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Effect of reducing agents on reducing atmosphere in coal-based direct reduction of beach titanomagnetite 被引量:5
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作者 ZHAO Yong-qiang ZHOU Wen-tao +2 位作者 LYU Xian-jun SUN Ti-chang AHMADZAI Asadullah 《Journal of Central South University》 SCIE EI CAS CSCD 2022年第11期3670-3677,共8页
Beach titanomagnetite(TTM)provides a cheap alternative source of Fe and Ti,but this ore is difficult to process to make suitable concentrates for the blast furnace.Recently studies showed that it is feasible to separa... Beach titanomagnetite(TTM)provides a cheap alternative source of Fe and Ti,but this ore is difficult to process to make suitable concentrates for the blast furnace.Recently studies showed that it is feasible to separate Fe and Ti by coal-based direct reduction.In this study,beach TTM was selected as the research object,the effects of reducing agents on reducing atmosphere in coal-based direct reduction of beach TTM were analyzed,and the role of volatiles was also studied.The results showed that when bitumite and coke were used as reducing agents of TTM,the CO produced from volatiles was involved in the reduction reaction,and the generated CO_(2) provided the raw material for the reaction of TTM.The reduction effect of bitumite was better than that of coke.The reason is that bitumite+TTM had a higher gas generation rate and produced a higher CO partial pressure,while coke+TTM had a lower gas generation rate and produced a lower CO partial pressure.When graphite was used as a reducing agent,there was a solid-solid reaction in the early stage in the reaction.With the continuous accumulation of CO_(2),the Boudouad reaction started and accelerated.Graphite+TTM also produced a higher CO partial pressure. 展开更多
关键词 beach titanomagnetite coal-based direct reduction magnetic separation reducing agents reducing atmosphere
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Characterization and technology of fast reducing roasting for fine iron materials 被引量:15
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作者 罗立群 黄红 余永富 《Journal of Central South University》 SCIE EI CAS 2012年第8期2272-2278,共7页
The features of the techniques of fast reducing roasting (FRR) and conventional magnetic roasting, as well as tremendous demands of iron ores in iron and steel industry of China, were briefly described. The test equ... The features of the techniques of fast reducing roasting (FRR) and conventional magnetic roasting, as well as tremendous demands of iron ores in iron and steel industry of China, were briefly described. The test equipment suitable for FRR of fine-grained materials was introduced. Weakly magnetic materials with grain size of 〈0.30 mm were converted into strongly magnetic materials by FRR for several to dozens of seconds. In a weakly reducing atmosphere and at 740-800 ~C, refractory powder iron material (〈0.30 mm) which is rich in specularite, limonite and Mg-Mn siderite was subjected to FRR for a few seconds to 60 s. Concentrate with iron grade of 55.67%-55.21%, high contents of Mg and Mn in the ore is obtained and the yield of magnetic separation reaches 81.66%-86.57%. The results of X-ray diffraction (XRD) analysis and magnetism detection of the material before and after FRR indicate that weakly magnetic material is mainly converted into strongly magnetic material Fe304 with specific saturation magnetic moment. The efficiency of FRR is consistent with TFe recovery of magnetic separation; meantime, the specific sa^u'ation magnetic moment increases from 33 to 42 times after FRR. Calculations show that speeds of flash magnetic roasting are obtained from several dozen to two or three hundred times, compared with rotary kiln or shaft furnace. This indicates that it is practicable to use the fast reducing roasting technique to improve the comprehensive utilization of iron ore resources. 展开更多
