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动态联盟中企业建模的Meta-Model 被引量:8
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作者 杨青 乔志刚 +1 位作者 黄丽华 薛华成 《管理科学学报》 CSSCI 2001年第6期31-38,共8页
虚拟组织的两个主要组成 :1 )虚拟的办公环境 ,如个体之间不受地理位置限制的电子通讯交流方式和个体之间基于信息技术支持的文件存储、检索或数据处理等系统 .2 )功能虚拟化 ,发展自己的核心业务能力 ,弱项实行外包 ( outsourcing) .因... 虚拟组织的两个主要组成 :1 )虚拟的办公环境 ,如个体之间不受地理位置限制的电子通讯交流方式和个体之间基于信息技术支持的文件存储、检索或数据处理等系统 .2 )功能虚拟化 ,发展自己的核心业务能力 ,弱项实行外包 ( outsourcing) .因此 ,信息技术和信息系统的有效支持是虚拟企业的重要特征之一 .如何在构建虚拟企业动态联盟的企业建模时 ,考虑整体的信息系统构架值得研究 .文章利用战略依赖 /原理模型等面向目标 ( goal-oriented,GO)的分析方法—OO( object-oriented)方法的延伸 ,研究了虚拟企业动态联盟中企业建模的 Meta-Model。 展开更多
关键词 虚拟企业 动态联盟 meta-model 实体论 战略依赖模型 战略原理模型
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企业流程重构的Meta-Model建模方法 被引量:6
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作者 陈亚兵 王以直 +1 位作者 李敏强 李玮 《系统工程学报》 CSCD 1999年第2期189-193,共5页
本文介绍了企业流程重构的经济背景和基本概念.由于企业流程是企业流程重构的核心概念,文中引入了企业流程的定义,并对重构后的企业流程所具有的特点进行了深入的分析.最后本文提出了一种离散数学模型———metamodel建... 本文介绍了企业流程重构的经济背景和基本概念.由于企业流程是企业流程重构的核心概念,文中引入了企业流程的定义,并对重构后的企业流程所具有的特点进行了深入的分析.最后本文提出了一种离散数学模型———metamodel建模方法,对企业流程进行数学建模。 展开更多
关键词 企业流程重构 流程建模 企业管理 数学模型
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Parameter identification and global sensitivity analysis of Xin'anjiang model using meta-modeling approach 被引量:14
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作者 Xiao-meng SONG Fan-zhe KONG +2 位作者 Che-sheng ZHAN Ji-wei HAN Xin-hua ZHANG 《Water Science and Engineering》 EI CAS CSCD 2013年第1期1-17,共17页
Parameter identification, model calibration, and uncertainty quantification are important steps in the model-building process, and are necessary for obtaining credible results and valuable information. Sensitivity ana... Parameter identification, model calibration, and uncertainty quantification are important steps in the model-building process, and are necessary for obtaining credible results and valuable information. Sensitivity analysis of hydrological model is a key step in model uncertainty quantification, which can identify the dominant parameters, reduce the model calibration uncertainty, and enhance the model optimization efficiency. There are, however, some shortcomings in classical approaches, including the long duration of time and high computation cost required to quantitatively assess the sensitivity of a multiple-parameter hydrological model. For this reason, a two-step statistical evaluation framework using global techniques is presented. It is based on (1) a screening method (Morris) for qualitative ranking of parameters, and (2) a variance-based method integrated with a meta-model for quantitative sensitivity analysis, i.e., the Sobol method integrated with the response surface model (RSMSobol). First, the Morris screening method was used to qualitatively identify the parameters' sensitivity, and then ten parameters were selected to quantify the sensitivity indices. Subsequently, the RSMSobol method was used to quantify the sensitivity, i.e., the first-order and total sensitivity indices based on the response surface model (RSM) were calculated. The RSMSobol method can not only quantify the sensitivity, but also reduce the computational cost, with good accuracy compared to the classical approaches. This approach will be effective and reliable in the global sensitivity analysis of a complex large-scale distributed hydrological model. 展开更多
关键词 Xin'anjiang model global sensitivity analysis parameter identification meta-modeling approach response surface model
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Robust optimization of aircraft weapon delivery trajectory using probability collectives and meta-modeling 被引量:3
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作者 Wang Nan Shen Lincheng +2 位作者 Liu Hongfu Chen Jing Hu Tianjiang 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2013年第2期423-434,共12页
Conventional trajectory optimization techniques have been challenged by their inability to handle threats with irregular shapes and the tendency to be sensitive to control variations of aircraft. Aiming to overcome th... Conventional trajectory optimization techniques have been challenged by their inability to handle threats with irregular shapes and the tendency to be sensitive to control variations of aircraft. Aiming to overcome these difficulties, this paper presents an alternative approach for trajectory optimization, where the problem is formulated into a parametric optimization of the maneuver variables under a tactics template framework. To reduce the size of the problem, global sensitivity analysis (GSA) is performed to identify the less-influential maneuver variables. The probability collectives (PC) algorithm, which is well-suited to discrete and discontinuous optimization, is applied to solve the trajectory optimization problem. The robustness of the trajectory is assessed through multiple sampling around the chosen values of the maneuver variables. Meta-models based on radius basis function (RBF) are created for evaluations of the means and deviations of the problem objectives and constraints. To guarantee the approximation accuracy, the meta-models are adaptively updated during optimization. The proposed approach is demonstrated on a typical airground attack mission scenario. Results reveal that the proposed approach is capable of generating robust and optimal trajectories with both accuracy and efficiency. 展开更多
