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Crack evolution behavior of rocks under confining pressures and its propagation model before peak stress 被引量:12
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作者 ZUO Jian-ping CHEN Yan LIU Xiao-li 《Journal of Central South University》 SCIE EI CAS CSCD 2019年第11期3045-3056,共12页
The understanding of crack propagation characteristics and law of rocks during the loading process is of great significance for the exploitation and support of rock engineering.In this study,the crack propagation beha... The understanding of crack propagation characteristics and law of rocks during the loading process is of great significance for the exploitation and support of rock engineering.In this study,the crack propagation behavior of rocks in triaxial compression tests was investigated in detail.The main conclusions were as follows:1)According to the evolution characteristics of crack axial strain,the differential stress?strain curve of rocks under triaxial compressive condition can be divided into three phases which are linear elastic phase,crack propagation phase,post peak phase,respectively;2)The proposed models are applied to comparison with the test data of rocks under triaxial compressive condition and different temperatures.The theoretical data calculated by the models are in good agreement with the laboratory data,indicating that the proposed model can be applied to describing the crack propagation behavior and the nonlinear properties of rocks under triaxial compressive condition;3)The inelastic compliance and crack initiation strain in the proposed model have a decrease trend with the increase of confining pressure and temperature.Peak crack axial strain increases nonlinearly with the inelastic compliance and the increase rate increases gradually.Crack initiation strain has a linear relation with peak crack axial strain. 展开更多
关键词 crack strain crack propagation behavior crack propagation model stress strain relationship
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Modeling of 3D In-Building Propagation by Ray Tracing Technique
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作者 Gong Ke Xu Rui(Tsinghua University,Beijing 100084) 《通信学报》 EI CSCD 北大核心 1995年第4期19-23,共5页
Modelingof3DIn-BuildingPropagationbyRayTracingTechniqueGongKe;XuRui(TsinghuaUniversity,Beijing100084)Abstrac... Modelingof3DIn-BuildingPropagationbyRayTracingTechniqueGongKe;XuRui(TsinghuaUniversity,Beijing100084)Abstract:Themodelingofin... 展开更多
关键词 无线通线 院内传播 多路效应模式 射线跟踪
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Investigation on the Ice Load on a Cylinder Vertically Breaking through Model Ice Sheet from Underneath
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作者 ZHAO Wei−hang TIAN Yu−kui +3 位作者 JI Shao−peng GANG Xu−hao YU Chao−ge KONG Shuai 《船舶力学》 北大核心 2025年第6期964-975,共12页
Ice load on underwater vehicles breaking through ice covers from underneath is a significant concern for researchers in polar exploration,and the research on this problem is still in its early stages.Both mechanical e... Ice load on underwater vehicles breaking through ice covers from underneath is a significant concern for researchers in polar exploration,and the research on this problem is still in its early stages.Both mechanical experimental measurement and numerical simulation pose research challenges.This study focuses on the ice load of a cylinder structure breaking upward through the ice sheet form underneath in the Small Ice Model Basin of China Ship Scientific Research Center(CSSRC SIMB).A high-speed camera system was employed to observe the ice sheet failure during the tests,in which,with the loading position as center,local radial cracks and circumferential cracks were generated.A load sensor was used to measure the overall ice load during this process.Meanwhile,a numerical model was developed using LS-DYNA for validation and comparison.With this model,numerical simulation was conducted under various ice thicknesses and upgoing speeds to analyze the instantaneous curves of ice load.The calculation results were statistically analyzed under different working conditions to determine the influence of the factors on the ice load of the cylinder.The study explores the measurement method about ice load of objects vertically breaking through model ice sheet and is expected to provide some fundamental insights into the safety design of underwater structures operating in ice waters. 展开更多
关键词 CYLINDER model test failure mode crack propagation ice load numerical modeling
