and oil,which restricts their range of applications.In this study,a reduced graphene oxide and titanium dioxide nanocomposite(rGO/TiO_(2))was used to fabricate an ultra-hydrophobic melamine sponge(MS)through interfacial modification using a solution immersion technique.To further modify it,poly-dimethylsiloxane(PDMS)was grafted onto its surface to establish stronger covalent bonds with the composite.The water contact angle of the sponge(rGO/TiO_(2)/PDMS/MS)was 164.2°,which satisfies the condition for ultrahydrophobicity.The evidence of its water repellency was demonstrated by the Cassie-Baxter theory and the lotus leaf effect.As a result of the increased density of rGO/TiO_(2)/PDMS/MS,it recorded an initial capacity that was 2 g/g lower than the raw MS for crude oil absorption.The raw MS retained 53% of its initial absorption capacity after 20 cycles of absorption,while rGO/TiO_(2)/PDMS/MS retained 97%,suggesting good recyclability.Excellent oil and organic solvent recovery(90%-96%)was demonstrated by rGO/TiO_(2)/PDMS/MS in oil-water combinations.In a continuous separation system,it achieved a remarkable separation efficiency of 2.4×10^(6)L/(m^(3)·h),and in turbulent emulsion separation,it achieved a demulsification efficiency of 90%-91%.This study provides a practical substitute for massive oil spill cleaning. 展开更多
关键词 Oily wastewater reduced graphene oxide Polydimethylsiloxane(PDMS) Emulsion separation Melamine sponge
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New UN initiative to reduce disaster risk with AI
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《China Standardization》 2024年第5期50-53,共4页
A new United Nations initiative aims to ensure that advanced digital technologies in fields such as artificial intelligence(AI)boost resilience to natural hazards and reduce disaster risks.
关键词 DISASTER artificial reduce
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A guidance and control design with reduced information for a dual-spin stabilized projectile
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作者 Yu Wang Jiyan Yu +1 位作者 Xiaoming Wang Jia Fangxiu 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2024年第3期494-505,共12页
In this paper,an integrated guidance and control method based on an adaptive path-following controller is proposed to control a spin-stabilized projectile with only translational motion information under the constrain... In this paper,an integrated guidance and control method based on an adaptive path-following controller is proposed to control a spin-stabilized projectile with only translational motion information under the constraint of an actuator,uncertainties in aerodynamic parameters and measurements,and control system complexity.Owing to the fairly high rotation speed,the dynamic model of this missile is strongly nonlinear,uncertain and coupled in pitch,yaw and roll channels.A theoretical equivalent resultant force and uncertainty compensation method are comprehensively used to realize decoupling of pitch and yaw.In response to the strong nonlinear and time-varying characteristics of the dynamic system,the quasi-linear model whose parameters are obtained by interpolation of points selected as the segmentation points in the trajectory envelope,is used for calculation in each step.To cope with the system uncertainty caused by model approximation,parameter uncertainty and ballistic interference,an extended state estimator is used to compensate the output feedback according to the test ballistic angle.In order to improve the tracking efficiency and ensure the tracking error convergence with only translational motion information,the virtual guide point,whose derivative is deduced according to the Lyapunov principle,is calculated in real time according to the projection relationship between the real-time position and the reference trajectory,and a virtual line-of-sight angle and the backstepping method are used for the design of the guidance and control system.In order to avoid the influence of control input saturation on the guidance and control performance due to the actuator limitation and improve the robustness of the system,an anti-saturation compensator is designed according to the two-step method.The feasibility and effectiveness of the path-following controller is verified through closed-loop flight simulations with measurement,control,and condition uncertainties.The results indicate that the designed controller can converge to the reference path and evidently decrease the distance between the impact point and target under different uncertainties. 展开更多
