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可积鞅测度的弱收敛(英语)
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作者 谢颖超 《应用概率统计》 CSCD 北大核心 1996年第4期393-400,共8页
本文引入了可积鞅测度弱收敛的概念。
关键词 测度 弱收敛 测度
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定性推理的商空间模型(Ⅱ) 被引量:3
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作者 张铃 张钹 《安庆师范学院学报(自然科学版)》 1990年第1期15-20,共6页
本文是[1]的续篇,在这里我们将讨论约束(限制)在商空间模型上表示及其一些性质。
关键词 商空间 定性推理 等价关系 约束关系 最优准则 积测度 对称差 变化区间 实数集 空间
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自己动手求圆周率 被引量:1
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作者 龚卫东 《高中数理化》 2016年第1期20-22,64,共3页
1问题来源及产生过程 高中数学必修3算法部分,有这样一道试题:图1是用模拟方法估计圆周率π的程序框图,P表示估计结果,则图中空白框内应填入( )。A P=N/1 000;B P=4N/1 000;C P=M/1 000;D P=4M/1 000初次接触此类问题,同学们会有一... 1问题来源及产生过程 高中数学必修3算法部分,有这样一道试题:图1是用模拟方法估计圆周率π的程序框图,P表示估计结果,则图中空白框内应填入( )。A P=N/1 000;B P=4N/1 000;C P=M/1 000;D P=4M/1 000初次接触此类问题,同学们会有一定困难,经过老师讲解,明白该算法实际就是几何概型中随机"撒豆子"模型,通过面积测度比求得圆周率,是一个由"形"到"数"的过程。 展开更多
关键词 积测度 几何概型 空白框 问题来源 程序框图 阴影部分 模拟方法 运算结果 算法思想 语法格式
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Some Properties of Two Class of Analytic Functions Family 被引量:2
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作者 凌怡 《Chinese Quarterly Journal of Mathematics》 CSCD 1992年第1期96-100,共5页
Let A be the class of functions f(z)=z+sum from n=2 to ∞ (a_nZ^n) which are analytic in the unit disc, and let In this paper, Some properties of Q_α(β) and R_α(β) are investigated. In particular, Some results due... Let A be the class of functions f(z)=z+sum from n=2 to ∞ (a_nZ^n) which are analytic in the unit disc, and let In this paper, Some properties of Q_α(β) and R_α(β) are investigated. In particular, Some results due to chichra [4], Mocanu[5] and Obradovic[6] are extended. In addition, We also showed an error of S. Owa[8]. 展开更多
关键词 analytic function Hadamard product univalent function deviation theorem
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可积随机测度的投影理论
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作者 李俊芬 陈培德 《应用数学学报》 CSCD 北大核心 1991年第4期524-532,共9页
<正> [2]虽然给出了一些判定一对可测空间成为佳偶的充分条件,但除了有一个因子空间是Radon空间这一基本出发点以外,只涉及到用乘积的方法“扩充”一个因子空间,或取投影子σ-域的方法缩小一个因子空间的可测结构。然而概率论用... <正> [2]虽然给出了一些判定一对可测空间成为佳偶的充分条件,但除了有一个因子空间是Radon空间这一基本出发点以外,只涉及到用乘积的方法“扩充”一个因子空间,或取投影子σ-域的方法缩小一个因子空间的可测结构。然而概率论用得最多的可测结构是完备概率空间(Ω,(?),P),即使取轨道空间作为基本事件空间Ω,要求它是Polish空间不算过份,赋予Borel σ-域(?)~0=?(Ω),这时(Ω,(?)~0)是一个标准可测空间。 展开更多
关键词 随机测度 投影 Doleans测度
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Correspondence of bubble size and frother partitioning in flotation 被引量:5
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作者 张炜 Jan E.Nesset James A.Finch 《Journal of Central South University》 SCIE EI CAS 2014年第6期2383-2390,共8页
The size of bubbles created in the flotation process is of great importance to the efficiency of the mineral separation achieved.Meanwhile,it is believed that frother transport between phases is perhaps the most impor... The size of bubbles created in the flotation process is of great importance to the efficiency of the mineral separation achieved.Meanwhile,it is believed that frother transport between phases is perhaps the most important reason for the interactive nature of the phenomena occurring in the bulk and froth phases in flotation,as frother adsorbed in the surface of rising bubbles is removed from the bulk phase and then released into the froth as a fraction of the bubbles burst.This causes the increased concentration in the froth compared to the bulk concentration,named as frother partitioning.Partitioning reflects the adsorption of frother on bubbles and how to influence bubble size is not known.There currently exists no such a topic aiming to link these two key parameters.To fill this vacancy,the correspondence between bubble size and frother partitioning was examined.Bubble size was measured by sampling-for-imaging(SFI)technique.Using total organic carbon(TOC)analysis to measure the frother partitioning between froth and bulk phases was determined.Measurements have shown,with no exceptions including four different frothers,higher frother concentration is in the bulk than in the froth.The results also show strong partitioning giving an increase in bubble size which implies there is a compelling relationship between these two,represented by CFroth/CBulk and D32.The CFroth/CBulkand D32 curves show similar exponential decay relationships as a function of added frother in the system,strongly suggesting that the frother concentration gradient between the bulk solution and the bubble interface is the driving force contributing to bubble size reduction. 展开更多
关键词 FLOTATION frother bubble size frother partitioning total organic carbon (TOC) analysis concentration gradient