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Practical approach to determining traffic congestion propagation boundary due to traffic incidents 被引量:2
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作者 费文鹏 宋国华 +2 位作者 张凡 高永 于雷 《Journal of Central South University》 SCIE EI CAS CSCD 2017年第2期413-422,共10页
A practical approach for predicting the congestion boundary due to traffic incidents was proposed. Based on the kinematic wave theory and Van Aerde single-regime flow model, a model for estimating the congestion propa... A practical approach for predicting the congestion boundary due to traffic incidents was proposed. Based on the kinematic wave theory and Van Aerde single-regime flow model, a model for estimating the congestion propagation speed for the basic road segment was developed. Historical traffic flow data were used to analyze the time variant characteristics of the urban traffic flow for each road type. Then, the saturation flow rate was used for analyzing the impact of the traffic incident on the traversing traffic flow at the congestion area. The base congestion propagation speed for each road type was calculated based on field data, which were provided by the remote traffic microwave sensors(RTMS), floating car data(FCD) system and screen line survey. According to a comparative analysis of the congestion propagation speed, it is found that the expressway, major arterial, minor arterial and collector are decreasingly influenced by the traffic incident. Subsequently, the impact of turning movements at intersections on the congestion propagation was considered. The turning ratio was adopted to represent the impact of turning movements, and afterward the corresponding propagation pattern at intersections was analyzed. Finally, an implementation system was designed on a geographic information system(GIS) platform to display the characteristics of the congestion propagation over the network. The validation results show that the proposed approach is able to capture the congestion propagation properties in the actual road network. 展开更多
关键词 kinematic wave model Van Aerde model traffic incident congestion propagation on network
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Adaptive spectral affinity propagation clustering 被引量:2
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作者 TANG Lin SUN Leilei +1 位作者 GUO Chonghui ZHANG Zhen 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2022年第3期647-664,共18页
Affinity propagation(AP)is a classic clustering algorithm.To improve the classical AP algorithms,we propose a clustering algorithm namely,adaptive spectral affinity propagation(AdaSAP).In particular,we discuss why AP ... Affinity propagation(AP)is a classic clustering algorithm.To improve the classical AP algorithms,we propose a clustering algorithm namely,adaptive spectral affinity propagation(AdaSAP).In particular,we discuss why AP is not suitable for non-spherical clusters and present a unifying view of nine famous arbitrary-shaped clustering algorithms.We propose a strategy of extending AP in non-spherical clustering by constructing category similarity of objects.Leveraging the monotonicity that the clusters’number increases with the self-similarity in AP,we propose a model selection procedure that can determine the number of clusters adaptively.For the parameters introduced by extending AP in non-spherical clustering,we provide a grid-evolving strategy to optimize them automatically.The effectiveness of AdaSAP is evaluated by experiments on both synthetic datasets and real-world clustering tasks.Experimental results validate that the superiority of AdaSAP over benchmark algorithms like the classical AP and spectral clustering algorithms. 展开更多
关键词 affinity propagation(AP) Laplacian eigenmap(LE) arbitrary-shaped cluster model selection
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Resilient back propagation神经网络模型与autoregression型在径流预报中的比较研究
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作者 刘畅 王栋 陈景雅 《南京大学学报(自然科学版)》 CAS CSCD 北大核心 2008年第6期666-673,共8页
本文以黄河利津站和浙江省白溪水库的月径流水文序列为例,在自相关分析的基础上,建立自回归autoregression模型,并参照其结构建立了相应的resilient back propagation神经网络预报模型.比较结果显示:(1)resilient back propagation模型... 本文以黄河利津站和浙江省白溪水库的月径流水文序列为例,在自相关分析的基础上,建立自回归autoregression模型,并参照其结构建立了相应的resilient back propagation神经网络预报模型.比较结果显示:(1)resilient back propagation模型的模拟预报结果与序列的自相关性有密切关系;(2)当序列有较好的自相关性时,可参照autoregression模型建立相应的resilient back propagation模型;(3)与传统autoregression模型相比,resilient back propagation模型能取得更高的预报精度;且随着预报步长增加,resilient back propagation模型的优势更加明显. 展开更多
关键词 水文时间序列 弹性back propagation神经网络 自回归模型 月径流预报
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Reliability analysis of k-out-of-n system with load-sharing and failure propagation effect 被引量:1