关键词 Spin-stabilized projectile reduced information Path-following control Extended state observer Coupled nonlinear system Input saturation
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Development of Direct Reduced Iron in China:Challenges and Pathways
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作者 Chengzhi Wei Xin Zhang +3 位作者 Jin Zhang Liangping Xu Guanghui Li Tao Jiang 《Engineering》 SCIE EI CAS CSCD 2024年第10期93-109,共17页
The steel industry is considered an important basic sector of the national economy,and its high energy consumption and carbon emissions make it a major contributor to climate change,especially in China.The majority of... The steel industry is considered an important basic sector of the national economy,and its high energy consumption and carbon emissions make it a major contributor to climate change,especially in China.The majority of crude steel in China is produced via the energy-and carbon-intensive blast furnace–basic oxygen furnace(BF–BOF)route,which greatly relies on coking coal.In recent years,China’s steel sector has made significant progress in energy conservation and emission reduction,driven by decarbonization policies and regulations.However,due to the huge output of crude steel,the steel sector still produces 15%of the total national CO_(2) emissions.The direct reduced iron(DRI)plus scrap–electric arc furnace(EAF)process is currently considered a good alternative to the conventional route as a means of reducing CO_(2) emissions and the steel industry’s reliance on iron ore and coking coal,since the gas-based DRI plus scrap–EAF route is expected to be more promising than the coal-based one.Unfortunately,almost no DRI is produced in China,seriously restricting the development of the EAF route.Here,we highlight the challenges and pathways of the future development of DRI,with a focus on China.In the short term,replacing natural gas with coke oven gas(COG)and byproduct gas from the integrated refining and chemical sector is a more economically feasible and cleaner way to develop a gas-based route in China.As the energy revolution proceeds,using fossil fuels in combination with carbon capture,utilization,and storage(CCUS)and hydrogen will be a good alternative due to the relatively low cost.In the long term,DRI is expected to be produced using 100%hydrogen from renewable energy.Both the development of deep processing technologies and the invention of a novel binder are required to prepare high-quality pellets for direct reduction(DR),and further research on the one-step gas-based process is necessary. 展开更多
关键词 Direct reduced iron CO_(2)emissions Energy sources HYDROGEN Direct reduction process
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Meta-Auto-Decoder:a Meta-Learning-Based Reduced Order Model for Solving Parametric Partial Differential Equations
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作者 Zhanhong Ye Xiang Huang +1 位作者 Hongsheng Liu Bin Dong 《Communications on Applied Mathematics and Computation》 EI 2024年第2期1096-1130,共35页
Many important problems in science and engineering require solving the so-called parametric partial differential equations(PDEs),i.e.,PDEs with different physical parameters,boundary conditions,shapes of computational... Many important problems in science and engineering require solving the so-called parametric partial differential equations(PDEs),i.e.,PDEs with different physical parameters,boundary conditions,shapes of computational domains,etc.Typical reduced order modeling techniques accelerate the solution of the parametric PDEs by projecting them onto a linear trial manifold constructed in the ofline stage.These methods often need a predefined mesh as well as a series of precomputed solution snapshots,and