关键词 meta-model Probability collectives Sensitivity analysis Tactics template Trajectory optimization
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Conversion between solid and beam element solutions of finite element method based on meta-modeling theory:development and application to a ramp tunnel structure 被引量:1
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作者 JASC Jayasinghe M. Hori +2 位作者 MR Riaz MLL Wijerathne T Ichimura 《Earthquake Engineering and Engineering Vibration》 SCIE EI CSCD 2017年第2期297-309,共13页
In this study, a new method for conversion of solid finite element solution to beam finite element solution is developed based on the meta-modeling theory which constructs a model consistent with continuum mechanics. ... In this study, a new method for conversion of solid finite element solution to beam finite element solution is developed based on the meta-modeling theory which constructs a model consistent with continuum mechanics. The proposed method is rigorous and efficient compared to a typical conversion method which merely computes surface integration of solid element nodal stresses to obtain cross-sectional forces. The meta-modeling theory ensures the rigorousness of proposed method by defining a proper distance between beam element and solid element solutions in a function space of continuum mechanics. Results of numerical verification test that is conducted with a simple cantilever beam are used to find the proper distance function for this conversion. Time history analysis of the main tunnel structure of a real ramp tunnel is considered as a numerical example for the proposed conversion method. It is shown that cross-sectional forces are readily computed for solid element solution of the main tunnel structure when it is converted to a beam element solution using the proposed method. Further, envelopes of resultant forces which are of primary importance for the purpose of design, are developed for a given ground motion at the end. 展开更多
关键词 meta-modeling theory finite element method solid and beam element models continuum mechanics structural mechanics
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Performance Comparison of Two Meta-Model for the Application to Finite Element Model Updating of Structures 被引量:1
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作者 Yang Liu De-Jun Wang +1 位作者 Jun Ma Yang Li 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2014年第3期68-78,共11页
To investigate the application of meta-model for finite element( FE) model updating of structures,the performance of two popular meta-model,i. e.,Kriging model and response surface model( RSM),were compared in detail.... To investigate the application of meta-model for finite element( FE) model updating of structures,the performance of two popular meta-model,i. e.,Kriging model and response surface model( RSM),were compared in detail. Firstly,above two kinds of meta-model were introduced briefly. Secondly,some key issues of the application of meta-model to FE model updating of structures were proposed and discussed,and then some advices were presented in order to select a reasonable meta-model for the purpose of updating the FE model of structures. Finally,the procedure of FE model updating based on meta-model was implemented by updating the FE model of a truss bridge model with the measured modal parameters. The results showed that the Kriging model was more proper for FE model updating of complex structures. 展开更多
关键词 finite element model updating of structures meta-model kriging model response surface model
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Hybrid Meta-Model Based Design Space Differentiation Method for Expensive Problems 被引量:1
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作者 Nianfei Gan Guangyao Li Jichao Gu 《Acta Mechanica Solida Sinica》 SCIE EI CSCD 2016年第2期120-132,共13页
In this work,a hybrid meta-model based design space differentiation(HMDSD)method is proposed for practical problems.In the proposed method,an iteratively reduced promising region is constructed using the expensive p... In this work,a hybrid meta-model based design space differentiation(HMDSD)method is proposed for practical problems.In the proposed method,an iteratively reduced promising region is constructed using the expensive points,with two different search strategies respectively applied inside and outside the promising region.Besides,the hybrid meta-model strategy applied in the search process makes it possible to solve the complex practical problems.Tested upon a serial of benchmark math functions,the HMDSD method shows great efficiency and search accuracy.On top of that,a practical lightweight design demonstrates its superior performance. 展开更多
