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A DESIGN OF THREE-DIMENSIONAL SPATIAL DATA MODEL AND ITS DATA STRUCTURE IN GEOLOGICAL EXPLORATION ENGINEERING
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作者 Cheng Penggen Gong Jianya +1 位作者 Wang Yandong Sui Haigang 《Geo-Spatial Information Science》 1999年第1期78-85,共8页
The key to develop 3-D GISs is the study on 3-D data model and data structure. Some of the data models and data structures have been presented by scholars. Because of the complexity of 3-D spatial phenomenon, there ar... The key to develop 3-D GISs is the study on 3-D data model and data structure. Some of the data models and data structures have been presented by scholars. Because of the complexity of 3-D spatial phenomenon, there are no perfect data structures that can describe all spatial entities. Every data structure has its own advantages and disadvantages. It is difficult to design a single data structure to meet different needs. The important subject in the3-D data models is developing a data model that has integrated vector and raster data structures. A special 3-D spatial data model based on distributing features of spatial entities should be designed. We took the geological exploration engineering as the research background and designed an integrated data model whose data structures integrats vector and raster data byadopting object-oriented technique. Research achievements are presented in this paper. 展开更多
关键词 GEOLOGICAL EXPLORATION ENGINEERING GEOGRAPHIC information system three dimensional DATA model DATA structure
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A 3-DIMENSIONAL DATA MODEL FOR VISUALIZING CLOVERLEAF JUNCTION IN A CITY MODEL 被引量:6
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作者 Chen Jun Sun Min Zhou Qiming 《Geo-Spatial Information Science》 1999年第1期9-15,共7页
The research work has been seldom done about cloverleaf junction expression in a 3-dimensional city model (3DCM). The main reason is that the cloverleaf junction is often in a complex and enormous construction. Its ma... The research work has been seldom done about cloverleaf junction expression in a 3-dimensional city model (3DCM). The main reason is that the cloverleaf junction is often in a complex and enormous construction. Its main body is bestraddle in air,and has aerial intersections between its parts. This complex feature made cloverleaf junction quite different from buildings and terrain, therefore, it is difficult to express this kind of spatial objects in the same way as for buildings and terrain. In this paper,authors analyze spatial characteristics of cloverleaf junction, propose an all-constraint points TIN algorithm to partition cloverleaf junction road surface, and develop a method to visualize cloverleaf junction road surface using TIN. In order to manage cloverleaf junction data efficiently, the authors also analyzed the mechanism of 3DCM data management, extended BLOB type in relational database, and combined R-tree index to manage 3D spatial data. Based on this extension, an appropriate data 展开更多
关键词 3-dimensional CITY model (3DCM) GIS cloverleaf JUNCTION DATA structure DATABASE
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Construction and Analysis of Three-dimensional Graphic Model of Single-chain Fv Derived from an Anti-human Placental Acidic Isoferritin Monoclonal Antibody by Computer 被引量:3
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作者 周春 沈关心 +4 位作者 朱慧芬 杨静 张悦 冯健南 沈倍奋 《Journal of Huazhong University of Science and Technology(Medical Sciences)》 SCIE CAS 2000年第1期23-25,共3页
Summary: A three-dimensional (3D) graphic model of a single-chain Fv (scFv) which was derived from an anti-human placental acidic isoferritin (PAF) monoclonal antibody (MAb) was construct- ed by a homologous protein... Summary: A three-dimensional (3D) graphic model of a single-chain Fv (scFv) which was derived from an anti-human placental acidic isoferritin (PAF) monoclonal antibody (MAb) was construct- ed by a homologous protein-predicting computer algorithm on Silicon graphic computer station. The structure, surface static electricity and hydrophobicity of scFv were investigated. Computer graphic modelling indicated that all regions of scFv including the linker, variable regions of the heavy (VH) and light (VL) chains were suitable. The VH region and the VL region were involved in composing the 'hydrophobic pocket'. The linker was drifted away VH and VL regions. The complementarity determining regions (CDRs) of VH and VL regions surrounded the 'hydrophobic pocket'. This study provides a theory basis for improving antibody affinity, investigating antibody structure and analyzing the functions of VH and VL regions in antibody activity. 展开更多
关键词 placental acidic isoferritin single-chain Fv three-dimensional structure com- puter modelling
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2D Coupled 3D:A New Numerical Model for Dual - Structured - Aquifer System
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作者 Chen Chongxi Fang Shuzhen Lin Min(Faculty of Environmental Science and Geotechnique,China University of Geosciehces, Wuhan 430074) 《Journal of Earth Science》 SCIE CAS CSCD 1995年第1期114-117,共4页
This paper points out that a successful numerical simulation is to construct a correct conceptional model which is very dose to the natural condition. A new model, two dimensional coupled three dimensional model (2D -... This paper points out that a successful numerical simulation is to construct a correct conceptional model which is very dose to the natural condition. A new model, two dimensional coupled three dimensional model (2D -3D ) is presented in the Present paper,which is the most suitable one for the dual - structured - aquifer system. An example of Wenyinghu area is shown.By using the 2D-3D model, a satisfied result of the simulated area is achieved. 展开更多
关键词 numerical simulation conceptional model two dimensional coupled threedimensional model (2D - 3D ) dual - structured- aquifer system Wenyinghu area.