may struggle to balance between the efficiency and accuracy due to the limitation of the linear ansatz.Utilizing the nonlinear representation of neural networks(NNs),we propose the Meta-Auto-Decoder(MAD)to construct a nonlinear trial manifold,whose best possible performance is measured theoretically by the decoder width.Based on the meta-learning concept,the trial manifold can be learned in a mesh-free and unsupervised way during the pre-training stage.Fast adaptation to new(possibly heterogeneous)PDE parameters is enabled by searching on this trial manifold,and optionally fine-tuning the trial manifold at the same time.Extensive numerical experiments show that the MAD method exhibits a faster convergence speed without losing the accuracy than other deep learning-based methods. 展开更多
关键词 Parametric partial differential equations(PDEs) META-LEARNING reduced order modeling Neural networks(NNs) Auto-decoder
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Roller Screw and Threaded Chain Speed Reducer: An Experimental Evaluation
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作者 Filiberto Gutiérrez 《Modern Mechanical Engineering》 2024年第1期1-11,共11页
We are developing a speed reducer that can be considered a transformation of a worm gear reducer: the worm is replaced by an inverted roller screw, and the gear is replaced by a threaded chain drive. This configuratio... We are developing a speed reducer that can be considered a transformation of a worm gear reducer: the worm is replaced by an inverted roller screw, and the gear is replaced by a threaded chain drive. This configuration lessens wear, increases load capacity, and improves efficiency. The threaded chain consists of nut-shaped links. This paper presents the results of tests carried out on a prototype with a reduction ratio of 46. 展开更多
关键词 Speed reducer Inverted Roller Screw Chain Drive Threaded Chain Drive
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Mixed‑Dimensional Assembly Strategy to Construct Reduced Graphene Oxide/Carbon Foams Heterostructures for Microwave Absorption,Anti‑Corrosion and Thermal Insulation
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作者 Beibei Zhan Yunpeng Qu +8 位作者 Xiaosi Qi Junfei Ding Jiao‑jing Shao Xiu Gong Jing‑Liang Yang Yanli Chen Qiong Peng Wei Zhong Hualiang Lv 《Nano-Micro Letters》 SCIE EI CAS CSCD 2024年第11期1-18,共18页
Considering the serious electromagnetic wave(EMW)pollution problems and complex application condition,there is a pressing need to amalgamate multiple functionalities within a single substance.However,the effective int... Considering the serious electromagnetic wave(EMW)pollution problems and complex application condition,there is a pressing need to amalgamate multiple functionalities within a single substance.However,the effective integration of diverse functions into designed EMW absorption materials still faces the huge challenges.Herein,reduced graphene oxide/carbon foams(RGO/CFs)with two-dimensional/three-dimensional(2D/3D)van der Waals(vdWs)heterostructures were meticulously engineered and synthesized utilizing an efficient methodology involving freeze-drying,immersing absorption,secondary freeze-drying,followed by carbonization treatment.Thanks to their excellent linkage effect of amplified dielectric loss and optimized impedance matching,the designed 2D/3D RGO/CFs vdWs heterostructures demonstrated commendable EMW absorption performances,achieving a broad absorption bandwidth of 6.2 GHz and a reflection loss of-50.58 dB with the low matching thicknesses.Furthermore,the obtained 2D/3D RGO/CFs vdWs heterostructures also displayed the significant radar stealth properties,good corrosion resistance performances as well as outstanding thermal insulation capabilities,displaying the great potential in complex and variable environments.Accordingly,this work not only demonstrated a straightforward method for fabricating 2D/3D vdWs heterostructures,but also outlined a powerful mixeddimensional assembly strategy for engineering multifunctional foams for electromagnetic protection,aerospace and other complex conditions. 展开更多