关键词 hybrid meta-model design space differentiation expensive problems global optimization
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Application of experimental design techniques to structural simulation meta-model building using neural network
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作者 费庆国 张令弥 《Earthquake Engineering and Engineering Vibration》 SCIE EI CSCD 2004年第2期293-298,共6页
Neural networks are being used to construct meta-models in numerical simulation of structures.In addition to network structures and training algorithms,training samples also greatly affect the accuracy of neural netwo... Neural networks are being used to construct meta-models in numerical simulation of structures.In addition to network structures and training algorithms,training samples also greatly affect the accuracy of neural network models.In this paper,some existing main sampling techniques are evaluated,including techniques based on experimental design theory, random selection,and rotating sampling.First,advantages and disadvantages of each technique are reviewed.Then,seven techniques are used to generate samples for training radial neural networks models for two benchmarks:an antenna model and an aircraft model.Results show that the uniform design,in which the number of samples and mean square error network models are considered,is the best sampling technique for neural network based meta-model building. 展开更多
关键词 structure engineering meta-model neural network design of experiments uniform design
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Dynamic Meta-Modeling Method to Assess Stochastic Flutter Behavior in Turbomachinery
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作者 Bowei Wang Wenzhong Tang +1 位作者 Lukai Song Guangchen Bai 《Computer Modeling in Engineering & Sciences》 SCIE EI 2022年第10期171-193,共23页
With increasing design demands of turbomachinery,stochastic flutter behavior has become more prominent and even appears a hazard to reliability and safety.Stochastic flutter assessment is an effective measure to quant... With increasing design demands of turbomachinery,stochastic flutter behavior has become more prominent and even appears a hazard to reliability and safety.Stochastic flutter assessment is an effective measure to quantify the failure risk and improve aeroelastic stability.However,for complex turbomachinery with multiple dynamic influencing factors(i.e.,aeroengine compressor with time-variant loads),the stochastic flutter assessment is hard to be achieved effectively,since large deviations and inefficient computing will be incurred no matter considering influencing factors at a certain instant or the whole time domain.To improve the assessing efficiency and accuracy of stochastic flutter behavior,a dynamic meta-modeling approach(termed BA-DWTR)is presented with the integration of bat algorithm(BA)and dynamic wavelet tube regression(DWTR).The stochastic flutter assessment of a typical compressor blade is considered as one case to evaluate the proposed approach with respect to condition variabilities and load fluctuations.The evaluation results reveal that the compressor blade has 0.95% probability to induce flutter failure when operating 100% rotative rate at t=170 s.The total temperature at rotor inlet and dynamic operating loads(vibrating frequency and rotative rate)are the primary sensitive parameters on flutter failure probability.Bymethod comparisons,the presented approach is validated to possess high-accuracy and highefficiency in assessing the stochastic flutter behavior for turbomachinery. 展开更多
关键词 Stochastic flutter assessment TURBOMACHINERY meta-model tube regression
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Creation of a Meta-Model for the Generation of a Webmapping Application
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作者 Paul Franck Hery Antenaina Aimé Richard Hajalalaina +1 位作者 Hasina Rakotonirainy Reziky Zafimarina 《Journal of Geographic Information System》 2021年第4期452-465,共14页
Our research focuses on creating a meta-model for generating a web mapping application. It was difficult for non-geomatics developers to implement a webmapping application. Indeed, this type of application uses geospa... Our research focuses on creating a meta-model for generating a web mapping application. It was difficult for non-geomatics developers to implement a webmapping application. Indeed, this type of application uses geospatial data that require geomatics skills. For this reason, in order to help non-geomatics developers to set up a webmapping application, we have designed a meta-model that automatically generates a webmapping application using model-driven engineering. The created meta-model is used by non-geomatics developers to explicitly write the concrete syntax specific to the webmapping application using the xtext tool. This concrete syntax is automatically converted into source code using the xtend tool without the intervention of the non-geomatics developers. 展开更多