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Strength prediction of multi-layered copper-based composites fabricated by accumulative roll bonding 被引量:6
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作者 P.SEIFOLLAHZADEH Morteza ALIZADEH M.R.ABBASI 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2021年第6期1729-1739,共11页
This work aims to evaluate the feasibility of the fabrication of nanostructured Cu/Al/Ag multi-layered composites by accumulative roll bonding(ARB),and to analyze the tensile properties and electrical conductivity of ... This work aims to evaluate the feasibility of the fabrication of nanostructured Cu/Al/Ag multi-layered composites by accumulative roll bonding(ARB),and to analyze the tensile properties and electrical conductivity of the produced composites.A theoretical model using strengthening mechanisms and some structural parameters extracted from X-ray diffraction is also developed to predict the tensile strength of the composites.It was found that by progression of ARB,the experimental and calculated tensile strengths are enhanced,reach a maximum of about 450 and 510 MPa at the fifth cycle of ARB,respectively and then are reduced.The electrical conductivity decreased slightly by increasing the number of ARB cycles at initial ARB cycles,but the decrease was intensified at the final ARB cycles.In conclusion,the merit of ARB to fabricate this type of multi-layered nanocomposites and the accuracy of the developed model to predict tensile strength were realized. 展开更多
关键词 multi-layered composites accumulative roll bonding strength prediction HARDNESS X-ray diffraction
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Face anti-spoofing algorithm combined with CNN and brightness equalization 被引量:7
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作者 CAI Pei QUAN Hui-min 《Journal of Central South University》 SCIE EI CAS CSCD 2021年第1期194-204,共11页
Face anti-spoofing is a relatively important part of the face recognition system,which has great significance for financial payment and access control systems.Aiming at the problems of unstable face alignment,complex ... Face anti-spoofing is a relatively important part of the face recognition system,which has great significance for financial payment and access control systems.Aiming at the problems of unstable face alignment,complex lighting,and complex structure of face anti-spoofing detection network,a novel method is presented using a combination of convolutional neural network and brightness equalization.Firstly,multi-task convolutional neural network(MTCNN)based on the cascade of three convolutional neural networks(CNNs),P-net,R-net,and O-net are used to achieve accurate positioning of the face,and the detected face bounding box is cropped by a specified multiple,then brightness equalization is adopted to perform brightness compensation on different brightness areas of the face image.Finally,data features are extracted and classification is given by utilizing a 12-layer convolution neural network.Experiments of the proposed algorithm were carried out on CASIA-FASD.The results show that the classification accuracy is relatively high,and the half total error rate(HTER)reaches 1.02%. 展开更多
关键词 face anti-spoofing MTCNN brightness equalization convolutional neural network
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Prediction of Scour Depth around Offshore Pipelines in the South China Sea 被引量:3
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作者 Yonggang Cao Yuchuan Bai +2 位作者 Junqin Wang Shizhi Liao Dong Xu 《Journal of Marine Science and Application》 CSCD 2015年第1期83-92,共10页
Scour depth prediction of offshore pipelines is of great significance to the design and construction of the submarine pipeline projects. In this paper, based on the CFD software package FLUENT and User Defined Functi... Scour depth prediction of offshore pipelines is of great significance to the design and construction of the submarine pipeline projects. In this paper, based on the CFD software package FLUENT and User Defined Function (UDF), an Eulerian two-phase model, which includes an Euler-Euler coupled model for water and sediment phases, and a turbulent model for the fluid phase, is adopted to predict the scour depth around pipelines. The model is verified by observation data obtained from laboratory experiments. On the basis of the simulations, the factors affecting the scour depth, including the effects of incipient velocity, pipe diameter and sediment particle size and so on, were investigated. Meanwhile, according to formulas of incipient velocity of various sediments, approximate calculation on theoretical scour depths is developed for pipelines of seven stations in the South China Sea, where engineering application information is available. 展开更多