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Mathematical Modeling of the Influence of the Wind Field Structure in the Atmosphere on the Cloud Formation Processes
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作者 Boris A. Ashabokov Lyudmila M. Fedchenko +4 位作者 Alexander V. Shapovalov Khazhbara M. Kalov Ruslan Kh. Kalov Alla A. Tashilova Vitaly A. Shapovalov 《Atmospheric and Climate Sciences》 2018年第1期84-96,共13页
The state of the physics of convective clouds and cloud seeding is discussed briefly. It is noted that at the present time there is a transition from the stage of investigation of “elementary” processes in the cloud... The state of the physics of convective clouds and cloud seeding is discussed briefly. It is noted that at the present time there is a transition from the stage of investigation of “elementary” processes in the clouds to the stage of studying the formation of macro- and microstructural characteristics of clouds as a whole, taking into account their system properties. The main directions of the development of cloud physics at the upcoming stage of its development are discussed. The paper points out that one of these areas is the determination of the structure-forming factors for the clouds and the study of their influence on their formation and evolution. It is noted that one of such factors is the interaction of clouds with their surrounding atmosphere, and the main method of studying its role in the processes of cloud formation is mathematical modeling. A three-dimensional nonstationary model of convective clouds is presented with a detailed account of the processes of thermohydrodynamics and microphysics, which is used for research. The results of modeling the influence of the wind field structure in the atmosphere on the formation and evolution of clouds are presented. It is shown that the dynamic characteristics of the atmosphere have a significant effect on the formation of macro- and microstructural characteristics of convective clouds: the more complex the structure of the wind field in the atmosphere (i.e., the more intense the interaction of the atmosphere and the cloud), the less powerful the clouds are formed. 展开更多
关键词 WIND in the ATMOSPHERE WIND Field structure INTERACTION with CLOUDS Mod-eling System Properties of CLOUDS INTERACTION of CLOUDS with the ATMOSPHERE Three-dimensional Cloud model
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用户偏好-制造商偏好双重视阈下的产品创新机会识别路径研究
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作者 王金凤 仵轩 +2 位作者 冯立杰 张珂 刘鹏 《计算机集成制造系统》 EI CSCD 北大核心 2024年第4期1433-1445,共13页
精准识别产品创新机会对制造商规避盲目创新风险,持续获取竞争优势至关重要。针对现有产品创新机会识别研究中因视角单一致使制造商价值创造的效率难以最大化,以及识别的创新机会聚焦度不清晰等诸多问题,基于用户偏好制造商偏好双重视... 精准识别产品创新机会对制造商规避盲目创新风险,持续获取竞争优势至关重要。针对现有产品创新机会识别研究中因视角单一致使制造商价值创造的效率难以最大化,以及识别的创新机会聚焦度不清晰等诸多问题,基于用户偏好制造商偏好双重视阈构建了产品创新机会识别路径。首先,运用结构主题模型从用户在线评论和产品描述文本中分别提取用户偏好及制造商偏好的产品属性主题;其次,基于两类主题之间的相似度进行主题分类以获取具象产品的创新需求;再次,从现有相关专利中提取创新要素并依托多维技术创新地图识别产品创新机会;最后,以老年智能手环靶向开展产品创新机会识别为例,验证了所提路径的可行性。应用结果表明,构建的用户偏好制造商偏好双重视阈下的产品创新机会识别路径能够为制造商高效开展产品创新活动提供可资借鉴的决策理论支持。 展开更多
关键词 产品创新机会识别 用户偏好制造商偏好双重视阈 多维技术创新地图 结构主题模型
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Numerical study on three-dimensional flow field of continuously rotating detonation in a toroidal chamber 被引量:4
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作者 Xu-Dong Zhang Bao-Chun Fan +2 位作者 Ming-Yue Gui Zhen-Hua Pan Gang Dong 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 2012年第1期66-72,共7页
Gaseous detonation propagating in a toroidal chamber was numerically studied for hydrogen/oxygen/nitrogen mixtures. The numerical method used is based on the three-dimensional Euler equations with detailed finiterate ... Gaseous detonation propagating in a toroidal chamber was numerically studied for hydrogen/oxygen/nitrogen mixtures. The numerical method used is based on the three-dimensional Euler equations with detailed finiterate chemistry. The results show that the calculated streak picture is in qualitative agreement with the picture recorded by a high speed streak camera from published literature. The three-dimensional flow field induced by a continuously rotating detonation was visualized and