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作者 CHEN Ying MA Qichao +1 位作者 WANG Ze LI Yingyi 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2021年第5期1221-1231,共11页
In complex systems,functional dependency and physical dependency may have a coupling effect.In this paper,the reliability of a k-out-of-n system is analyzed considering load-sharing effect and failure mechanism(FM)pro... In complex systems,functional dependency and physical dependency may have a coupling effect.In this paper,the reliability of a k-out-of-n system is analyzed considering load-sharing effect and failure mechanism(FM)propagation.Three types of FMs are considered and an accumulative damage model is proposed to illustrate the system behavior of the k-out-of-n system and the coupling effect between load-sharing effect and FM propagation effect.A combinational algorithm based on Binary decision diagram(BDD)and Monte-Carlo simulation is presented to evaluate the complex system behavior and reliability of the k-out-of-n system.A current stabilizing system that consists of a 3-out-of-6 subsystem with FM propagation effect is presented as a case to illustrate the complex behavior and to verify the applicability of the proposed method.Due to the coupling effect change,the main mechanism and failure mode will be changed,and the system lifetime is shortened.Reasons are analyzed and results show that different sensitivity factors of three different FMs lead to the change of the development rate,thus changing the failure scenario.Neglecting the coupling effect may lead to an incomplete and ineffective measuring and monitoring plan.Design strategies must be adopted to make the FM propagation insensitive to load-sharing effect. 展开更多
关键词 k-out-of-n system load-sharing effect failure mechanism propagation damage factor model combinational algorithm
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Propagation Pattern模型及改进
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作者 谢康林 杜晓峰 《计算机应用与软件》 CSCD 1996年第2期21-29,共9页
面向对象对软件工程有着极大的意义,但同时也带来了编程上的新问题。由于复杂类结构和冗余代码所带来的源码重读困难,使软件进化和维护都未达到理想的目的。我们研究美国Northeastern大学的自动面向对象程序生成工具Propagation Patter... 面向对象对软件工程有着极大的意义,但同时也带来了编程上的新问题。由于复杂类结构和冗余代码所带来的源码重读困难,使软件进化和维护都未达到理想的目的。我们研究美国Northeastern大学的自动面向对象程序生成工具Propagation Pattern模型,并将其发展为一种新的程序索引描述。这里我们结合类图和Propagation Pattern抽象描述,希望能以简洁的图文形式描述面向对象程序,以利于软件的重读和进化。 展开更多
关键词 面向对象 软件工程 PP模型
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Stiffened状态方程下γ-model方法跟踪二维多介质流动 被引量:1
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作者 张学莹 赵宁 《南京航空航天大学学报》 EI CAS CSCD 北大核心 2004年第6期753-757,共5页
在 Stiffened状态方程下 ,运用 Level-set方程跟踪界面运动变化 ,把界面捕捉的等效方程、Level-set函数和欧拉方程组耦合 ,求解包含比热比和材料参数的耦合形式的流体力学方程组。计算方法采用二阶精度 Wave-propagation算法 ,通过对气... 在 Stiffened状态方程下 ,运用 Level-set方程跟踪界面运动变化 ,把界面捕捉的等效方程、Level-set函数和欧拉方程组耦合 ,求解包含比热比和材料参数的耦合形式的流体力学方程组。计算方法采用二阶精度 Wave-propagation算法 ,通过对气体 -液体两种流体的一维 Riemann问题、激波和气泡相互作用以及气液两种流体Richtmyer-Meshkov界面不稳定性问题进行数值模拟 ,抑制了不同介质界面两侧的非物理振荡。 展开更多
关键词 多介质流体 γ-model方法 Stiffened状态方程 Level—set方法 Wave—propagation算法
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Improved algorithm of atmospheric refraction error in Longley-Rice channel model 被引量:2
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作者 Wang Zuliang Zheng Mao +1 位作者 Wang Juan Zheng Linhua 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2008年第4期683-687,共5页
Longley-Rice channel model modifies the atmospheric refraction by the equivalent earth radius method, which is simple calculation but is not accurate. As it only uses the horizontal difference, but does not make use o... Longley-Rice channel model modifies the atmospheric refraction by the equivalent earth radius method, which is simple calculation but is not accurate. As it only uses the horizontal difference, but does not make use of the vertical section information, it does not agree with the actual propagation path. The atmospheric refraction error correction method of the Longley-Rice channel model has been improved. The improved method makes use of the vertical section information sufficiently and maps the distance between the receiver and transmitter to the radio wave propagation distance, It can exactly reflect the infection of propagation distance for the radio wave propagation loss. It is predicted to be more close to the experimental results by simulation in comparison with the measured data. The effectiveness of improved methods is proved by simulation. 展开更多
关键词 radio wave propagation atmospheric refraction error correction algorithm improvement Longley- Rice model.