关键词 PIPELINE offshore pipelines SEDIMENT scour depth numerical simulation theoretical calculation South China Sea
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Harmonic Bergman Metric
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作者 ZHAOZhen-gang 《Chinese Quarterly Journal of Mathematics》 CSCD 北大核心 2005年第2期151-157,共7页
We have constructed the positive definite metric matrixes for the bounded domains of R^n and proved an inequality which is about the Jacobi matrix of a harmonic mapping on a bounded domain of R^n and the metric matrix... We have constructed the positive definite metric matrixes for the bounded domains of R^n and proved an inequality which is about the Jacobi matrix of a harmonic mapping on a bounded domain of R^n and the metric matrix of the same bounded domain. 展开更多
关键词 harmonic Bergman spaces harmonic Bergman kernels
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Computation and measurement for distributions of temperature and soot volume fraction in diffusion flames 被引量:1
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作者 张引弟 娄春 +2 位作者 谢明亮 方庆艳 周怀春 《Journal of Central South University》 SCIE EI CAS 2011年第4期1263-1271,共9页
A combined computational and experimental investigation to examine temperature and soot volume fraction in coflow ethylene-air diffusion flames was presented.A numerical simulation was conducted by using a relatively ... A combined computational and experimental investigation to examine temperature and soot volume fraction in coflow ethylene-air diffusion flames was presented.A numerical simulation was conducted by using a relatively detailed gas-phase chemistry and complex thermal and transport properties coupled with a semi-empirical two-equation soot model.Thermal radiation was calculated using the discrete ordinates method.An image processing technique and a decoupled reconstruction method were used to simultaneously measure the distributions of temperature and soot volume fraction.The results show that the maximum error for temperature does not exceed 10% between the prediction and the measurement.And the maximum error is 6.9% for soot volume fraction between prediction and measurement.Additional simulations were performed to explore the effects of global equivalence ratio on diffusion flames and the soot formation.The results display that the soot formation increases with decreasing the coflow air velocity.And the soot formation in each case appears in the annular region,where the temperature ranges from about 1 000 K to 2 000 K and the profile becomes taller and wider when the coflow air is decreased. 展开更多
关键词 TEMPERATURE soot volume fraction SIMULATION MEASUREMENT diffusion flame
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Reverse-Time Migration from Rugged Topography to Image Ground-Penetrating Radar Data in Complex Environments 被引量:5
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作者 John H. Bradford Janna Privette +1 位作者 David Wilkins Richard Ford 《Engineering》 2018年第5期661-666,共6页
In ground-penetrating radar (GPR) imaging, it is common for the depth of investigation to be on the same order as the variability in surface topography, In such cases, migration fails when it is carried out from a d... In ground-penetrating radar (GPR) imaging, it is common for the depth of investigation to be on the same order as the variability in surface topography, In such cases, migration fails when it is carried out from a datum after the application of elevation statics, We introduce a reverse-time migration (RTM) algorithm based on the second-order decoupled form of Maxwell's equations, which requires computation of only the electric field, The wavefield extrapolation is computed directly from the acquisition surface without the need for datuming, In a synthetic case study, the algorithm significantly improves image accuracy over a processing sequence in which migration is performed after elevation statics, In addition, we acquired a field dataset at the Coral Pink Sand Dunes (CPSD) in Utah, USA, The data were acquired over rugged topography and have the complex internal stratigraphy of multiply eroded, modern, and ancient eolian deposits, The RTM algorithm significantly improves radar depth images in this challenging environment, 展开更多
关键词 Ground-penetrating radar Reverse-time migration Sand dune Amplitude analysis
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Interpreting sedimentation dynamics at Longxi catchment in the Three Gorges Area,China,using Cs-137 activity,particle size and rainfall erosivity 被引量:6
