期刊文献+
共找到12,024篇文章
< 1 2 250 >
每页显示 20 50 100
Thermal stress simulation analysis of aerospace optical fibers and connectors and related extensions to high-speed railway area
1
作者 Feng Zhou Siyuan Yu +3 位作者 Zeren Gao Jie Kan Hao Xu Mengjie Liu 《High-Speed Railway》 2024年第2期122-132,共11页
Aerospace optical cables and fiber-optic connectors have numerous advantages(e.g.,low loss,wide transmission frequency band,large capacity,light weight,and excellent resistance to electromagnetic interference).They ca... Aerospace optical cables and fiber-optic connectors have numerous advantages(e.g.,low loss,wide transmission frequency band,large capacity,light weight,and excellent resistance to electromagnetic interference).They can achieve optical communication interconnections and high-speed bidirectional data transmission between optical terminals and photodetectors in space,ensuring the stability and reliability of data transmission during spacecraft operations in orbit.They have become essential components in high-speed networking and optically interconnected communications for spacecrafts.Thermal stress simulation analysis is important for evaluating the temperature stress concentration phenomenon resulting from temperature fluctuations,temperature gradients,and other factors in aerospace optical cables and connectors under the combined effects of extreme temperatures and vacuum environments.Considering this,advanced optical communication technology has been widely used in high-speed railway communication networks to transmit safe,stable and reliable signals,as high-speed railway optical communication in special areas with extreme climates,such as cold and high-temperature regions,requires high-reliability optical cables and connectors.Therefore,based on the finite element method,comprehensive comparisons were made between the thermal distributions of aerospace optical cables and J599III fiber optic connectors under different conditions,providing a theoretical basis for evaluating the performance of aerospace optical cables and connectors in space environments and meanwhile building a technical foundation for potential optical communication applications in the field of high-speed railways. 展开更多
关键词 Aerospace optical fiber Aerospace optic connector simulation analysis
在线阅读 下载PDF
Hyperspectral imaging for one-step growth simulation of Brochothrix thermosphacta in chilled beef during storage
2
作者 Xiaohua Liu Binjing Zhou +7 位作者 Jin Song Kang Tu Jing Peng Weijie Lan Jing Xu Jie Wu Juqing Wu Leiqing Pan 《Food Science and Human Wellness》 2025年第1期226-235,共10页
In this work,one-step growth models using hyperspectral imaging(HSI)(400-1000 nm)were successfully developed in order to estimate the microbial loads,minimum growth temperature(T_(min))and maximum specific growth rate... In this work,one-step growth models using hyperspectral imaging(HSI)(400-1000 nm)were successfully developed in order to estimate the microbial loads,minimum growth temperature(T_(min))and maximum specific growth rate(μ_(max))of Brochothrix thermosphacta in chilled beef at isothermal temperatures(4-25℃).Three different methods were compared for model development,particularly using(Model Ⅰ)the predicted microbial loads from partial least squares regression of the whole spectral variables;(Model Ⅱ)the selected spectral variables related to microbial loads;and(Model Ⅲ)the first principal scores of HSI spectra by principal component analysis.Consequently,Model Ⅰ showed the best ability to predict the microbial loads of B.thermosphacta,with the coefficient of determination(R_(v)^(2))and root mean square error in internal validation(RMSEV)of 0.921 and 0.498(lg(CFU/g)).The T_(min)(-12.32℃)andμmax can be well estimated with R^(2) and root mean square error(RMSE)of 0.971 and 0.276(lg(CFU/g)),respectively.The upward trend ofμmax with temperature was similar to that of the plate count method.HSI technique thus can be used as a simple method for one-step growth simulation of B.thermosphacta in chilled beef during storage. 展开更多