关键词 Webmapping Model Driven Engineering Model Driven Architecture meta-model WEBGIS GIS
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Building of feature meta-model based on flexible transaction model and ontology
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作者 SONG Yu CHEN Qi 《通讯和计算机(中英文版)》 2007年第7期57-61,共5页
关键词 本体论 特征模型 灵活事务模型 动态环境
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DSL Based on a Meta-Model for Optimization and Better Exploitation of Cloud Computing
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作者 Mehdi Mehdary EL Habib Ben Lahmar A. Tragha 《通讯和计算机(中英文版)》 2016年第3期125-134,共10页
关键词 计算模型 DSL 元模型 最优化 质量服务 应用程序 计算环境 混合云
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An institution theory of formal meta-modelling in graphically extended BNF 被引量:3
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作者 Hong ZHU 《Frontiers of Computer Science》 SCIE EI CSCD 2012年第1期40-56,共17页
Meta-modelling plays an important role in model driven software development. In this paper, a graphic exten- sion of BNF (GEBNF) is proposed to define the abstract syn- tax of graphic modelling languages. From a GEB... Meta-modelling plays an important role in model driven software development. In this paper, a graphic exten- sion of BNF (GEBNF) is proposed to define the abstract syn- tax of graphic modelling languages. From a GEBNF syntax definition, a formal predicate logic language can be induced so that meta-modelling can be performed formally by spec- ifying a predicate on the domain of syntactically valid mod- els. In this paper, we investigate the theoretical foundation of this meta-modelling approach. We formally define the se- mantics of GEBNF and its induced predicate logic languages, then apply Goguen and Burstall's institution theory to prove that they form a sound and valid formal specification lan- guage for meta-modelling. 展开更多
关键词 meta-modelLING modelling languages abstractsyntax semantics graphic extension of BNF (GEBNF) for-mal logic INSTITUTION
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An enhanced hybrid and adaptive meta-model based global optimization algorithm for engineering optimization problems 被引量:4
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作者 ZHOU Guan DUAN LiBin +3 位作者 ZHAO WanZhong WANG ChunYan MA ZhengDong GU JiChao 《Science China(Technological Sciences)》 SCIE EI CAS CSCD 2016年第8期1147-1155,共9页
Due to the good balance between high efficiency and accuracy, meta-model based optimization algorithm is an important global optimization category and has been widely applied. To better solve the highly nonlinear and ... Due to the good balance between high efficiency and accuracy, meta-model based optimization algorithm is an important global optimization category and has been widely applied. To better solve the highly nonlinear and computation intensive en- gineering optimization problems, an enhanced hybrid and adaptive meta-model based global optimization (E-HAM) is first proposed in this work. Important region update method (IRU) and different sampling size strategies are proposed in the opti- mization method to enhance the performance. By applying self-moving and scaling strategy, the important region will be up- dated adaptively according to the search results to improve the resulting precision and convergence rate. Rough sampling strategy and intensive sampling strategy are applied at different stages of the optimization to improve the search efficiently and avoid results prematurely gathering in a small design space. The effectiveness of the new optimization algorithm is verified by comparing to six optimization methods with different variables bench mark optimization problems. The E-HAM optimization method is then applied to optimize the design parameters of the practical negative Poisson's ratio (NPR) crash box in this work. The results indicate that the proposed E-HAM has high accuracy and efficiency in optimizing the computation intensive prob- lems and can be widely used in engineering industry. 展开更多
关键词 global optimization meta-modelING important region update method crash box
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MDA-Based 3G Service Creation Approach and Telecom Service Domain Meta-Model 被引量:1
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作者 QIAO Xiu-quan LI Xiao-feng LI Yan 《The Journal of China Universities of Posts and Telecommunications》 EI CSCD 2006年第2期54-60,共7页