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作者 GAO Jin-zhang LONG Yi +4 位作者 ZHANG Xin-bao Collins Adrian L HE Xiu-bin ZHANG Yun-qi SHI Zhong-lin 《Journal of Mountain Science》 SCIE CSCD 2016年第5期857-869,共13页
Reservoir sedimentation dynamics were interpreted using Cs-137 activity, particle size and rainfall erosivity analysis in conjunetion with sediment profile coring. Two sediment cores were retrieved from the Changshou ... Reservoir sedimentation dynamics were interpreted using Cs-137 activity, particle size and rainfall erosivity analysis in conjunetion with sediment profile coring. Two sediment cores were retrieved from the Changshou reservoir of Chongqing, which was dammed in 1956 at the outlet of Longxi catchment in the Three Gorges Area using a gravity corer equipped with an aerylie tube with an inner diameter of 6 em. The extracted cores were sectioned at 2 cm intervals. All sediment core samples were dried, sieved (〈2 mm) and weighed. 137Cs activity was measured by y-ray spectrometry. The particle size of the core samples was measured using laser particle size granulometry. Rainfall erosivity was calculated using daily rainfall data from meteorological records and information on soil conservation history was collated to help interpret temporal sedimentation trends. The peak fallout of 137Cs in 1963 appeared at a depth of 84 cm in core A and 56 cm in core B. The peaks of sand contents were related to the peaks of rainfall erosivity which were recorded in 1982, 1989, 1998 and 2005, respectively. Sedimentation rates were calculated according to the sediment profile chronological controls of 1956, 1963, 1982, 1989, 1998 and 2oo5. The highest sedimentation rate was around 2.0 cm·a^-1 between 1982 and 1988 when the Chinese national reform and the Household Responsibility System were implemented, leading to accelerated soil erosion in the Longxi catchment. Since 1990s, and particularly since 2005, sedimentation rates clearly decreased, since a number of soil conservation programs have been carried out in the catchment. The combined use of ^137Cs chronology, particle size and rainfall erosivity provided a simple basis for reconstructing reservoir sedimentation dynamics in the context of both physical processes and soil restoration. Its advantages include avoiding the need for full blown sediment yield reconstruction and the concomitant consideration of core correlation and corrections for autochthonous inputs and reservoir trap efficiency. 展开更多
关键词 SEDIMENTATION Cesium-137 Particle size Rainfall erosivity Soil erosion Three Gorges Area
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Study of Sandy Soil Compaction
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作者 Andrea Formato Gian Pio Pucillo Antonio Abagnale 《Journal of Agricultural Science and Technology(A)》 2013年第5期356-367,共12页
In this paper, a study of sandy soil compaction with different granulometry and moisture content has been performed, and soil mechanical property variations in moisture and granulometry have been investigated. Investi... In this paper, a study of sandy soil compaction with different granulometry and moisture content has been performed, and soil mechanical property variations in moisture and granulometry have been investigated. Investigations were performed to compare hydrostatic compression test (HCT) responses and evaluate the compression index, Cc, which is an indicator of the soil's susceptibility to compaction-induced damage. The experiments have been performed on 24 soil samples typologies. Each sample has been obtained by combining three types of soil granulometry (types A, B and C) with a relative content varying from 0% to 100% in 20% increments. Soil type A had a granulometry ranging between 0.5 mm and 1 mm, type B between 0.25 mm and 0.5 mm, and type C less than 0.25 mm. These samples were representative of a sandy soil, chemically inactive and had various granulometries and initial moisture contents. A cell for HCT has been set up to allow the initial volume measurement of the test pieces and the subsequent changes during HCT with an estimated error less than 0.1 cm3. All samples were pre-compacted and prepared in agreement with the actual standards. The experimental data are reported in diagrams, the data allowed comparison of the mechanical behaviors between the considered unsaturated soils and underlined how soil moisture and granulometry affect soil response during HCT. Furthermore, because of the methodology used, the equipment was very economical. 展开更多
关键词 Compression test cell hydrostatic soil compression soil mechanics unsaturated soils sandy soil compaction.