关键词 Brochothrix thermosphacta BEEF Hyperspectral imaging Growth simulation One-step analysis Predictive microbiology
在线阅读 下载PDF
Modeling and Mode Switching Analysis of Electro-hydrostatic Actuators for Primary Flight Control System
3
作者 GUO Tuanhui FU Yongling CHEN Juan 《Transactions of Nanjing University of Aeronautics and Astronautics》 2025年第1期25-36,共12页
With the advancement of more electric aircraft(MEA)technology,the application of electro-hydrostatic actuators(EHAs)in aircraft actuation systems has become increasingly prevalent.This paper focuses on the modeling an... With the advancement of more electric aircraft(MEA)technology,the application of electro-hydrostatic actuators(EHAs)in aircraft actuation systems has become increasingly prevalent.This paper focuses on the modeling and mode switching analysis of EHA used in the primary flight control actuation systems of large aircraft,addressing the challenges associated with mode switching.First,we analyze the functional architecture and operational characteristics of multi-mode EHA,and sumarize the operating modes and implementation methods.Based on the EHA system architecture,we then develop a theoretical mathematical model and a simulation model.Using the simulation model,we analyze the performance of the EHA during normal operation.Finally,the performance of the EHA during mode switching under various functional switching scenarios is investigated.The results indicate that the EHA meets the performance requirements in terms of accuracy,bandwidth,and load capacity.Additionally,the hydraulic cylinder operates smoothly during the EHA mode switching,and the response time for switching between different modes is less than the specified threshold.These findings validate the system performance of multi-mode EHA,which helps to improve the reliability of EHA and the safety of aircraft flight control systems. 展开更多
关键词 large aircraft flight control system electro-hydrostatic actuator(EHA) mode switching simulation analysis
在线阅读 下载PDF
基于Plant Simulation的电芯喷涂生产线仿真与优化
4
作者 李帅 高建超 +3 位作者 任炳旭 潘泽 郑妍 刘凉 《时代汽车》 2025年第1期145-147,共3页
物流仿真技术是当前对电池模组生产线进行生产工艺规划、瓶颈分析的常用手段。首先,基于Plant Simulation仿真工具,对某一品牌汽车电池模组生产线搭建物流系统仿真模型。其次,根据仿真结果对生产线的设备开通率、生产线的瓶颈及生产线... 物流仿真技术是当前对电池模组生产线进行生产工艺规划、瓶颈分析的常用手段。首先,基于Plant Simulation仿真工具,对某一品牌汽车电池模组生产线搭建物流系统仿真模型。其次,根据仿真结果对生产线的设备开通率、生产线的瓶颈及生产线的设备利用率和产线容量进行分析,对工艺设计提供理论依据。 展开更多
关键词 物流仿真 工艺规划 瓶颈 开通率 容量分析
在线阅读 下载PDF
Solidworks Flow Simulation在干燥箱设计中的仿真分析和应用
5
作者 侯彦凯 李鹏 +1 位作者 孙建军 周文健 《煤炭加工与综合利用》 2025年第1期20-23,共4页
干燥箱是煤炭全水分测定中制样的核心设备,针对新设计的干燥箱缺乏实际工况验证,需要结合现场应用情况进行优化的问题,提出了通过Solidworks Flow Simulation对干燥箱的整体结构进行流体仿真分析,力求缩短干燥箱的生命设计周期,减小成... 干燥箱是煤炭全水分测定中制样的核心设备,针对新设计的干燥箱缺乏实际工况验证,需要结合现场应用情况进行优化的问题,提出了通过Solidworks Flow Simulation对干燥箱的整体结构进行流体仿真分析,力求缩短干燥箱的生命设计周期,减小成本投入,达到最优的设计效果,根据仿真结果,对干燥箱的结构,尤其对其中的风道结构进行了调整,并再次根据新的风道结构,进行了仿真验证,证明了结构的可靠性。 展开更多
关键词 干燥箱 风道结构 流体仿真分析 仿真验证
在线阅读 下载PDF
Dynamical analysis and circuit simulation of a new three-dimensional chaotic system 被引量:1
6
作者 王爱元 凌志浩 《Chinese Physics B》 SCIE EI CAS CSCD 2010年第7期96-101,共6页
This paper reports a new three-dimensional autonomous chaotic system. It contains six control parameters and three nonlinear terms. Two cross-product terms are respectively in two equations. And one square term is in ... This paper reports a new three-dimensional autonomous chaotic system. It contains six control parameters and three nonlinear terms. Two cross-product terms are respectively in two equations. And one square term is in the third equation. Basic dynamic properties of the new system are investigated by means of theoretical analysis, numerical simulation, sensitivity to initial, power spectrum, Lyapunov exponent, and Poincar~ diagrams. The dynamic properties affected by variable parameters are also analysed. Finally, the chaotic system is simulated by circuit. The results verify the existence and implementation of the system. 展开更多