关键词 Multifunctionality reduced graphene oxide/carbon foams 2D/3D van der Waals heterostructures Electromagnetic wave absorption Thermal insulation
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Reduce函数的不可交换性检测
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作者 朱晨璐 王熙 +1 位作者 常博博 杨振 《电脑编程技巧与维护》 2024年第1期37-39,共3页
MapReduce是一种流行的编程模型,通过分而治之的思想很好地解决了许多并行计算问题。然而,在其广泛应用的背后还存在着非常严峻的考验。MapReduce程序可能因为输入数据到达Reduce函数的顺序不同而产生不确定的输出结果。为了使MapReduc... MapReduce是一种流行的编程模型,通过分而治之的思想很好地解决了许多并行计算问题。然而,在其广泛应用的背后还存在着非常严峻的考验。MapReduce程序可能因为输入数据到达Reduce函数的顺序不同而产生不确定的输出结果。为了使MapReduce程序的输出更加可靠,需要对Reduce函数的不可交换性进行检测。针对上述问题,提出了一种Reduce函数的不可交换性检测方法。首先,通过简化循环的符号执行方法及程序分析方法,生成具有针对性的原始测试用例;其次,通过一种能够快速改变记录行间相对位置的置换函数Ex生成后继测试用例;最后,通过比较原始测试用例及后继测试用例的执行结果是否相同,来检测Reduce函数的不可交换性。实验结果表明,该方法扩大了可以测试的Reduce函数种类,将测试用例集的大小从阶乘级别缩小到线性级别,降低了检测Reduce函数不可交换性的复杂度和难度。 展开更多
关键词 mapreduce模型 reduce函数 不可交换性 并行计算 符号执行
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基于Map-Reduce并行构架和AE的大数据指纹监控识别算法
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作者 史乙力 张诚一 《计算机测量与控制》 2015年第3期864-866,共3页
传统的指纹识别监控方法在应用到以海量、在线和增量为特征的大数据环境中时,不能自动高效地进行识别;由此设计了一种基于Map-Reduce并行框架和AE的大数据智能监控指纹识别算法;首先,设计了基于AE和BP神经网络的识别模型,采用AE进行指... 传统的指纹识别监控方法在应用到以海量、在线和增量为特征的大数据环境中时,不能自动高效地进行识别;由此设计了一种基于Map-Reduce并行框架和AE的大数据智能监控指纹识别算法;首先,设计了基于AE和BP神经网络的识别模型,采用AE进行指纹图像自动特征提取,然后提出了一种基于比较差异算法对AE进行参数初始化的训练算法,采用BP神经网络进行具体识别;最后,将识别过程分解为Map函数和Reduce函数;在Map-Reduce并行框架下对FVC2004中的指纹数据库进行实验,实验结果表明了文中方法能自动、高效地进行指纹识别。 展开更多
关键词 指纹识别 自动编码器 受限玻尔兹曼机 智能监控 map—reduce
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基于Map/Reduce的改进选择算法在云计算的Web数据挖掘中的研究 被引量:13
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作者 方少卿 周剑 张明新 《计算机应用研究》 CSCD 北大核心 2013年第2期377-379,395,共4页
针对目前在搜索方面的数据量大、搜索延迟的特点,提出了基于云计算的Web挖掘的搜索模型。采用提出的基于Map/Reduce模型的改进型算法,通过仿真实验验证了该算法的可行性,在一定程度上减少了搜索的代价,提高了搜索效率。
关键词 云计算 WEB数据挖掘 map reduce
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基于MapReduce与相关子空间的局部离群数据挖掘算法 被引量:41
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作者 张继福 李永红 +1 位作者 秦啸 荀亚玲 《软件学报》 EI CSCD 北大核心 2015年第5期1079-1095,共17页
针对高维海量数据,在Map Reduce编程模型下,提出了一种基于相关子空间的局部离群数据挖掘算法.该算法首先利用属性维上的局部稀疏程度,重新定义了相关子空间,从而能够有效地刻画各种局部数据集上的分布特征;其次,利用局部数据集的概率密... 针对高维海量数据,在Map Reduce编程模型下,提出了一种基于相关子空间的局部离群数据挖掘算法.该算法首先利用属性维上的局部稀疏程度,重新定义了相关子空间,从而能够有效地刻画各种局部数据集上的分布特征;其次,利用局部数据集的概率密度,给出了相关子空间中的局部离群因子计算公式,有效地体现了相关子空间中数据对象不服从局部数据集分布特征的程度,并选取离群程度最大的N个数据对象定义为局部离群数据;在此基础上,采用LSH分布式策略,提出了一种Map Reduce编程模型下的局部离群数据挖掘算法;最后,采用人工数据集和恒星光谱数据集,实验验证了该算法的有效性、可扩展性和可伸缩性. 展开更多
关键词 局部离群数据 相关子空间 map reduce 局部稀疏度 概率密度
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高等数学课程融入软件REDUCE的教学实践研究 被引量:1
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作者 林府标 杨欣霞 《兴义民族师范学院学报》 2023年第3期72-76,共5页
高等数学是高校一门抽象性强、逻辑性严密、符号计算多的公共基础课。软件REDUCE融入高等数学教育,是引领高校符号育人实效性的实践路径,价值导向是用REDUCE的直观性、简捷性、高效性,以激发符号美学和怡情的活力。实现价值塑造、知识... 高等数学是高校一门抽象性强、逻辑性严密、符号计算多的公共基础课。软件REDUCE融入高等数学教育,是引领高校符号育人实效性的实践路径,价值导向是用REDUCE的直观性、简捷性、高效性,以激发符号美学和怡情的活力。实现价值塑造、知识传递和能力培养的三全育人目标。展望高等数学融入REDUCE能为国内高校教师吸收、借鉴国外优秀教学理念和教学成果,为高等数学教育提高教学质量、提升人才培养水平做出贡献。 展开更多
关键词 高等数学 软件reduce 符号育人 实践路径
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基于MapReduce的Web日志挖掘 被引量:15
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作者 李彬 刘莉莉 《计算机工程与应用》 CSCD 2012年第22期95-98,共4页
针对单一CPU节点的Web数据挖掘系统在挖掘Web海量数据源时存在的计算瓶颈问题,利用云计算的分布式处理和虚拟化技术优势以及蚁群算法并行性的优点,设计一种基于Map/Reduce架构的Web日志挖掘算法。为进一步验证该算法的高效性,通过搭建Ha... 针对单一CPU节点的Web数据挖掘系统在挖掘Web海量数据源时存在的计算瓶颈问题,利用云计算的分布式处理和虚拟化技术优势以及蚁群算法并行性的优点,设计一种基于Map/Reduce架构的Web日志挖掘算法。为进一步验证该算法的高效性,通过搭建Hadoop平台,利用该算法挖掘Web日志中用户的偏爱访问路径。实验结果表明,充分利用了集群系统的分布式计算能力处理大量的Web日志文件,可以大大地提高Web数据挖掘的效率。 展开更多
关键词 云计算 map/reduce HADOOP平台 WEB日志挖掘 蚁群算法
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基于Map/Reduce的民航高价值旅客发现方法 被引量:5
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作者 曹卫东 白亮 聂笑盈 《计算机工程与设计》 北大核心 2015年第4期1078-1083,共6页
为解决常旅客计划模型评价指标单一,不能准确识别高价值旅客的问题,提出一种将Map/Reduce并行处理与数据挖掘知识相结合的发现方法。利用Map/Reduce数据处理模型,在Hadoop分布式平台上并行处理海量PNR数据;根据改进的RFD模型,确定客户... 为解决常旅客计划模型评价指标单一,不能准确识别高价值旅客的问题,提出一种将Map/Reduce并行处理与数据挖掘知识相结合的发现方法。利用Map/Reduce数据处理模型,在Hadoop分布式平台上并行处理海量PNR数据;根据改进的RFD模型,确定客户价值指标,利用AHP层次分析法将专家经验值量化为指标权重;利用聚类分析技术识别高价值旅客,采用真实的PNR数据集进行实验。实验结果表明,该方法能够有效识别民航高价值旅客,为航空公司做出有效决策提供有利依据。 展开更多
关键词 map/reduce映射归约 数据挖掘 RFD模型 AHP层次分析法 客户价值
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