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基于光传播Monte Carlo模拟的三维模型特征提取方法 被引量:13
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作者 刘洪豪 刘贤喜 +3 位作者 张开兴 卢山 Lee H eow Pueh 宋正河 《光谱学与光谱分析》 SCIE EI CAS CSCD 北大核心 2020年第2期385-390,共6页
在现代工业设计、人工智能、软件设计等领域,三维模型正展现强劲需求与活力,传统三维模型特征提取方法仅能提取模型表面特征,难以满足复杂模型特征提取需求,为提高三维模型的特征提取精度,基于光谱分析以及可见光传播特性,提出一种具有... 在现代工业设计、人工智能、软件设计等领域,三维模型正展现强劲需求与活力,传统三维模型特征提取方法仅能提取模型表面特征,难以满足复杂模型特征提取需求,为提高三维模型的特征提取精度,基于光谱分析以及可见光传播特性,提出一种具有高区分度的三维模型特征提取方法。首先利用光散射系数、吸收系数、各向异性等光学特性参数,量化分析光在不同介质中透射、散射、反射概率,并确定最佳光谱模拟波段;其次采用Monte-Carlo法模拟光子束在三维模型中的传播历程,获得光子束传播轨迹的角度、距离、能量等多种统计量,计算不同统计量权重,经过统计分析后完成特征提取;然后在ESB国际通用三维模型库中,测试不同光子束数量、约束空间形状对特征提取效果影响,从而确定最佳模拟参数;最后使用多种特征提取方法与光传播模拟法进行特征提取效果比较,并采用查准率、查全率以及E测度评价指标对特征提取效果进行定量测试。实验结果表明,三维模型特征提取准确度对光传播约束空间形态较为敏感,光子传播的最佳约束空间为球体;三维特征提取效率随着光子束数量升高而降低,在保证特征提取精度的前提下,10000~25000区间是光子束模拟数量的最佳取值范围;基于光传播模拟的特征提取准确度高于小波变换、距离夹角以及D2分布方法,能够满足三维模型检索需求,更适合复杂三维模型的离线特征提取与应用。结合光谱分析与可见光传播特性的模型特征提取法拓宽了光谱分析的应用范围,能够提取出融合三维模型表面特性与内部形态的有效特征,为高精度特征提取技术研究注入新动力。 展开更多
关键词 传播模拟 特征提取 蒙特卡罗法 三维模型
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使用GPU模拟地震波传播的性能研究 被引量:3
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作者 刘伟峰 王永胜 +1 位作者 张天雷 张兵 《系统仿真学报》 CAS CSCD 北大核心 2009年第S1期170-174,共5页
地震波传播的高性能数值模拟是地震研究的重要组成部分。通过挖掘地震波传播弹性动力学方程和其有限差分离散的并行性,着重对地震波传播模拟在GPU体系结构上的性能进行研究。提出了使用GPU模拟地震波传播的优化算法,包括GPU上特有的区... 地震波传播的高性能数值模拟是地震研究的重要组成部分。通过挖掘地震波传播弹性动力学方程和其有限差分离散的并行性,着重对地震波传播模拟在GPU体系结构上的性能进行研究。提出了使用GPU模拟地震波传播的优化算法,包括GPU上特有的区域分解法和子区域网格上最大化访存联合的两类片内存储器访问方案。实验表明,优化后的GPU实现与使用英特尔线程构建模块优化的双核CPU上的实现相比获得了42倍以上的加速比。 展开更多
关键词 地震波传播的数值模拟 地震波可视化 图形处理器 计算统一设备架构
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传染病时空传播的多智能体仿真研究 被引量:9
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作者 刘涛 黎夏 刘萌伟 《系统仿真学报》 CAS CSCD 北大核心 2009年第18期5874-5877,共4页
提出基于多智能体系统的传染病时空传播仿真模型,并在Swarm平台上模拟流感的时空传播过程。模型主要由智能体属性规则的定义、移动规则、邻域和状态转换规则等几部分组成,其中如何确定智能体间的状态转换规则是模型的核心。模型考虑了... 提出基于多智能体系统的传染病时空传播仿真模型,并在Swarm平台上模拟流感的时空传播过程。模型主要由智能体属性规则的定义、移动规则、邻域和状态转换规则等几部分组成,其中如何确定智能体间的状态转换规则是模型的核心。模型考虑了易感者智能体对感染的"记忆"能力以及感染剂量随时间的衰减效应,并引入个体间的空间距离指数参数,从时空两方面研究传染病的传播特征。 展开更多
关键词 多智能体系统 传染病 时空 传播模拟
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最短路径算法下三维层状介质中多次波追踪 被引量:27
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作者 唐小平 白超英 《地球物理学报》 SCIE EI CAS CSCD 北大核心 2009年第10期2635-2643,共9页
本文使用改进后的最短路径算法(MSPM)结合分区多步计算技术实现了三维复杂层状起伏介质中的多次透射、反射及转换波波前传播的数值模拟,以及相应走时和射线路径的跟踪计算.其原理是将三维复杂层状模型按速度界面分成若干个独立的计算区... 本文使用改进后的最短路径算法(MSPM)结合分区多步计算技术实现了三维复杂层状起伏介质中的多次透射、反射及转换波波前传播的数值模拟,以及相应走时和射线路径的跟踪计算.其原理是将三维复杂层状模型按速度界面分成若干个独立的计算区域,采用分步计算技术进行多次波的跟踪计算.基于多次波是通过速度界而简单的人射、透射、反射及转换波按一定规律及原理的不同组合,因此可实施分区多步计算技术.数值模拟实例及误差分析表明分区多步计算技术具有单步最短路径算法中的诸多优点:算法简单、数值计算稳健、计算精度高、速度快及全球解等,因此是解决多次波跟踪计算行之有效的方法. 展开更多
关键词 MSPM算法 分区多步计算 多波波前传播模拟 多次波追踪
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Propagation simulation and dilatancy analysis of rock joint using displacement discontinuity method 被引量:4
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作者 李科 黄伦海 黄醒春 《Journal of Central South University》 SCIE EI CAS 2014年第3期1184-1189,共6页
A revised displacement discontinuity method(DDM) program is developed for the simulation of rock joint propagation and dilatancy analysis. The non-linear joint model used in the program adopts Barton-Bandis normal def... A revised displacement discontinuity method(DDM) program is developed for the simulation of rock joint propagation and dilatancy analysis. The non-linear joint model used in the program adopts Barton-Bandis normal deformation model, Kulhaway shear deformation model and Mohr-Coulomb criterion. The joint propagation criterion is based on the equivalent stress intensity factor which can be obtained by regression analysis. The simulated rock joint propagation accords well with the existing knowledge. The closure and opening of joint is investigated by DDM, and it is shown that if the opening volume of propagated joint is larger than closure volume of the old joint, the joint dilatancy occurs. The dilatancy condition is mainly controlled by the normal stiffness of the rock joint. When the normal stiffness is larger than the critical value, joint dilatancy occurs. The critical normal stiffness of rock joint changes with the joint-load angle, and joint dilatancy is most possible to occur at 30°. 展开更多
关键词 joint propagation joint dilat:mcy displacement discontinuity method non-linear rock joint numerical simulation
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Experimental and numerical evaluations on characteristics of vented methane explosion 被引量:4