关键词 iron material reducing roasting thermal decomposition X-ray diffraction magnetic property
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Pneumatic resistance network analysis and dimension optimization of high pressure electronic pneumatic pressure reducing valve 被引量:2
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作者 徐志鹏 王宣银 《Journal of Central South University》 SCIE EI CAS 2011年第3期666-671,共6页
The structure and working principle of a self-deigned high pressure electronic pneumatic pressure reducing valve (EPPRV) with slide pilot are introduced.The resistance value formulas and the relationship between the r... The structure and working principle of a self-deigned high pressure electronic pneumatic pressure reducing valve (EPPRV) with slide pilot are introduced.The resistance value formulas and the relationship between the resistance and pressure of three typical pneumatic resistances are obtained.Then,the method of static characteristics analysis only considering pneumatic resistances is proposed,the resistance network from gas supply to load is built up,and the mathematical model is derived from the flow rate formulas and flow conservation equations,with the compressibility of high pressure gas and temperature drop during the expansion considered in the model.Finally,the pilot spool displacement of 1.5 mm at an output pressure of 15MPa and the enlarging operating stroke of the pilot spool are taken as optimization targets,and the optimization is carried out based on genetic algorithm and the model mentioned above.The results show that the static characteristics of the EPPRV are significantly improved.The idea of static characteristics analysis and optimization based on pneumatic resistance network is valuable for the design of pneumatic components or system. 展开更多
关键词 high pressure pressure reducing valve pneumatic resistance dimension optimization genetic algorithm
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Reducing process of sinter in COREX shaft furnace and influence of sinter proportion on reduction properties of composite burden 被引量:1
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作者 SHI Ben-jing ZHU De-qing +2 位作者 PAN Jian HU Bing WANG Zhao-cai 《Journal of Central South University》 SCIE EI CAS CSCD 2021年第3期690-698,共9页
In order to reduce the materials cost of COREX ironmaking process,sinter has been introduced into the composite burden in China.This work explored the reducing process of sinter in COREX shaft furnace to clarify its r... In order to reduce the materials cost of COREX ironmaking process,sinter has been introduced into the composite burden in China.This work explored the reducing process of sinter in COREX shaft furnace to clarify its reduction properties change and then the effect of sinter proportion on metallurgical performance of composite burden was investigated.The results show that the reducing process of sinter in COREX shaft furnace was basically same with that in blast furnace but sinter seems like breaking faster.Under reducing condition simulated COREX shaft furnace,sinter possessed the worst reduction degradation index(RDI)and undifferentiated reduction index(RI)compared with pellet and iron ore lumps.Macroscopic and microscopic mineralogy changes indicated that sinter presents integral cracking while pellet and lump ore present surface cracking,and no simple congruent relationship exists between cracks of the burden and its ultimate reduction degradation performance.The existence of partial metallurgical performance superposition between composite and single ferrous burden was confirmed.RDI_(+6.3)≥70%and RDI_(+3.15)≥80%were speculated as essential requirements for the composite burden containing sinter in COREX shaft furnace. 展开更多