distinctive features of the rotating detonations were clearly depicted. Owing to the unconfined character of detonation wavelet, a deficit of detonation parameters was observed. Due to the effects of wall geometries, the strength of the outside detonation front is stronger than that of the inside portion. The detonation thus propagates with a constant circular velocity. Numerical simulation also shows three-dimensional rotating detonation structures, which display specific feature of the detonation- shock combined wave. Discrete burning gas pockets are formed due to instability of the discontinuity. It is believed that the present study could give an insight into the interest- ing properties of the continuously rotating detonation, and is thus beneficial to the design of continuous detonation propulsion systems. 展开更多
关键词 Continuously rotating detonation - Three- dimensional flow field structure - Numerical study Detonation parameters deficit ~ Effects of wall geometries
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Numerical Analysis of the Adhesive Forces in Nano-Scale Structure 被引量:1
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作者 Young-Sam Cho Houkseop Han Wan-Doo Kim 《Journal of Bionic Engineering》 SCIE EI CSCD 2006年第4期209-216,共8页
Nanohairs, which can be found on the epidermis of Tokay gecko's toes, contribute to the adhesion by means of van der Waals force, capillary force, etc. This structure has inspired many researchers to fabricate the at... Nanohairs, which can be found on the epidermis of Tokay gecko's toes, contribute to the adhesion by means of van der Waals force, capillary force, etc. This structure has inspired many researchers to fabricate the attachable nano-scale structures. However, the efficiency of artificial nano-scale structures is not reliable sufficiently. Moreover, the mechanical parameters related to the nano-hair attachment are not yet revealed qualitatively. The mechanical parameters which have influence on the ability of adhesive nano-hairs were investigated through numerical simulation in which only van der Waals force was considered. For the numerical analysis, finite element method was utilized and van der Waals force, assumed as 12-6 Lennard-Jones potential, was implemented as the body force term in the finite element formulation. 展开更多
关键词 NUMERICAL analysis adhesive force nano-scale structure finite element model van der Waals force 12-6 L-J potential
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The electronic structure of Nb_3Al/Nb_3Sn, a new test case for flat/steep band model of superconductivity
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作者 Yanlong Ding Shuiquan Deng Yong Zhao 《Journal of Modern Transportation》 2014年第3期183-186,共4页
In this work, we choose Nb3Al/Nb3Sn as a new test case for flat/steep band model of superconductivity. Based on the density functional theory in the generalized gradient approximation, the electronic structure of Nb3A... In this work, we choose Nb3Al/Nb3Sn as a new test case for flat/steep band model of superconductivity. Based on the density functional theory in the generalized gradient approximation, the electronic structure of Nb3Al/ Nb3Sn has been studied. The obtained results agree well with those of the earlier studies and show clearly fiat bands around the Fermi level. The steep bands as characterized in this work locate around the M point in the first Brillouin zone. The obtained results reveal that Nb3Al/Nb3Sn fits more to the "Flat/steep" band model than to the van-Hove singularity scenario. The fiat/steep band condition for superconductivity implies a different thermodynamic behavior of superconductors other than that predicted from the conventional BCS theory. This observation sets up an indicator for selecting a suitable superconductor when its large-scale industrial use is needed, for example, in superconducting maglev system or ITER project. 展开更多
关键词 Nb3Al/Nb3Sn - Electronic structure - Flat/ steep band model FIRST-PRINCIPLE
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Crystal and Molecular Structure, and Spectral Characteristics of Sodium 3,5-Bis(Hydroxyimino)-1-Methyl-2,4,6-Trioxocyclohexanide