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作者 SU Bin LUO Zhen-min +1 位作者 WANG Tao LIU Lang 《Journal of Central South University》 SCIE EI CAS CSCD 2020年第8期2382-2393,共12页
To research the characteristics of vented explosion of methane-air mixture in the pipeline,coal mine tunnel or other closed space,the experiments and numerical simulations were carried out.In this work,explosion chara... To research the characteristics of vented explosion of methane-air mixture in the pipeline,coal mine tunnel or other closed space,the experiments and numerical simulations were carried out.In this work,explosion characteristics and flame propagation characteristics of methane in pipeline and coal mine tunnel are studied by using an explosion test system,combined with FLACS software,under different vented conditions.The numerical simulation results of methane explosion are basically consistent with the physical experiment results,which indicates that the numerical simulation for methane explosion is reliable to be applied to the practice.The results show that explosion parameters(pressure,temperature and product concentration)of methane at five volume fractions have the same change trend.Nevertheless,the explosion intension of 10.0%methane is the largest and that of 9.5%methane is relatively weak,followed by 11.0%methane,8.0%methane and 7.0%methane respectively.Under different vented conditions,the pressure and temperature of methane explosion are the highest in the pipeline without a vent,followed by the pipeline where ignition or vent position is in each end,and those are the lowest in the pipeline with ignition and vent at the same end.There is no significant effect on final product concentration of methane explosion under three vented conditions.For coal mine tunnel,it is indicated that the maximum explosion pressure at the airproof wall in return airway with the branch roadway at 50 m from goaf is significantly decreased while that in intake airway does not change overwhelmingly.In addition,when the branch roadway is longer or its section is larger,the peak pressure of airproof wall reduces slightly. 展开更多
关键词 methane-air flame propagation CFD simulation vented explosion ignition position peak pressure
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Experimental study and numerical simulation of spread law for fire on tunnel 被引量:3
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作者 牛会永 乔晨露 +1 位作者 安敬鱼 邓军 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第2期701-706,共6页
In order to research spread law and distribution law of temperature nearby fire sources on roadway in mine, according to combustion theory and other basic, the theory model of temperature attenuation was determined un... In order to research spread law and distribution law of temperature nearby fire sources on roadway in mine, according to combustion theory and other basic, the theory model of temperature attenuation was determined under unsteady heat-exchange between wind and roadway wall. The full-size roadway fire simulation experiments were carried out in Chongqing Research Institute of China Coal Technology & Engineering Group Corporation. The development processes of mine fire and flow pattern of high temperature gas were analyzed. Experimental roadway is seen as physical model, and through using CFD software, the processes of mine fire have been simulated on computer. The results show that, after fire occurs, if the wind speed is less than the minimum speed which can prevent smoke from rolling back, then the smaller wind speed can cause smoke to roll back easily. Hot plume will lead to secondary disasters in upwind side. Because of roadway wall, hot plume released from roadway fire zone has caused the occurrence of the ceiling jet, and the hot plume has been forced down. Whereas, owing to the higher temperature, buoyancy effect is more obvious. Therefore, smoke rises gradually along the roadway in the flow process, and the hierarchical interface appears wavy.Oxygen-enriched combustion and fuel-enriched combustion are the two kinds of combustion states of fire. The oxygen content of downwind side of fire is maintained at around 15% for oxygen-enriched combustion, and the oxygen content of downwind side of fire is maintained at around 2% for fuel-enriched combustion. Furthermore, fuel-enriched combustion can lead to secondary disasters easily. 展开更多
关键词 fire on roadway experiments of fire numerical simulation
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