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Research and application of hierarchical model for multiple fault diagnosis
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作者 An Ruoming Jiang Xingwei Song Zhengji 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2005年第4期957-961,共5页
Computational complexity of complex system multiple fault diagnosis is a puzzle at all times. Based on the well known Mozetic's approach, a novel hierarchical model-based diagnosis methodology is put forward for impr... Computational complexity of complex system multiple fault diagnosis is a puzzle at all times. Based on the well known Mozetic's approach, a novel hierarchical model-based diagnosis methodology is put forward for improving efficency of multi-fault recognition and localization. Structural abstraction and weighted fault propagation graphs are combined to build diagnosis model. The graphs have weighted arcs with fault propagation probabilities and propagation strength. For solving the problem of coupled faults, two diagnosis strategies are used: one is the Lagrangian relaxation and the primal heuristic algorithms; another is the method of propagation strength. Finally, an applied example shows the applicability of the approach and experimental results are given to show the superiority of the presented technique. 展开更多
关键词 hierarchical model fault propagation graphs multiple fault diagnosis propagation strength.
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Modeling and analysis of gradual hybrid anti-worm
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作者 李军群 秦拯 +3 位作者 欧露 O.Salman A.X.Liu 杨金民 《Journal of Central South University》 SCIE EI CAS 2011年第6期2050-2055,共6页
The gradual hybrid anti-worm (GHAW) was presented. percentage of vulnerable hosts present in the network. For GHAW It changed its confrontation scheme in real time according to the its process of countering maliciou... The gradual hybrid anti-worm (GHAW) was presented. percentage of vulnerable hosts present in the network. For GHAW It changed its confrontation scheme in real time according to the its process of countering malicious internet worms was modeled. The performance of GHAW on two factors was also estimated: confronting validity against worms and consumption of network resources. Factors governing its performance, specifically the transformation threshold and the