This paper presents a model-driven 3G service creation approach based on model driven architecture technology. The focus of the paper is the methodology of designing telecommunication service-related meta-model and it... This paper presents a model-driven 3G service creation approach based on model driven architecture technology. The focus of the paper is the methodology of designing telecommunication service-related meta-model and its profile implementation mechanism. This approach enhances the reusability of applications through separation of service logic models from concrete open application programming interface technologies and implementation technologies. 展开更多
关键词 3G service creation environment MDA meta-model UML profile
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Prediction meta-models for the responses of a circular tunnel during earthquakes 被引量:1
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作者 Nazim Abdul Nariman Raja Rizwan Hussain +1 位作者 Mohammed A Msekh Peyman Karampour 《Underground Space》 SCIE EI 2019年第1期31-47,共17页
Three uncertain parameters(peak ground acceleration,soil density,and soil modulus of elasticity)have been studied with regard to their effects on the stability and damage of a circular tunnel during an earthquake.A ti... Three uncertain parameters(peak ground acceleration,soil density,and soil modulus of elasticity)have been studied with regard to their effects on the stability and damage of a circular tunnel during an earthquake.A time history of an actual earthquake in the literature with modification has been adopted in the numerical simulation and analysis of the tunnel responses.Meta-models have been constructed based on an experimental method with quadratic and interaction terms using matlab codes in order to predict the compressive damage,tensile damage,and the overall displacement of the tunnel.The results of the meta-models predicted a highly reasonable response of the tunnel with regard to the maximum principal stresses in the tunnel lining and predicted a remarkable response of the tunnel with respect to the overall displacement of the tunnel.Moreover,the peak ground acceleration was observed to exert the highest effect on the overall displacement of the tunnel,compared to the soil density and soil modulus of elasticity.Furthermore,the metamodels revealed the inverse relationship between the soil modulus of elasticity and the compressive and tensile damages of the tunnel lining.The meta-models exhibited high efficiency of representation of the behavior of the structural system during earthquakes. 展开更多
关键词 Peak ground acceleration Ovalization meta-model Least squares method Compressive damage Tensile damage
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“EII META-MODEL” ON INTEGRATION FRAMEWORK FOR VIABLE ENTERPRISE SYSTEMS——CITY PLANNING METAPHOR BASED ON STRUCTURAL SIMILARITY
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作者 Yukio NAMBA Junichi IIJIMA 《Systems Science and Systems Engineering》 CSCD 2003年第1期111-126,共16页
Enterprise systems must have the structure to adapt the change of business environment. When rebuilding enterprise system to meet the extended operational boundaries, the concept of IT city planning is applicable and ... Enterprise systems must have the structure to adapt the change of business environment. When rebuilding enterprise system to meet the extended operational boundaries, the concept of IT city planning is applicable and effective. The aim of this paper is to describe the architectural approach from the integrated information infrastructure (In3) standpoint and to propose for applying the 'City Planning' concept for rebuilding 'inter-application spaghetti' enterprise systems. This is mainly because the portion of infrastructure has increased with the change of information systems from centralized systems to distributed and open systems. As enterprise systems have involved heterogeneity or architectural black box in them, it may be required the integration framework (meta-architecture) as a discipline based on heterogeneity that can provide comprehensive view of the enterprise systems. This paper proposes 'EII Meta-model' as the integration framework that can optimize the overall enterprise systems from the IT city planning point of view. EII Meta-model consists of 'Integrated Information Infrastructure Map (In3-Map)', 'Service Framework' and 'IT Scenario'. It would be applicable and effective for the viable enterprise, because it has the mechanism to adapt the change. Finally, we illustrate a case of information system in an online securities company and demonstrate applicability and effectiveness of EII Meta-model to meet their business goals. 展开更多
关键词 IT city planning enterprise system EII meta-model integrated information infrastructure
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免疫吸附治疗类风湿关节炎的安全性和有效性:网状Meta分析和系统评价
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作者 郑银 吴振桦 +3 位作者 张成 阮可馨 刚骁琳 汲泓 《中国组织工程研究》 北大核心 2026年第5期1260-1268,共9页