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On 3rd-Dimensional Product of Vertex Measurable Graphs
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作者 Rand Alfaris S. Ahmed 《Journal of Mathematics and System Science》 2014年第11期725-731,共7页
In this paper, first, a 3rd-dimensional vertex measurable graphs G is defined, which is an extension of the concept that was introduced in [3]. G = G1 × G2 × G3 is a graph defined over algebra ζ1 ×ζz... In this paper, first, a 3rd-dimensional vertex measurable graphs G is defined, which is an extension of the concept that was introduced in [3]. G = G1 × G2 × G3 is a graph defined over algebra ζ1 ×ζz × ζ3, which consists of all vertex sets that produce sub graphs of G. G1,G2, and G3 are three simple graphs, provided that (G1,ζ1),(G2,ζz), and (G3,ζ3) are three vertex measure spaces. Second, in order to maximize the edge's set, we present an alternative version of the definition of two-dimension Cartesian product of vertex measurable graphs that was given in [3], with preserving the same properties of the graphs and sub graphs that were illustrated. 展开更多
关键词 Product of vertex measurable graphs.
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Analysis of Detected Avalanches Using Meteorological Data of Nearby Monitoring Stations in Ischgl, Austria
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作者 Lisa Jobstl Arnold Studeregger +2 位作者 Amulf Wurzer Daniel Stock Richard Koschuh 《Journal of Environmental Science and Engineering(B)》 2014年第2期87-90,共4页
A set of detected avalanches from January to April 2012 on a hillside southeast of lschgl, Austria is given. The avalanches are off-the-cut or caused by blast. The meteorological data of two monitoring stations nearby... A set of detected avalanches from January to April 2012 on a hillside southeast of lschgl, Austria is given. The avalanches are off-the-cut or caused by blast. The meteorological data of two monitoring stations nearby the hillside are taken for analysing the weather situation. The meteorological parameters air temperature, wind intensity and wind speed, relative humidity, precipitation and snow depth are investigated for similarities short before and during an avalanche. The avalanches are grouped into three categories and meteorological characteristics are found for each category. Thereby the avalanche hazard for the observed hillside is better assessed and an infrastructure safety by avalanche control due to concerted avalanche blasts is more effective. The result of the analysis shows three kinds of hazard weather conditions, which increase the avalanche hazard: warm air temperatures cause a settlement of the snow pack, but in the beginning of the process a weakening in the snow pack happens. Rapidly decreasing of the air temperature cause cracks in the snow pack and the combination of fresh snow and strong wind speed leads to accumulation of snow on sheltered slopes. 展开更多
关键词 Detected avalanches meteorological weather stations avalanche danger snow pack
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QoE Assessment and Prediction Method for HighDefinition Video Stream Using Image Damage Accumulation 被引量:2
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作者 Yang Geng Luoming Meng +2 位作者 Yao Wang Yu Yang Zhiguo Qu 《China Communications》 SCIE CSCD 2016年第7期48-59,共12页
The accuracy of the traditional assessment method of the quality of experience(Qo E) has been facing challenges with the growth of high-definition(HD) video streaming services.Image display-quality damage is the main ... The accuracy of the traditional assessment method of the quality of experience(Qo E) has been facing challenges with the growth of high-definition(HD) video streaming services.Image display-quality damage is the main factor that affects the Qo E in HD video services through UDP network transmission.In this paper,we introduce a novel objective factor known as image damage accumulation(IDA) to assess user's Qo E in HD video services.First,this paper quantitatively analyzed the effect on user quality of experience by IDA and established a mapping relationship between mean opinion scores and IDA.Furthermore,the probability of image damage caused by compression and transmission were analyzed.Based on this analysis,an objective Qo E assessment and prediction method for HD video stream service that evaluated the user experience according to IDA are proposed.The proposed method can achieve assessment and prediction accuracy on three distinct subjective tests. 展开更多
关键词 high-definition video stream quality of experience(QoE) image damage accumulation
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Monitoring the Anthropogenic Impact on the Muddy Coast by Means of Topographic and Bathymetric Surveys North of the Yellow River Mouth, China
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作者 HUGuanghai YANTong +1 位作者 WANGXiuqin ZHONGDelin 《Journal of Ocean University of China》 SCIE CAS 2004年第2期195-200,共6页