关键词 chaotic system dynamical properties circuit simulation nonlinear analysis
在线阅读 下载PDF
Interval Sampling Method for Steady-State Simulation Output Analysis
7
作者 张鸿端 鲍居武 冯允成 《Journal of Beijing Institute of Technology》 EI CAS 1994年第1期18+8-17,共11页
A new algorithm namely the interval sampling method, applicable to the analysisof steady-state simulation output is proposed. This algorithm uses the time series analysisto carry out conrrelation analysis of the stead... A new algorithm namely the interval sampling method, applicable to the analysisof steady-state simulation output is proposed. This algorithm uses the time series analysisto carry out conrrelation analysis of the steady-state simulation output so as to obtain theobservation data which are actually uncorrelated in nature. On the basis of theseuncorrelated data gathered, some satisfactory deductions cam be made on the data under re search. A comparison between batch means method and the interval sampling method hasbeen performed by taking the M/M/l queuing system as an example. The results attestedthat the interval sampling method is mere accurate than the batch means method. 展开更多
关键词 simulation time series analysis correlation analysis/simulation output analysis
在线阅读 下载PDF
Experimental and Simulation Analysis of Two-Tone and Three-Tone Photodetector Linearity Characterizing Systems 被引量:1
8
作者 费嘉瑞 黄永清 +3 位作者 刘悠欣 刘凯 段晓峰 任晓敏 《Chinese Physics Letters》 SCIE CAS CSCD 2017年第11期110-113,共4页
Two measurement techniques are investigated to characterize photodetector linearity. A model for the two-tone and three-tone photodetector systems is developed to thoroughly investigate the influences of setup compone... Two measurement techniques are investigated to characterize photodetector linearity. A model for the two-tone and three-tone photodetector systems is developed to thoroughly investigate the influences of setup components on the measurement results. We demonstrate that small bias shifts from the quadrature point of the modulator will induce deviation into measurement results of the two-tone system, and the simulation results correspond well to experimental and calculation results. 展开更多
关键词 OIP Experimental and simulation analysis of Two-Tone and Three-Tone Photodetector Linearity Characterizing Systems IMD dBm
在线阅读 下载PDF
Study and Analysis on Naphtha Catalytic Reforming Reactor Simulation
9
作者 Liang Ke min1 Song Yongji2 +2 位作者 Pan Shiwei3( 1 School of Petrochemical Engineering, Shenyang University of Technology, Liaoyang 111003 2 Department of Chemical Engineering, Beijing Institute of Petrochemical Technology, Beijing102617 3 School of Advanced Professional Technology, Shenyang University of Technology,Liaoyang 111003) 《China Petroleum Processing & Petrochemical Technology》 SCIE CAS 2004年第4期49-56,共8页
A naphtha catalytic reforming unit with four reactors connected in series is analyzed. A physicalmodel is proposed to describe the catalytic reforming radial flow reactor. Kinetics and thermodynamicsequations are sele... A naphtha catalytic reforming unit with four reactors connected in series is analyzed. A physicalmodel is proposed to describe the catalytic reforming radial flow reactor. Kinetics and thermodynamicsequations are selected to describe the naphtha catalytic reforming reaction characteristics based on idealiz-ing the complex naphtha mixture to represent the paraffin, naphthene, and aromatic groups with individualcompounds. The simulation results based on above models agree very well with actual operating data ofprocess unit. 展开更多