目的:运用网状Meta分析评估不同免疫吸附柱治疗类风湿关节炎的有效性与安全性,为临床诊治提供循证依据。方法:计算机检索维普、万方、中国知网、PubMed、CBM、CochraneLibrary、Web of Science等数据库,检索公开发表的免疫吸附柱治疗类... 目的:运用网状Meta分析评估不同免疫吸附柱治疗类风湿关节炎的有效性与安全性,为临床诊治提供循证依据。方法:计算机检索维普、万方、中国知网、PubMed、CBM、CochraneLibrary、Web of Science等数据库,检索公开发表的免疫吸附柱治疗类风湿关节炎的研究,检索时限至2024年8月。采用Cochrane 5.4手册对纳入的随机对照试验进行质量评价,采用纽卡斯尔-渥太华量表(NOS)对回顾性队列研究进行质量评价。运用R4.1.1软件进行贝叶斯网状Meta分析。结果:最终纳入13篇研究,总样本量891例,共有4种免疫吸附柱。网状Meta分析结果表明,降低C-反应蛋白前3名排序:HA280型吸附柱+常规西药>PH-350型吸附柱+常规西药>A蛋白吸附柱;降低红细胞沉降率前3名排序:白细胞吸附柱>HA280型吸附柱+常规西药>PH-350型吸附柱+常规西药;降低关节肿胀计数前3名排序:白细胞吸附柱>A蛋白吸附柱+常规西药>PH-350型吸附柱+常规西药;降低关节压痛计数前3名排序:白细胞吸附柱>A蛋白吸附柱+常规西药>PH-350型吸附柱+常规西药;降低患者对疾病活动性评分前3名排序:PH-350型吸附柱+常规西药>白细胞吸附柱>A蛋白吸附柱;降低目测类比评分前3名排序:PH-350型吸附柱+常规西药>A蛋白吸附柱>白细胞吸附柱;降低医师对疾病活动性评分前3名排序:PH-350型吸附柱+常规西药>白细胞吸附柱>常规西药。结论:基于纳入的13篇文献证据表明,在降低C-反应蛋白方面,HA280型吸附柱联合常规西药作为首选;在降低红细胞沉降率、关节肿胀计数、关节压痛计数方面,白细胞吸附柱作为首选;在降低患者对疾病活动性评分、医师对疾病活动性评分及目测类比评分方面,PH-350型吸附柱联合常规西药作为首选,在临床中可根据患者的具体情况合理选择不同的免疫吸附柱。 展开更多
关键词 类风湿关节炎 吸附柱 免疫吸附柱 免疫吸附法 贝叶斯模型 网状Meta分析
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Risk analysis for the highly pathogenic avian influenza in China's Mainland using meta-modeling 被引量:9
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作者 CAO ChunXiang XU Min +11 位作者 CHANG ChaoYi XUE Yong ZHONG ShaoBo FANG LiQun CAO WuChun ZHANG Hao GAO MengXu HE QiSheng ZHAO Jian CHEN Wei ZHENG Sheng LI XiaoWen 《Chinese Science Bulletin》 SCIE CAS 2010年第36期4168-4178,共11页
A logistic model was employed to correlate the outbreak of highly pathogenic avian influenza (HPAI) with related environmental factors and the migration of birds. Based on MODIS data of the normalized difference veget... A logistic model was employed to correlate the outbreak of highly pathogenic avian influenza (HPAI) with related environmental factors and the migration of birds. Based on MODIS data of the normalized difference vegetation index, environmental factors were considered in generating a probability map with the aid of logistic regression. A Bayesian maximum entropy model was employed to explore the spatial and temporal correlations of HPAI incidence. The results show that proximity to water bodies and national highways was statistically relevant to the occurrence of HPAI. Migratory birds, mainly waterfowl, were important infection sources in HPAI transmission. In addition, the HPAI outbreaks had high spatiotemporal autocorrelation. This epidemic spatial range fluctuated 45 km owing to different distribution patterns of cities and water bodies. Furthermore, two outbreaks were likely to occur with a period of 22 d. The potential risk of occurrence of HPAI in China's Mainland for the period from January 23 to February 17, 2004 was simulated based on these findings, providing a useful meta-model framework for the application of environmental factors in the prediction of HPAI risk. 展开更多
关键词 高致病性禽流感疫情 中国内地 风险分析 MODIS数据 归一化植被指数 最大熵模型 建模 中继
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New MDA Transformation Process from Urban Satellite Image Classification to Specific Urban Landsat Satellite Image Classification
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作者 Hafsa Ouchra Abdessamad Belangour +1 位作者 Allae Erraissi Maria Labied 《Journal of Environmental & Earth Sciences》 2025年第1期81-91,共11页
In a context where urban satellite image processing technologies are undergoing rapid evolution,this article presents an innovative and rigorous approach to satellite image classification applied to urban planning.Thi... In a context where urban satellite image processing technologies are undergoing rapid evolution,this article presents an innovative and rigorous approach to satellite image classification applied to urban planning.This research proposes an integrated methodological framework,based on the principles of model-driven engineering(MDE),to transform a generic meta-model into a meta-model specifically dedicated to urban satellite image classification.We implemented this transformation using the Atlas Transformation Language(ATL),guaranteeing a smooth and consistent transition from platform-independent model(PIM)to platform-specific model(PSM),according to the principles of model-driven architecture(MDA).The application of this IDM methodology enables advanced structuring of satellite data for targeted urban planning analyses,making it possible to classify various urban zones such as built-up,cultivated,arid and water areas.The novelty of this approach lies in the automation and standardization of the classification process,which significantly reduces the need for manual intervention,and thus improves the reliability,reproducibility and efficiency of urban data analysis.By adopting this method,decision-makers and urban planners are provided with a powerful tool for systematically and consistently analyzing and interpreting satellite images,facilitating decision-making in critical areas such as urban space management,infrastructure planning and environmental preservation. 展开更多
关键词 Model-Driven Engineering meta-model ATL Transformation Urban Satellite Image Classification meta-model
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