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作者 Olga Kovalchukova Nguyen Dinh Do +6 位作者 Adam Stash Vitaly Bel’sky Paul Strashnov Andrew Alafinov Oleg Volyansky Svetlana Strashnova Konstantin Kobrakov 《Crystal Structure Theory and Applications》 2012年第3期46-51,共6页
Sodium 3,5-bis(hydroxyimino)-1-methyl-2,4,6-trioxocyclohexanide C7H5N2NaO5 (I) has been isolated as the only product of the reaction of nitrosation of methylphloroglucinol. The structure of the titled compound has bee... Sodium 3,5-bis(hydroxyimino)-1-methyl-2,4,6-trioxocyclohexanide C7H5N2NaO5 (I) has been isolated as the only product of the reaction of nitrosation of methylphloroglucinol. The structure of the titled compound has been determined from single crystal X-ray diffraction data. The hydrated C7H5N2NaO52.5H2O crystallizes in the monoclinic space group C2/c, with a(?) 16.408(3);b(?) 12.446(3);c(?) 13.716(3);(o) 126.34(3). The planar organic anion exists in a triketo-dihydroxyimino form with the C–O and C–N distances from 1.220(2) to 1.271(2)?? and from 1.292(2) to 1.293?? respectively. In the IR spectrum of I, the sharp absorption band occurred at 1681 cm-1 due to C=O stretching indicating the strong H-interactions. The correlations of theoretical (DFT-B3LYP/aug-cc-pVDZ) and experimental UV-vis absorption spectra in neutral and alkaline ethanolic solutions showed the existence of hydroxyimino-nitroso tautomerism while ionization of I. 展开更多
关键词 SODIUM 3 5-Bis(Hydroxyimino)-1-Methyl-2 4 6-Trioxocyclohexanide CRYSTAL structure IR SPECTRA Electronic Absorption SPECTRA Quantum Chemical modeling
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Plasma-Neutral Gas Structure in a Magnesium Cathodic Arc Operating at Oxygen Gas with Experimental Comparison
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作者 朱道云 郑昌喜 +1 位作者 陈弟虎 何振辉 《Plasma Science and Technology》 SCIE EI CAS CSCD 2013年第11期1116-1121,共6页
The plasma-neutral gas structure generated in a magnesium cathodic arc operated with oxygen gas at a constant current of 50 A has been investigated by employing a simplified one-dimensional fluid model. The model incl... The plasma-neutral gas structure generated in a magnesium cathodic arc operated with oxygen gas at a constant current of 50 A has been investigated by employing a simplified one-dimensional fluid model. The model includes elastic collisions and charge-exchange reactions between metallic particles and gas molecules, and also generation and recombination of gaseous ions by electron impact. The distribution profiles of density and velocity of species along the axial direction were obtained at different background gas pressures (in the range of 0.7-3.0 Pa) by this model. A comparison with the experiments was made. At lower gas pressures, the depositing particles were mainly the metallic ions with a larger kinetic energy. As the gas pressure increased, the magnesium atoms with smaller kinetic energy acted as the dominant depositing species. Determined by the minimization of the system's total energy, MgO(100) or/and MgO(110) orientation appeared easily in the MgO films at lower gas pressures, and at higher gas pressures, the film preferred orientation was MgO(111). 展开更多
关键词 cathodic arc plasma-neutral gas structure one-dimensional model MgO films
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结构-过程-结果三维质量评价模式在胃肠肿瘤术后肠造口患者延续护理中的应用效果
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作者 王晶 《中国当代医药》 CAS 2024年第6期154-157,共4页
目的探讨结构-过程-结果三维质量评价模式在胃肠肿瘤术后肠造口患者延续护理中的应用效果。方法选取2021年7月至2022年9月井冈山大学附属医院收治的60例胃肠肿瘤术后肠造口患者作为研究对象,按照随机抽签法分为对照组(30例)与观察组(30... 目的探讨结构-过程-结果三维质量评价模式在胃肠肿瘤术后肠造口患者延续护理中的应用效果。方法选取2021年7月至2022年9月井冈山大学附属医院收治的60例胃肠肿瘤术后肠造口患者作为研究对象,按照随机抽签法分为对照组(30例)与观察组(30例),对照组采用常规延续性护理,观察组采用结构-过程-结果三维质量评价模式下的延续性护理。比较两组患者的生活质量[健康状况调查问卷(SF-36)]、负面情绪[抑郁自评量表(SDS)、焦虑自评量表(SAS)]、自我护理能力[自我护理能力测定量表(ESCA)]及满意率。结果两组患者护理3个月的SF-36中各维度评分、ESCA评分高于本组护理前,SDS、SAS评分低于本组护理前,差异有统计学意义(P<0.05);观察组患者护理3个月的SF-36中各维度评分、ESCA评分高于对照组,SDS、SAS评分低于对照组,差异有统计学意义(P<0.05);观察组患者的总满意率高于对照组,差异有统计学意义(P<0.05)。结论结构-过程-结果三维质量评价模式用于胃肠肿瘤术后肠造口患者延续护理可提升患者生活质量,缓解负性情绪,改善自我护理能力,提高满意率。 展开更多
关键词 胃肠肿瘤 肠造口 结构-过程-结果三维质量评价 延续性护理 自我护理能力