关键词 NAPHTHA CATALYTIC REFORMING KINETICS simulation and analysis
在线阅读 下载PDF
Simulation Modeling and Analysis of Operator-Machine Ratio
10
作者 马东彦 《Journal of Southwest Jiaotong University(English Edition)》 2007年第4期301-305,共5页
Based on a simulation model of a semiconductor manufacturer, operator-machine ratio (OMR) analysis is made using work study and time study. Through sensitivity analysis, it is found that labor utilization decreases ... Based on a simulation model of a semiconductor manufacturer, operator-machine ratio (OMR) analysis is made using work study and time study. Through sensitivity analysis, it is found that labor utilization decreases with the increase of lot size. Meanwhile, it is able to identify that the OMR for this company should be improved from 1 : 3 to 1 : 5. An application result shows that the proposed model can effectively improve the OMR by 33%. 展开更多
关键词 Operator-machine ratio Work study Time study Sensitivity analysis simulation modeling
在线阅读 下载PDF
Thermal Analysis Simulation of Germanium Zone Refining Process Assuming a Constant Radio-Frequency Heating Source
11
作者 Mahdi Ezheiyan Hossein Sadeghi Mohammad-Hossein Tavakoli 《Chinese Physics Letters》 SCIE CAS CSCD 2016年第5期123-126,共4页
Three-dimensional thermal a nalysis simulation of a horizontal zone refining system is conducted for germanimn semiconductor materials. The considered geometry includes a g'ral)hite boat filled with germanium placed... Three-dimensional thermal a nalysis simulation of a horizontal zone refining system is conducted for germanimn semiconductor materials. The considered geometry includes a g'ral)hite boat filled with germanium placed in a cylindrical quartz tube. A flow of Ar and H2 gas mixture is purged througll the tube. A narrow section of the, boat is assmned to be exposed to a constant heat rate produced b v an rf coil located outside the quartz tube. The results of this analysis provide essential information about various parameters such as the shape of tile molten zone, required power and temperature gradient in the system. 展开更多
关键词 of on Thermal analysis simulation of Germanium Zone Refining Process Assuming a Constant Radio-Frequency Heating Source in IS for
在线阅读 下载PDF
MC simulation of a PGNAA system for on-line cement analysis 被引量:5
12
作者 YANG Jianbo TUO Xianguo +3 位作者 LI Zhe MU Keliang CHENG Yi MOU Yunfeng 《Nuclear Science and Techniques》 SCIE CAS CSCD 2010年第4期221-226,共6页
A prompt gamma neutron activation analysis system with a 252Cf neutron source for on-line cement analysis has been simulated with the MCNP code.The results indicate that the optimum arrangement is a Bi shield of 20-mm... A prompt gamma neutron activation analysis system with a 252Cf neutron source for on-line cement analysis has been simulated with the MCNP code.The results indicate that the optimum arrangement is a Bi shield of 20-mm thickness,a polyethylene moderator of 50-mm thickness,a source-to-sample distance of 70 mm,and cement samples of 1200 mm×600 mm×170 mm.To absorb thermal neutrons and suppress low-energy γ-rays,the optimum-sized sheets are 150 mm×7 mm Cd,and 150 mm×15 mm Pb. 展开更多
关键词 水泥化学分析 模拟分析系统 PGNAA MC模拟 MCNP程序 水泥样品 中子活化 最佳尺寸
在线阅读 下载PDF
Simulation and modal analysis of the uplift device of a sugarcane harvester using virtual prototype technology
13
作者 胡迎春 《Journal of Chongqing University》 CAS 2007年第3期187-191,共5页