关键词 SINTER COREX shaft furnace reducing process composite burden reduction degradation index(RDI) metallurgical performance
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Reducing sympathetic nervous tone in aged rats bettered cardiomyocyte contraction by improving the response of β_2-adrenoceptor
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作者 Wang Ying1,Zhao Zhi2,Hao Yan-ling2,Xu Chuan-ying2,Sun Yi-wei2,Sun Hong2(1Department of Pathophysiology,2Department of Physiology,XuZhou Medical College,Xuzhou221002,China) 《中国病理生理杂志》 CAS CSCD 北大核心 2010年第A10期2044-2045,共2页
The study was to investigate the effect of reducing central sympathetic nervous tone with clonidine on cardiomyocyte contraction,and further to analyze the influence of reducing the central sympathetic nervous tone on... The study was to investigate the effect of reducing central sympathetic nervous tone with clonidine on cardiomyocyte contraction,and further to analyze the influence of reducing the central sympathetic nervous tone on response of β1 and β2-AR in aged ventricular myocytes.Sprague-Dawley rats were randomly divided into three groups:adult group,aged group and aged group with clonidine. 展开更多
关键词 SYMPATHETIC ADRENOCEPTOR CONTRACTION cytes SHORTENING antagonist pretreatment reduc evident clearly
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A Comparative Study on Two Techniques of Reducing the Dimension of Text Feature Space
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作者 Yin Zhonghang, Wang Yongcheng, Cai Wei & Diao Qian School of Electronic & Information Technology, Shanghai Jiaotong University, Shanghai 200030, P.R.China 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2002年第1期87-92,共6页
With the development of large scale text processing, the dimension of text feature space has become larger and larger, which has added a lot of difficulties to natural language processing. How to reduce the dimension... With the development of large scale text processing, the dimension of text feature space has become larger and larger, which has added a lot of difficulties to natural language processing. How to reduce the dimension has become a practical problem in the field. Here we present two clustering methods, i.e. concept association and concept abstract, to achieve the goal. The first refers to the keyword clustering based on the co occurrence of 展开更多
关键词 in the same text and the second refers to that in the same category. Then we compare the difference between them. Our experiment results show that they are efficient to reduce the dimension of text feature space. Keywords: Text data mining
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Controlling the conductivity and microporosity of biocarbon to produce supercapacitors with battery-level energies at an ultrahigh power
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作者 CHENG Bei XIE Xing-yan +5 位作者 WAN Liu CHEN Jian ZHANG Yan DU Cheng GUO Xue-feng XIE Ming-jiang 《新型炭材料(中英文)》 北大核心 2025年第2期409-420,共12页