The effects of the artificial-diversion of the Yellow River Mouth for extensive petroleum exploration beginning in August 1996 on the morphology of the mud flat coast are discussed. Changes in the morphology of the co... The effects of the artificial-diversion of the Yellow River Mouth for extensive petroleum exploration beginning in August 1996 on the morphology of the mud flat coast are discussed. Changes in the morphology of the coastal zone were monitored during the period from 1996 to 2000. A Golden Software system was used to calculate the differential surfaces between the surveys in order to investigate the local patterns of accretion and erosion and to determine the volume changes between consecutive surveys. Volumetric studies showed that the net accretion in the study period was about 1.7×10 8 m 3. Between July 1996 and October 1996, a time interval characterized by intense runoff, an accumulation of about 4×10 8 m 3 occurred. In the period from October 1996 to October 1998, a period of diminution in runoff and sediment supply in the upstream, an erosion of 8.9×10 7 m 3 occurred, indicating sediment starvation of the area. Between October 1998 and October 2000, due to an inadequate supply of runoff and sediment, about 1.4×10 8 m 3 of sediments was eroded and transported offshore. 展开更多
关键词 Yellow River Delta volumetric study ACCRETION EROSION
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Rehabilitation Soils with Date Palm Mulching Treatments
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作者 Modi Ahmed A. M. Al-Dousari 《Journal of Agricultural Science and Technology(A)》 2018年第3期129-141,共13页
Kuwait is located in hyper arid desert environment. This geographical location and irrational human activities accelerate the expansion of land degradation problem. In order to rehabilitate the degraded areas it is ne... Kuwait is located in hyper arid desert environment. This geographical location and irrational human activities accelerate the expansion of land degradation problem. In order to rehabilitate the degraded areas it is necessary to use soil and water resources in sustainable manner. Owing to these reasons it is essential to use appropriate methods based on the scientific diagnostics of the problem. It is compulsory to identify, specify and test different efficient, cost-effective and environment friendly sound sustainable sand control measures such as, semi-circular bunds, square micro catchment and checker board palm leaves to rehabilitate degraded lands in Liyah refilled quarries. To evaluate the impact of rehabilitation method through mulching with date palm leaves soil samples were collected (control and rehabilitation sites with square micro catchment) prior to the implementation plan and post completion of the project (three years). In this study will be highlighted on detail the results of using square micro catchment and with short brief descriptions on other water harvesting techniques. The results showed an improvement of physical soil properties after the application of these techniques. Soil fertility increased through increasing the quantity of fine and very fine sand. The soil moisture at the surface soil increased from 0.085% to 1.62% after the treatment. The untreated soil has high bulk density about 2 g/cm3 and low porosity about 27%. However, after the soil was ploughed and mulched the bulk density decreased to 0.03 g/cm3. And porosity improved 98%. This study conserved the irrigation water through reducing the proportion of soil evaporation, in addition to the creation of optimum condition for plant growth. The aim of this study was to analyze the effect of using organic mulch date palm leaves with water harvesting techniques on the physical and biological properties of degraded soil in Liyah area. 展开更多
关键词 Control measures degraded lands REHABILITATION MULCHING
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Preparation of National CRMs of Active Compounds from Natural Products
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作者 Duan Wenjuan Geng Yanling Wang Daijie Zhao Xianen Liu Jianhua Wang Xiao 《China Standardization》 2010年第3期19-25,共7页
According to the standard of GB/T1500.3-2008 and the guidelines of ISO/REMCO, the preparation of National Certified Reference Materials (CRMs) of active compounds was composed of the following two aspects: preparat... According to the standard of GB/T1500.3-2008 and the guidelines of ISO/REMCO, the preparation of National Certified Reference Materials (CRMs) of active compounds was composed of the following two aspects: preparation and certification. This paper presents an example of the preparation of biochanin A to illustrate the preparation of National CRMs of active compounds from natural products. Firstly, the target compound was extracted and purified from crude materials. Then, its chemical structure was identified by UV spectrum, IR spectrum, ESI-MS, and NMR. The purity of the compound was determined by HPLC with the area normalization method. The certified value assessed by comparing the purity values from six independent qualified laboratories and the value of uncertainty were given. Thermal analysis, residual solvent, homogeneity testing and stability testing was tested in the process. 展开更多
关键词 CRMs biochanin A natural products PREPARATION CERTIFICATION
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