A three-dimensional model of the uplift device of a sugarcane harvester was built up in Pro/Engineer. Simulation and evaluation of its motional and dynamic performance were performed with the automatic dynamic analysi... A three-dimensional model of the uplift device of a sugarcane harvester was built up in Pro/Engineer. Simulation and evaluation of its motional and dynamic performance were performed with the automatic dynamic analysis of mechanical system (ADAMS). ANSYS program was applied to the structural analysis of the model. A finite element analytic model was built up with the bottom-up methodology and was meshed. The default Block Lanczos method was used to work out the native frequency. The results indicate that the five lower modes-the transpotaion wheel, the left holding device, the right holding device, the left cutter disk, and the right cutter disk- and displacement of vibratory type only slightly affect the process of sugarcane harvester and harvesting quality. So it is advisable that the optimization of the static intensity other than the dynamic stiffness of uplift device be executed. 展开更多
关键词 dynamic simulation modal analysis displacement of vibratory type harvesting quality
在线阅读 下载PDF
Simulation of neutron diffusion and transient analysis of MSR 被引量:1
14
作者 朱亮 蒲鹏 +1 位作者 杜莎 韩定定 《Nuclear Science and Techniques》 SCIE CAS CSCD 2014年第2期89-94,共6页
Molten salt reactor(MSR) is a potential nuclear power reactor of Generation Ⅳ.The working process of the primary loop of an MSR is studied in this paper.A physical model is established to describe the coupled heat tr... Molten salt reactor(MSR) is a potential nuclear power reactor of Generation Ⅳ.The working process of the primary loop of an MSR is studied in this paper.A physical model is established to describe the coupled heat transfer for the MSR core channels,the temperature negative feedback and the neutron characteristics.The simulation code,NDPID,has been developed with the object-oriented method,conducting the neutron diffusion and transient analysis in a parallel way.The simulation data and diagrams of neutron,power,flow rate and temperature can be obtained via graphical user interface.The simulation results can be used for further study on MSRs of larger dimensions and more complicated geometry. 展开更多
关键词 中子扩散 瞬态分析 MSR 模拟 图形用户界面 仿真数据 核电反应堆 模型描述
在线阅读 下载PDF
基于PlantSimulation的半导体机台配置优化仿真分析 被引量:1
15
作者 白帆 徐策 +3 位作者 程星华 李舒欣 赵晓妍 黄志磊 《半导体技术》 北大核心 2024年第1期103-108,共6页
半导体制造工厂的机台数量配置对产线的生产效率具有重要影响,然而传统机台配置方法不能将时间维度和复杂派工策略统筹考虑,难以量化评估机台配置对产能的影响,容易出现投资浪费、产能不足、空间布局不合理等问题。在Plant Simulation... 半导体制造工厂的机台数量配置对产线的生产效率具有重要影响,然而传统机台配置方法不能将时间维度和复杂派工策略统筹考虑,难以量化评估机台配置对产能的影响,容易出现投资浪费、产能不足、空间布局不合理等问题。在Plant Simulation仿真软件中建立半导体制造执行系统(MES)实时派工机制,模拟工厂的真实运行状态,同时提出了一种机台配置的优化算法。将此方法用于某半导体工厂的设备配置,有效提升了产能及设备利用率,为半导体及其他行业的机台配置提供借鉴和参考。 展开更多
关键词 半导体工厂 离散仿真分析 制造执行系统(MES) 派工策略 产线机台配置
在线阅读 下载PDF
A novel box-counting method for quantitative fractal analysis of threedimensional pore characteristics in sandstone
16
作者 Huiqing Liu Heping Xie +2 位作者 Fei Wu Cunbao Li Renbo Gao 《International Journal of Mining Science and Technology》 SCIE EI CAS CSCD 2024年第4期479-489,共11页
Fractal theory offers a powerful tool for the precise description and quantification of the complex pore structures in reservoir rocks,crucial for understanding the storage and migration characteristics of media withi... Fractal theory offers a powerful tool for the precise description and quantification of the complex pore structures in reservoir rocks,crucial for understanding the storage and migration characteristics of media within these rocks.Faced with the challenge of calculating the three-dimensional fractal dimensions of rock porosity,this study proposes an innovative computational process that directly calculates the three-dimensional fractal dimensions from a geometric perspective.By employing a composite denoising approach that integrates Fourier transform(FT)and wavelet transform(WT),coupled with multimodal pore extraction techniques such as threshold segmentation,top-hat transformation,and membrane enhancement,we successfully crafted accurate digital rock models.The improved box-counting method was then applied to analyze the voxel data of these digital rocks,accurately calculating the fractal dimensions of the rock pore