In order to meet the demands of new-generation electric vehicles that require high power output(over 15 kW/kg),it is crucial to increase the energy density of car-bon-based supercapacitors to a level comparable to tha... In order to meet the demands of new-generation electric vehicles that require high power output(over 15 kW/kg),it is crucial to increase the energy density of car-bon-based supercapacitors to a level comparable to that of batteries,while maintaining a high power density.We re-port a porous carbon material produced by immersing pop-lar wood(PW)sawdust in a solution of KOH and graphene oxide(GO),followed by carbonization.The resulting mater-ial has exceptional properties as an electrode for high-en-ergy supercapacitors.Compared to the material prepared by the direct carbonization of PW,its electrical conductivity was in-creased from 0.36 to 26.3 S/cm.Because of this and a high microporosity of over 80%,which provides fast electron channels and a large ion storage surface,when used as the electrodes for a symmetric supercapacitor,it gave a high energy density of 27.9 Wh/kg@0.95 kW/kg in an aqueous electrolyte of 1.0 mol/L Na_(2)SO_(4).The device also had battery-level energy storage with maximum energy densities of 73.9 Wh/kg@2.0 kW/kg and 67.6 Wh/kg@40 kW/kg,an ultrahigh power density,in an organic electrolyte of 1.0 mol/L TEABF4/AN.These values are comparable to those of 30−45 Wh/kg for Pb-acid batteries and 30−55 Wh/kg for aqueous lithium batteries.This work indicates a way to prepare carbon materials that can be used in supercapacit-ors with ultrahigh energy and power densities. 展开更多
关键词 Reduced GO modification Loose wood Symmetric supercapacitor Battery-level energy density
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A guidance and control design with reduced information for a dual-spin stabilized projectile 被引量:2
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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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System error iterative identification for underwater positioning based on spectral clustering
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作者 LU Yu WANG Jiongqi +3 位作者 HE Zhangming ZHOU Haiyin XING Yao ZHOU Xuanying 《Journal of Systems Engineering and Electronics》 SCIE CSCD 2024年第4期1028-1041,共14页
The observation error model of the underwater acous-tic positioning system is an important factor to influence the positioning accuracy of the underwater target.For the position inconsistency error caused by consideri... The observation error model of the underwater acous-tic positioning system is an important factor to influence the positioning accuracy of the underwater target.For the position inconsistency error caused by considering the underwater tar-get as a mass point,as well as the observation system error,the traditional error model best estimation trajectory(EMBET)with little observed data and too many parameters can lead to the ill-condition of the parameter model.In this paper,a multi-station fusion system error model based on the optimal polynomial con-straint is constructed,and the corresponding observation sys-tem error identification based on improved spectral clustering is designed.Firstly,the reduced parameter unified modeling for the underwater target position parameters and the system error is achieved through the polynomial optimization.Then a multi-sta-tion non-oriented graph network is established,which can address the problem of the inaccurate identification for the sys-tem errors.Moreover,the similarity matrix of the spectral cluster-ing is improved,and the iterative identification for the system errors based on the improved spectral clustering is proposed.Finally,the comprehensive measured data of long baseline lake test and sea test show that the proposed method can accu-rately identify the system errors,and moreover can improve the positioning accuracy for the underwater target positioning. 展开更多
关键词 acoustic positioning reduced parameter system error identification improved spectral clustering accuracy analy-sis
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海泥中硫酸盐还原菌数量变化对主要腐蚀环境因子的影响 被引量:11