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Heuristic Quasi-physical Algorithm for Protein Structure Prediction
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作者 刘景发 黄文奇 《Journal of Southwest Jiaotong University(English Edition)》 2006年第4期308-314,共7页
A three-dimensional off-lattice protein model with two species of monomers, hydrophobic and hydrophilic, is studied. Enligh- tened by the law of reciprocity among things in the physical world, a heuristic quasi-physic... A three-dimensional off-lattice protein model with two species of monomers, hydrophobic and hydrophilic, is studied. Enligh- tened by the law of reciprocity among things in the physical world, a heuristic quasi-physical algorithm for protein structure prediction problem is put forward. First, by elaborately simulating the movement of the smooth elastic balls in the physical world, the algorithm finds low energy configurations for a given monomer chain. An "off-trap" strategy is then proposed to get out of local minima. Experimental results show promising performance. For all chains with lengths 13≤n ≤55, the proposed algorithm finds states with lower energy than the putative ground states reported in literatures. Furthermore, for chain lengths n = 21, 34, and 55, the algorithm finds new low energy configurations different from those given in literatures. 展开更多
关键词 Protein structure prediction Three-dimensional protein model Quasi-physical algorithm HEURISTICS
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Examples for Application of Gravitational Model in the Investigation of Spatial Structure
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作者 Aron Kincses Geza Toth 《Journal of Mathematics and System Science》 2013年第10期477-490,共14页
关键词 引力模型 空间结构 结构调查 应用 实例 模型转化 匈牙利
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A MULTIPLE STRUCTURE RECONSTRUCTION ALGORITHM BASED ON WIRE FRAME MODEL
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作者 Du Jiangchuan Paul W.F. Poon 《Computer Aided Drafting,Design and Manufacturing》 1997年第1期36-44,共0页
A “LAG & RLC” visualization algorithm has been presented to display a clear three dimensional structure from stereo slice data which has the characteristics of multiple layer structure. This algorithm is based o... A “LAG & RLC” visualization algorithm has been presented to display a clear three dimensional structure from stereo slice data which has the characteristics of multiple layer structure. This algorithm is based on wire frame model which can do multiple logical operations and has multiple display effects. It has wide use in biomedical science and computer graphics. The practical system is based on PC with a TVGA adapter at least 512k byte display memory and 2M byte extended memory. 展开更多
关键词 LAG & RLC visualization three dimensional reconstruction wire frame model multiple structure
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THREE-DIMENSIONAL MODELING FOR THIN PLATE-LIKE STRUCTURES INCLUDING SURFACE EFFECTS BY USING STATE SPACE METHOD
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作者 Hongyu Sheng Pin Lu 《Acta Mechanica Solida Sinica》 SCIE EI 2010年第3期260-270,共11页
A three-dimensional (3-D) approach based on the state space method is proposed to study size-dependent mechanical properties of ultra-thin plate-like elastic structures considering surface effects. The structure is ... A three-dimensional (3-D) approach based on the state space method is proposed to study size-dependent mechanical properties of ultra-thin plate-like elastic structures considering surface effects. The structure is modeled as a laminate composed of a bulk bounded with upper and bottom surface layers, which are allowed to have different material properties from the bulk layer. State equations, including the surface properties of the structure, can be established on the basis of 3-D fundamental elasticity to analyze the size-dependent static characteristics of the thin plate-like structure. Compared with two-dimensional plate theories based size-dependent models for thin film structures in literature, the present 3-D approach is exact, which can provide benchmark results to assess the accuracy of 2-D plate theories and various numerical approaches. To show the feasibility of the proposed approach, a 3-D analytical solution for a simply supported plate-like thin structure including surface layers is derived. An algorithm is proposed for the calculation of the state equations obtained to ensure that the numerical results can reveal the surface effects clearly even for extremely thin surface layers. Numerical examples are carried out to exhibit the surface effects and some discussions are provided based on the results obtained. 展开更多