transformation rate, were analyzed. The simulation experiments show that GHAW has dynamical adaptability to changes of network conditions and offers the same level of effectiveness on confronting internet worms as the divide-and-rule hybrid anti-worm, with significantly less cost to network resources. The experiments also indicate that the transformation threshold is the key factor affecting the performance of GHAW. 展开更多
关键词 network security internet worm anti-worm vulnerable host propagation model
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Novel IOV worm model and its corresponding hybrid anti-worm strategy in expressway interchange terminal
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作者 汪峥 钱焕延 +2 位作者 汪婧雅 高嵩 徐延贵 《Journal of Central South University》 SCIE EI CAS 2013年第5期1259-1268,共10页
In order to take precaution and cure against intemet of vehicles (IOV) worm propagation in expressway, the IOV worm propagation and its corresponding anti-worm strategy were studied in expressway interchange termina... In order to take precaution and cure against intemet of vehicles (IOV) worm propagation in expressway, the IOV worm propagation and its corresponding anti-worm strategy were studied in expressway interchange terminal. According to omnirange driving in expressway interchange terminal and vehicular mobile communication environment, an IOV worm propagation model is constructed; and then according to the dynamic propagation law and destructiveness of IOV worm in this environment, a novel hybrid anti-worm strategy for confrontation is designed. This worm propagation model can factually simulates the IOV worm propagation in this interchange terminal environment; and this hybrid anti-worm strategy can effectively control IOV worm propagation in the environment, moreover, it can reduce the influence on network resource overhead. 展开更多
关键词 intemet of vehicles worm propagation model hybrid anti-worm strategy EXPRESSWAY interchange terminal
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基于无人机MiniSAR和多光谱遥感数据的冬小麦土壤墒情反演 被引量:1
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作者 张成才 祝星星 +2 位作者 姜明梁 王蕊 侯佳彤 《节水灌溉》 北大核心 2025年第3期105-112,共8页