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作者 朱永艳 郑传波 +1 位作者 李言涛 黄彦良 《海洋科学》 CAS CSCD 北大核心 2006年第11期37-40,共4页
海泥中硫酸盐还原菌(SulfateReducingBacteria,SRB)数量的变化会对其主要腐蚀环境因子产生影响。实验室条件下,在灭菌青岛海泥中加SRB菌种得到含SRB的海泥。在SRB的一个生长周期内,测量了由SRB数量变化引起的硫电位、银电位、pH值、氧... 海泥中硫酸盐还原菌(SulfateReducingBacteria,SRB)数量的变化会对其主要腐蚀环境因子产生影响。实验室条件下,在灭菌青岛海泥中加SRB菌种得到含SRB的海泥。在SRB的一个生长周期内,测量了由SRB数量变化引起的硫电位、银电位、pH值、氧化还原电位及电导率等主要腐蚀环境因子的变化,并找出了该变化的规律,探讨了通过腐蚀环境因子的变化测量SRB数量的可能性。 展开更多
关键词 海泥 硫酸盐还原菌(Sulfate reducing Bacteria SRB)数量 腐蚀因子
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应用裂解气相色谱-质谱对聚α-烯烃减阻聚合物的鉴别 被引量:2
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作者 徐海红 杨正春 +2 位作者 范国樑 李春漫 杨金祥 《分析测试学报》 CAS CSCD 北大核心 2008年第S1期243-245,共3页
Poly α-olefin,used as the drag reducing agent on the crude oil transportation,was analyzed by pyrolysis/gas chromatography-mass spectrometry(PY/GC-MS).Three polyolefin samples of polydecene,polyoctene and the copolym... Poly α-olefin,used as the drag reducing agent on the crude oil transportation,was analyzed by pyrolysis/gas chromatography-mass spectrometry(PY/GC-MS).Three polyolefin samples of polydecene,polyoctene and the copolymer of decene and octane,were analyzed.The samples were analyzed by increasing pyrolysis temperatures from 500 to 800 ℃.The result showed that the optimal pyrolysis temperature was 600 ℃.2-Methyl-decene and 2-methyl-pentadecene was selected as the characteristic pyrolysates for identification polydecene and polyoctene,respectively.The quantitative method of the copolymer was also discussed.Height peak of the characteristic pyrolysate was used to calculate the mass rate of the two monomers in the copolymers.The error of the method was-4.08%. 展开更多
关键词 POLY Α-OLEFIN drag reducing POLYMER PY/GC-MS
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SPE结合GC-MS定性定量测定一次性塑料血袋水浸提液中的还原物质
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作者 付步芳 冯晓明 奚廷斐 《分析测试学报》 CAS CSCD 北大核心 2007年第z1期40-43,共4页
A method was established for qualitative and quantitative determination of the reducing substances from plastic blood bags aqueous extract.The samples were extracted with a solid-phase extraction procedure,dichloromet... A method was established for qualitative and quantitative determination of the reducing substances from plastic blood bags aqueous extract.The samples were extracted with a solid-phase extraction procedure,dichloromethane qua extract solvents,and were measured with GC-MS.With this method,we determined several reducing substances from plastic blood bags aqueous extract and fixed quantify on DEHP (di (2-ethylhexyl) phthalate),one of the dominating reducing substances.The method was simple and can be used for the quality control of plastic blood bags. 展开更多
关键词 Solid-phase extraction GC-MS Plastic blood bags Aqueous extract reducing substances DEHP
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医用介质部分加载波导辐射器
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作者 江汉保 明德惠 邱鹏 《微波学报》 1987年第3期50-54,共5页
本文报导一种带有抗流槽的介质加载波导辐射器的研制结果。这种辐射器有相对均匀的加热图形,泄漏辐射较其它波导辐射器小,能满足临床治疗需要。用小探针法测试了这种辐射器在模拟肌肉内近场分布,结果与用温度计测出的辐射器加热后的温... 本文报导一种带有抗流槽的介质加载波导辐射器的研制结果。这种辐射器有相对均匀的加热图形,泄漏辐射较其它波导辐射器小,能满足临床治疗需要。用小探针法测试了这种辐射器在模拟肌肉内近场分布,结果与用温度计测出的辐射器加热后的温度分布基本一致。实验还表明波导辐射器的抗流槽对宽边的泄漏辐射有明显抑制,但对窄边的泄漏抑制作用不很明显。 展开更多
关键词 Waveguide radiator Microwave Hyperthermia reducing microwave leakage
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大数据挖掘技术应用于汽轮机组运行性能优化的研究 被引量:69
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作者 万祥 胡念苏 +2 位作者 韩鹏飞 张海石 黎师祺 《中国电机工程学报》 EI CSCD 北大核心 2016年第2期459-467,共9页