关键词 micro-structures surface effects SIZE-DEPENDENCE state equation three-dimensional modeling
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基于多约束DSI算法的GeoSMA-3D程序改进
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作者 王述红 李友明 +1 位作者 尹宏 侯钦宽 《东北大学学报(自然科学版)》 EI CAS CSCD 北大核心 2023年第2期251-257,共7页
针对传统边坡体建模精确度不高的问题,引入多约束离散平滑插值(discrete smooth interpolation,DSI)算法,通过改进团队自主研发的三维数值分析系统GeoSMA-3D,获得多约束DSI拟合建模新模块.利用原始钻孔和物探数据辅以离散结构面信息对... 针对传统边坡体建模精确度不高的问题,引入多约束离散平滑插值(discrete smooth interpolation,DSI)算法,通过改进团队自主研发的三维数值分析系统GeoSMA-3D,获得多约束DSI拟合建模新模块.利用原始钻孔和物探数据辅以离散结构面信息对边坡整体进行插值,通过互异的约束条件对不同特征的地质对象进行标定,进而采用改进的修正函数对边坡体进行拟合建模,通过高精度的三维边坡体模型获取结构面信息并进行聚类分组.结果表明:该方法提高了离散介质岩体分析的准确性,具有较好的理论意义及工程应用价值. 展开更多
关键词 多约束DSI算法 三维拟合建模 GeoSMA-3D 结构面 块体分析
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Tekla Structures软件功能分析及应用实例介绍 被引量:7
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作者 陈晓蓉 兰晶晶 《江苏建筑》 2015年第1期62-64,74,共4页
Tekla Structures强大的功能涵盖了从设计到施工全过程的信息管理、功能组件等以方便建模使用,钢结构深化设计和智能出图成功地解决了复杂工程的设计施工。论文主要介绍了Tekla Structure软件的基本功能模块,以及Tekla Structures适应... Tekla Structures强大的功能涵盖了从设计到施工全过程的信息管理、功能组件等以方便建模使用,钢结构深化设计和智能出图成功地解决了复杂工程的设计施工。论文主要介绍了Tekla Structure软件的基本功能模块,以及Tekla Structures适应巨大复杂工程的实际应用案例,对Tekla Structures在未来建筑工程领域的进一步发展作了展望。 展开更多
关键词 Tekla structureS 三维建模 功能组件 钢结构
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Numerical analysis of the failure process of soil-rock mixtures through computed tomography and PFC3D models 被引量:18
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作者 Yang Ju Huafei Sun +2 位作者 Mingxu Xing Xiaofei Wang Jiangtao Zheng 《International Journal of Coal Science & Technology》 EI 2018年第2期126-141,共16页
关键词 土岩混合料 岩土材料 强度 裂纹
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Structural reliability analysis using a hybrid HDMR-ANN method
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作者 Bhaw Nath Jha 李洪双 《Journal of Central South University》 SCIE EI CAS CSCD 2017年第11期2532-2541,共10页
A new hybrid method is proposed to estimate the failure probability of a structure subject to random parameters. The high dimensional model representation(HDMR) combined with artificial neural network(ANN) is used to ... A new hybrid method is proposed to estimate the failure probability of a structure subject to random parameters. The high dimensional model representation(HDMR) combined with artificial neural network(ANN) is used to approximate implicit limit state functions in structural reliability analysis. HDMR facilitates the lower dimensional approximation of the original limit states function. For evaluating the failure probability, a first-order HDMR approximation is constructed by deploying sampling points along each random variable axis and hence obtaining the structural responses. To reduce the computational effort of the evaluation of limit state function, an ANN surrogate is trained based on the sampling points from HDMR. The component of the approximated function in HDMR can be regarded as the input of the ANN and the response of limit state function can be regarded as the target for training an ANN surrogate. This trained ANN surrogate is used to obtain structural outputs instead of directly calling the numerical model of a structure. After generating the ANN surrogate, Monte Carlo simulation(MCS) is performed to obtain the failure probability, based on the trained ANN surrogate. Three numerical examples are used to illustrate the accuracy and efficiency of the proposed method. 展开更多
关键词 high dimensional model REPRESENTATION structural reliability artificial NEURAL network FAILURE PROBABILITY
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