distribution.Further numerical simulations of permeability experiments were conducted to explore the physical correlations between the rock pore fractal dimensions,porosity,and absolute permeability.The results reveal that rocks with higher fractal dimensions exhibit more complex pore connectivity pathways and a wider,more uneven pore distribution,suggesting that the ideal rock samples should possess lower fractal dimensions and higher effective porosity rates to achieve optimal fluid transmission properties.The methodology and conclusions of this study provide new tools and insights for the quantitative analysis of complex pores in rocks and contribute to the exploration of the fractal transport properties of media within rocks. 展开更多
关键词 3D fractal analysis Fractal dimension Rock pore structure Box-counting method Permeability simulation Computational geosciences
在线阅读 下载PDF
Quilitative Analysis of a Class of Simulate Seasons Environm ent Chem ostat Systems 被引量:1
17
作者 宋国华 杨晓忠 李秀琴 《Chinese Quarterly Journal of Mathematics》 CSCD 1998年第4期77-82, ,共6页
In this paper, a class of chemostat systems with simulate seasons Environment in the following form =(1+be(t)-s)Q+x(msa+s-k) =x(msa+s-k)-Qxis discussed. It is abstained that the system has not periodic solution when b... In this paper, a class of chemostat systems with simulate seasons Environment in the following form =(1+be(t)-s)Q+x(msa+s-k) =x(msa+s-k)-Qxis discussed. It is abstained that the system has not periodic solution when b=0; if b≠0 and b1 then system has 2 π periodic solution of system. globally asymptotically stable as mQ<μ *-1 and is unstable as mQ>μ *-1 and there exists at last one minimal 2 π periodic solution (s(t),x(t)) with \{x(t)>0,\}0<s(t)<s *(t). 展开更多
关键词 simulate seasons environment periodic solution quilitative analysis
在线阅读 下载PDF
Active learning accelerated Monte-Carlo simulation based on the modified K-nearest neighbors algorithm and its application to reliability estimations
18
作者 Zhifeng Xu Jiyin Cao +2 位作者 Gang Zhang Xuyong Chen Yushun Wu 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2023年第10期306-313,共8页
This paper proposes an active learning accelerated Monte-Carlo simulation method based on the modified K-nearest neighbors algorithm.The core idea of the proposed method is to judge whether or not the output of a rand... This paper proposes an active learning accelerated Monte-Carlo simulation method based on the modified K-nearest neighbors algorithm.The core idea of the proposed method is to judge whether or not the output of a random input point can be postulated through a classifier implemented through the modified K-nearest neighbors algorithm.Compared to other active learning methods resorting to experimental designs,the proposed method is characterized by employing Monte-Carlo simulation for sampling inputs and saving a large portion of the actual evaluations of outputs through an accurate classification,which is applicable for most structural reliability estimation problems.Moreover,the validity,efficiency,and accuracy of the proposed method are demonstrated numerically.In addition,the optimal value of K that maximizes the computational efficiency is studied.Finally,the proposed method is applied to the reliability estimation of the carbon fiber reinforced silicon carbide composite specimens subjected to random displacements,which further validates its practicability. 展开更多
关键词 Active learning monte-carlo simulation K-nearest neighbors Reliability estimation CLASSIFICATION
在线阅读 下载PDF
Monte-Carlo Simulation of Response Functions for Natural Gamma-Rays in LaBr_3 Detector System with Complex Borehole Configurations
19
作者 吴永鹏 汤彬 《Plasma Science and Technology》 SCIE EI CAS CSCD 2012年第6期481-487,共7页