基于关联规则的数据挖掘方法已在火电厂汽轮机组的性能优化中取得了较好的应用,但随着大数据时代的来临,传统的数据挖掘方法由于自身缺陷已不能胜任海量数据的挖掘工作。针对此问题,在云计算环境下,基于引入粗糙集中属性约简的基础,在Ha... 基于关联规则的数据挖掘方法已在火电厂汽轮机组的性能优化中取得了较好的应用,但随着大数据时代的来临,传统的数据挖掘方法由于自身缺陷已不能胜任海量数据的挖掘工作。针对此问题,在云计算环境下,基于引入粗糙集中属性约简的基础,在Hadoop平台的Map Reduce架构上对经典关联规则算法Apriori算法进行改进,实现计算并行化以形成能够应对海量数据挖掘任务的新算法。以某1000MW超超临界机组的运行数据为挖掘对象,利用新算法对典型负荷下的历史数据进行挖掘,挖掘出运行参数与性能指标之间的关系,并得到一些可调控参数的运行优化目标值以指导优化运行。挖掘结果表明,新算法可以应用于汽轮机优化目标值的确定,达到节能减排的目的,其所求出的优化目标值来源于机组实际运行数据,具有代表性,能够反映机组的最佳运行状态。 展开更多
关键词 大数据 MAP REDUCE 关联规则 性能优化 目标值 汽轮机组 运行
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基于大数据聚类的电力系统中长期负荷预测 被引量:50
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作者 徐源 程潜善 +3 位作者 李阳 张浩 余伟 何冰 《电力系统及其自动化学报》 CSCD 北大核心 2017年第8期43-48,共6页
随着电网数据收集能力的提升,积累了海量的负荷及相关数据,为负荷预测开辟了新的思路。提出了一种应用大数据技术的中长期负荷预测新方法。首先通过历史负荷序列的增长趋势、波动性等变化特性的参数化表达,实现负荷的标准化处理,形成大... 随着电网数据收集能力的提升,积累了海量的负荷及相关数据,为负荷预测开辟了新的思路。提出了一种应用大数据技术的中长期负荷预测新方法。首先通过历史负荷序列的增长趋势、波动性等变化特性的参数化表达,实现负荷的标准化处理,形成大数据聚类的样本;然后结合大数据分析平台的数据处理能力设计了基于Map Reduce并行编程模型的改进模糊K-means聚类方法,实现对负荷大数据的聚类划分;最后综合相同聚类负荷,并建立预测模型。计算结果表明,大数据聚类算法能有效地进行大量负荷数据的聚类划分,实现不同增长特性负荷的区分预测,具有较高的预测精度。 展开更多
关键词 大数据 中长期负荷预测 聚类分析 MAP REDUCE 并行编程
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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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基于结构相似度的大规模社交网络聚类算法 被引量:16
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作者 陈季梦 陈佳俊 +3 位作者 刘杰 黄亚楼 王嫄 冯霞 《电子与信息学报》 EI CSCD 北大核心 2015年第2期449-454,共6页
针对社交网络的有向交互性和大规模特性,该文提出一种基于结构相似度的有向网络聚类算法(Dir SCAN),以及相应的分布式并行算法(PDir SCAN)。考虑社交网络中节点间的有向交互性,将行为结构相似的节点聚集起来,并进行节点功能分析。针对... 针对社交网络的有向交互性和大规模特性,该文提出一种基于结构相似度的有向网络聚类算法(Dir SCAN),以及相应的分布式并行算法(PDir SCAN)。考虑社交网络中节点间的有向交互性,将行为结构相似的节点聚集起来,并进行节点功能分析。针对社交网络规模巨大的特点,提出Map Reduce框架下的分布式并行聚类算法,在确保聚类结果一致的前提下,提高处理性能。大量真实数据集上的实验结果表明,Dir SCAN比无向网络聚类算法(SCAN)在F1上可提高2.34%的性能,并行算法PDir SCAN比Dir SCAN运行速度提升1.67倍,能够有效处理大规模的有向网络聚类问题。 展开更多
关键词 社交网络 有向网络聚类 并行算法 MAP REDUCE
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云平台下基于粗糙集的并行增量知识更新算法 被引量:11
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作者 张钧波 李天瑞 +2 位作者 潘毅 罗川 滕飞 《软件学报》 EI CSCD 北大核心 2015年第5期1064-1078,共15页
日益复杂和动态变化的海量数据处理,是当前人们普遍关注的问题,其核心内容之一是研究如何利用已有的信息实现快速的知识更新.粒计算是近年来新兴的一个研究领域,是信息处理的一种新的概念和计算范式,主要用于描述和处理不确定的、模糊... 日益复杂和动态变化的海量数据处理,是当前人们普遍关注的问题,其核心内容之一是研究如何利用已有的信息实现快速的知识更新.粒计算是近年来新兴的一个研究领域,是信息处理的一种新的概念和计算范式,主要用于描述和处理不确定的、模糊的、不完整的和海量的信息,以及提供一种基于粒与粒间关系的问题求解方法.作为粒计算理论中的一个重要组成部分,粗糙集是一种处理不确定性和不精确性问题的有效数学工具.根据云计算中的并行模型Map Reduce,给出了并行计算粗糙集中等价类、决策类和两者之间相关性的算法;然后,设计了用于处理大规模数据的并行粗糙近似集求解算法.为应对动态变化的海量数据,结合Map Reduce模型和增量更新方法,根据不同的增量策略,设计了两种并行增量更新粗糙近似集的算法.实验结果表明,该算法可以有效地快速更新知识;而且数据量越大,效果越明显. 展开更多
关键词 云计算 MAP REDUCE 粗糙集 增量学习
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大数据上基于Hadoop的不一致数据检测与修复算法 被引量:13
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作者 张安珍 门雪莹 +2 位作者 王宏志 李建中 高宏 《计算机科学与探索》 CSCD 北大核心 2015年第9期1044-1055,共12页
随着现代社会互联网的普及应用,产生的海量数据普遍存在质量问题。针对数据质量中不一致性问题进行研究,设计并实现了基于Hadoop并行平台的不一致数据检测与修复算法。采用数据依赖理论中的条件函数依赖,根据给定规则检测不一致数据集,... 随着现代社会互联网的普及应用,产生的海量数据普遍存在质量问题。针对数据质量中不一致性问题进行研究,设计并实现了基于Hadoop并行平台的不一致数据检测与修复算法。采用数据依赖理论中的条件函数依赖,根据给定规则检测不一致数据集,对这些不一致数据求解修复方案,使得修复结果满足数据一致性要求,并给出修复结果的确定性概率。最后通过实验证明了该算法较已有的单机算法有更好的修复效果,当约束规则较少的情况下,算法执行时间呈线性增长。 展开更多
关键词 数据一致性 MAP REDUCE 条件函数依赖 数据质量
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一种基于FP-Growth的频繁项目集并行挖掘算法 被引量:44
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作者 章志刚 吉根林 《计算机工程与应用》 CSCD 2014年第2期103-106,共4页
FP-Growth算法是基于FP树挖掘频繁项目集的经典算法,为提高FP-Growth算法挖掘大规模数据频繁项目集的效率,提出了一种基于FP-Growth的频繁项目集并行挖掘算法FPPM。该算法基于Map/Reduce并行模型,在每个计算节点上首先构造局部频繁模式... FP-Growth算法是基于FP树挖掘频繁项目集的经典算法,为提高FP-Growth算法挖掘大规模数据频繁项目集的效率,提出了一种基于FP-Growth的频繁项目集并行挖掘算法FPPM。该算法基于Map/Reduce并行模型,在每个计算节点上首先构造局部频繁模式树,并对之进行挖掘得到局部频繁项目集,然后合并局部频繁项目集以得到全局频繁项集,由于此时得到的结果并不完备,所以对合并后未达到最小支持度阈值的项目集,重新计算其支持数。介绍了FPPM算法的设计思想,测试了其性能。实验结果表明FPPM算法具有较好的可扩展性。 展开更多
关键词 频繁项目集 并行挖掘 FP Growth MAP REDUCE
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