为了去除农作物对雷达散射信号的影响,探究不同极化方式土壤后向散射系数与土壤墒情的响应关系,实现对冬小麦农田土壤墒情的精准监测,基于无人机MiniSAR多极化数据和多光谱数据,提出联合改进水云模型与BP神经网络反演土壤墒情的方法。... 为了去除农作物对雷达散射信号的影响,探究不同极化方式土壤后向散射系数与土壤墒情的响应关系,实现对冬小麦农田土壤墒情的精准监测,基于无人机MiniSAR多极化数据和多光谱数据,提出联合改进水云模型与BP神经网络反演土壤墒情的方法。首先利用植被覆盖度对水云模型进行改进,提取不同极化方式下的土壤后向散射系数,通过设置不同极化方式、极化差、极化比数据与归一化植被指数(NDVI)的多种组合模式,输入BP神经网络,构建冬小麦土壤墒情反演模型,并以河南省鹤壁市浚县中部的冬小麦种植区为试验区分析模型的预测效果。结果表明:相比于冬小麦土壤墒情线性回归模型,基于BP神经网络的土壤墒情反演模型精度更高,其中由改进水云模型计算得到的VV极化下的土壤后向散射系数、HH极化下的土壤后向散射系数以及两者的极化差、极化比组合输入BP神经网络得到的反演结果精度最高,R^(2)达到0.767,MAE为0.0136cm^(3)/cm^(3),RMSE为0.0176cm^(3)/cm^(3)。表明联合改进水云模型与BP神经网络的冬小麦土壤墒情反演模型具有较高的反演精度,为准确监测冬小麦土壤墒情提供了一种新思路。 展开更多
关键词 土壤墒情 水云模型 BP神经网络 后向散射系数 MiniSAR数据
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应用卷积近场动力学快速模拟随机裂纹扩展 被引量:1
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作者 周建 廖星川 +2 位作者 刘福深 尚肖楠 沈君逸 《岩土力学》 北大核心 2025年第2期625-639,共15页
传统近场动力学方法采用积分方程替代连续介质力学中的偏微分方程,获得了对未知函数无光滑限制且更具一般性的方程,使得该方法特别适合模拟裂纹自发萌生和扩展等非连续问题,但高昂的计算成本往往限制了其在实际工程中的应用。采用一种... 传统近场动力学方法采用积分方程替代连续介质力学中的偏微分方程,获得了对未知函数无光滑限制且更具一般性的方程,使得该方法特别适合模拟裂纹自发萌生和扩展等非连续问题,但高昂的计算成本往往限制了其在实际工程中的应用。采用一种基于快速卷积的近场动力学方法,以提高近场动力学方法的计算效率。该算法采用快速傅里叶变换来完成卷积计算,实现近场动力学方程中积分项的计算,可显著降低近场动力学的计算成本。基于快速卷积近场动力学的计算流程及其数值实现特性,提出了一套适用于该算法的前处理方法,并通过两个含预制裂纹的受拉方板算例验证了该前处理方法的可行性。在此基础上,进一步提出了随机裂纹扩展预测的建模方法,为岩土体随机裂纹扩展的预测研究提供了一个新的可行的思路。 展开更多
关键词 近场动力学 快速卷积 建模方法 随机裂纹扩展预测
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室内电磁波传播衰减统计模型用于矿井的适用性研究 被引量:1
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作者 孙继平 彭铭 《工矿自动化》 北大核心 2025年第2期1-8,共8页
5G,5.5G,WiFi6,WiFi7,UWB,ZigBee等矿井移动通信、人员和车辆定位、无线视频和无线传感等系统的设计、规划和优化,需进行矿井电磁波传播分析。电磁波传播衰减统计模型是预测电磁波传播衰减的有效方法。分析研究了室内电磁波传播衰减统... 5G,5.5G,WiFi6,WiFi7,UWB,ZigBee等矿井移动通信、人员和车辆定位、无线视频和无线传感等系统的设计、规划和优化,需进行矿井电磁波传播分析。电磁波传播衰减统计模型是预测电磁波传播衰减的有效方法。分析研究了室内电磁波传播衰减统计模型在矿井的适用性:①矿井电磁波传播为有限空间特殊环境中远距离传播,与地面室内长方体简单环境中近距离电磁波传播不同。②矿井巷道四周为较厚的煤岩,对电磁波具有较强的吸收能力,巷道支护材料进一步阻挡了电磁波穿透,一般不考虑电磁波穿墙衰减。室内−室内电磁波传播衰减统计模型中的COST−Multi−Wall模型、Keenan−Motley模型考虑电磁波穿墙衰减,不适用于矿井。③矿井的基站和无线终端均在巷道内,为有限空间内部电磁波传播。室外−室内电磁波传播衰减统计模型适用于基站在室外开放空间、无线终端在室内有限空间的电磁波传播,不适用于矿井。分析研究了室内电磁波传播衰减统计模型对矿井不同场景(矿井辅助运输大巷、掘进巷道、拐弯巷道、分支巷道、综采工作面)中电磁波传播衰减的预测误差:利用室内电磁波传播衰减统计模型中的WINNER II模型、3GPP InH−Office模型、ITU−R P.1238模型、ITU−R M.2412 InH模型预测矿井电磁波传播衰减时,总的误差均值分别为9.3,8.2,9.9,7.7 dB,由于预测误差较大,这些模型不适用于矿井。目前没有专门针对矿井特殊环境建立的矿井电磁波传播衰减统计模型。因此,有必要针对矿井有限空间特殊环境,研究建立矿井电磁波传播衰减统计模型,指导矿井通信基站和定位分站及其天线的设计和布置。 展开更多
关键词 矿井通信 电磁波传播 电磁波衰减 统计模型 基站布置
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考虑温压效应的裂缝扩展模型及其在分布式光纤测温中的应用
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作者 沈安琪 王亮皓 +5 位作者 魏建光 刘义坤 李玮 梁爽 王凤娇 姜亮亮 《中国石油大学学报(自然科学版)》 北大核心 2025年第2期167-174,共8页