Usually, there are several methods, e.g. experiment, interpolation experiment-based, analytic function, and Monte-Carlo simulation, to calculate the response functions in LaBr3(Ce) detectors. In logging applications... Usually, there are several methods, e.g. experiment, interpolation experiment-based, analytic function, and Monte-Carlo simulation, to calculate the response functions in LaBr3(Ce) detectors. In logging applications, the experiment-based methods cannot be adopted because of their limitations. Analytic function has the advantage of fast calculating speed, but it is very difficult to take into account many effects that occur in practical applications. On the contrary, Monte-Carlo simulation can deal with physical and geometric configurations very tactfully. It has a distinct advantage for calculating the functions with complex configurations in borehole. A new application of LaBr3(Ce) detector is in natural gamma-rays borehole spectrometer for uranium well logging. Calculation of response functions must consider a series of physical and geometric factors under complex logging conditions, including earth formations and its relevant parameters, different energies, material and thickness of the casings, the fluid between the two tubes, and relative position of the LaBr3(Ce) crystal to steel ingot at the front of logging tube. The present work establishes Monte-Carlo simulation models for the above-mentioned situations, and then performs calculations for main gamma-rays from natural radio-elements series. The response functions can offer experimental directions for the design of borehole detection system, and provide technique basis and basic data for spectral analysis of natural gamma-rays, and for sonrceless calibration in uranium quantitative interpretation. 展开更多
关键词 LaBr3(Ce) detector complex borehole configurations detector response function monte-carlo simulation
在线阅读 下载PDF
Integrated classification method of tight sandstone reservoir based on principal component analysise simulated annealing genetic algorithmefuzzy cluster means
20
作者 Bo-Han Wu Ran-Hong Xie +3 位作者 Li-Zhi Xiao Jiang-Feng Guo Guo-Wen Jin Jian-Wei Fu 《Petroleum Science》 SCIE EI CSCD 2023年第5期2747-2758,共12页
In this research,an integrated classification method based on principal component analysis-simulated annealing genetic algorithm-fuzzy cluster means(PCA-SAGA-FCM)was proposed for the unsupervised classification of tig... In this research,an integrated classification method based on principal component analysis-simulated annealing genetic algorithm-fuzzy cluster means(PCA-SAGA-FCM)was proposed for the unsupervised classification of tight sandstone reservoirs which lack the prior information and core experiments.A variety of evaluation parameters were selected,including lithology characteristic parameters,poro-permeability quality characteristic parameters,engineering quality characteristic parameters,and pore structure characteristic parameters.The PCA was used to reduce the dimension of the evaluation pa-rameters,and the low-dimensional data was used as input.The unsupervised reservoir classification of tight sandstone reservoir was carried out by the SAGA-FCM,the characteristics of reservoir at different categories were analyzed and compared with the lithological profiles.The analysis results of numerical simulation and actual logging data show that:1)compared with FCM algorithm,SAGA-FCM has stronger stability and higher accuracy;2)the proposed method can cluster the reservoir flexibly and effectively according to the degree of membership;3)the results of reservoir integrated classification match well with the lithologic profle,which demonstrates the reliability of the classification method. 展开更多
关键词 Tight sandstone Integrated reservoir classification Principal component analysis simulated annealing genetic algorithm Fuzzy cluster means
在线阅读 下载PDF
上一页 1 2 250 下一页 到第
使用帮助 返回顶部