通过对井筒、裂缝与储层3部分的流动和传热模型耦合求解,得到温度影响下的压裂施工裂缝参数与井筒温度分布,求解过程中考虑温压效应对流体物性(密度、体积)的影响。结果表明:当滤失系数为0.21×10^(-5)m/s 0.5时,泵注开始后的150 mi... 通过对井筒、裂缝与储层3部分的流动和传热模型耦合求解,得到温度影响下的压裂施工裂缝参数与井筒温度分布,求解过程中考虑温压效应对流体物性(密度、体积)的影响。结果表明:当滤失系数为0.21×10^(-5)m/s 0.5时,泵注开始后的150 min内,考虑温压效应与未考虑温压效应计算得到的裂缝半长最大差值可达46.64 m;分布式光纤测温(DTS)传感器位置对测试结果影响较大,通过温度模拟结果与实测DTS数据对比,可判断出DTS传感器安装位置。 展开更多
关键词 裂缝扩展模型 裂缝温度场模型 温压效应 分布式光纤测温
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基于神经网络代理模型的门式墩优化方法及软件研发 被引量:1
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作者 柏华军 《铁道标准设计》 北大核心 2025年第3期106-112,共7页
针对门式墩结构设计影响因素多、计算耗时长、传统优化方法易陷入局部最优等问题,基于BPNN代理模型和NSGAII遗传算法研发了预应力混凝土门式墩结构尺寸优化软件。首先,建立以结构工程数量为优化目标、安全指标为约束条件的结构尺寸优化... 针对门式墩结构设计影响因素多、计算耗时长、传统优化方法易陷入局部最优等问题,基于BPNN代理模型和NSGAII遗传算法研发了预应力混凝土门式墩结构尺寸优化软件。首先,建立以结构工程数量为优化目标、安全指标为约束条件的结构尺寸优化数学模型;然后,基于有限元法构建门式墩训练样本集,采用拉丁超立方开展试验设计,建立BPNN神经网络代理模型;最后,采用NSGAII遗传优化算法对BPNN神经网络代理模型进行搜索,实现门式墩最优结构尺寸和钢束线形的搜索推荐。依托某门式墩结构设计,开展算法有效性和效率验证,结果表明,案例的优化时间由有限元法的45 h缩短至智能优化算法的15 min,优化算法在保证预测精度的同时提高优化效率180倍。 展开更多
关键词 铁路桥梁 门式墩 结构优化 BP神经网络 代理模型 多目标优化 NSGAII算法 拉丁超立方设计
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基于改进标签传播算法的舆情社交网络社区发现
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作者 钱晓东 王卓 《计算机应用研究》 北大核心 2025年第1期48-55,共8页
通过改进的标签传播算法研究了舆情社交网络中的社交主题发现。针对传统算法容易陷入局部最优的问题,依据节点间相似度选择标签传播时的邻居节点;针对传统算法标签更新时的随机性问题,通过结合舆论动力学模型HK的观点交互过程,依据节点... 通过改进的标签传播算法研究了舆情社交网络中的社交主题发现。针对传统算法容易陷入局部最优的问题,依据节点间相似度选择标签传播时的邻居节点;针对传统算法标签更新时的随机性问题,通过结合舆论动力学模型HK的观点交互过程,依据节点影响力的大小更新标签。实验结果表明,该方法在最好情况下(k=0.9)相较于原算法,在稳定性和模块度指标两方面分别提高了31%和78%,并且优于其他几种改进算法。由此可见,该算法相较于原算法及其他改进算法在舆情社交网络的主题社区发现中表现更好。 展开更多
关键词 标签传播算法 舆情社交网络 HK模型 主题社区发现
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基于人工神经网络和迁移学习的行人流建模方法
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作者 张金虎 谢磊 +1 位作者 成梦洁 刘少博 《上海大学学报(自然科学版)》 北大核心 2025年第2期299-315,共17页
行人流仿真对于解决大型交通场站等人群密集场所的拥挤和安全问题发挥了重要作用,但目前广泛使用的行人流模型往往依赖人为假设的模型规则,导致模型参数缺乏现实依据以及标定困难、模型与实际不符等问题.近年来,基于人工神经网络的数据... 行人流仿真对于解决大型交通场站等人群密集场所的拥挤和安全问题发挥了重要作用,但目前广泛使用的行人流模型往往依赖人为假设的模型规则,导致模型参数缺乏现实依据以及标定困难、模型与实际不符等问题.近年来,基于人工神经网络的数据驱动模型能够更高精度地还原行人流在现实场景中的实际行为特征,但对训练数据的依赖性强,且存在对不同场景泛化能力弱等问题.为此,提出一种结合仿真数据和实验数据的BP(back propagation)人工神经网络行人流仿真模型训练方法,并定义了一套包含46个参数的新模型参数组合;然后利用仿真数据对模型进行预训练;最后结合实验数据对模型进行迁移学习.结果表明,用仿真数据预训练模型可有效弥补真实数据不足的缺陷,且模型迁移学习训练结果的R值超过0.96,均方误差低于0.003,证明了迁移学习在提高模型泛化能力和预测精度方面的有效性. 展开更多
关键词 智能交通 行人流建模仿真 BP(back propagation)神经网络 行人流实验 迁移学习
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