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Enhanced Load-Settlement Curve Forecasts for Open-Ended Pipe Piles Incorporating Soil Plug Constraints Using Shallow and Deep Neural Networks
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作者 Luttfi A.AL-HADDAD Mohammed Y.FATTAH +2 位作者 Wissam H.S.AL-SOUDANI Sinan A.AL-HADDAD Alaa Abdulhady JABER 《China Ocean Engineering》 2025年第3期562-572,共11页
This study investigates the load-bearing capacity of open-ended pipe piles in sandy soil, with a specific focus on the impact of soil plug constraints at four levels(no plug, 25% plug, 50% plug, and full plug). Levera... This study investigates the load-bearing capacity of open-ended pipe piles in sandy soil, with a specific focus on the impact of soil plug constraints at four levels(no plug, 25% plug, 50% plug, and full plug). Leveraging a dataset comprising open-ended pipe piles with varying geometrical and geotechnical properties, this research employs shallow neural network(SNN) and deep neural network(DNN) models to predict plugging conditions for both driven and pressed installation types. This paper underscores the importance of key parameters such as the settlement value,applied load, installation type, and soil configuration(loose, medium, and dense) in accurately predicting pile settlement. These findings offer valuable insights for optimizing pile design and construction in geotechnical engineering,addressing a longstanding challenge in the field. The study demonstrates the potential of the SNN and DNN models in precisely identifying plugging conditions before pile driving, with the SNN achieving R2 values ranging from0.444 to 0.711 and RMSPE values ranging from 24.621% to 48.663%, whereas the DNN exhibits superior performance, with R2 values ranging from 0.815 to 0.942 and RMSPE values ranging from 4.419% to 10.325%. These results have significant implications for enhancing construction practices and reducing uncertainties associated with pile foundation projects in addition to leveraging artificial intelligence tools to avoid long experimental procedures. 展开更多
关键词 pipe piles soil plug artificial neural network bearing capacity forecasts
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Stability of weighted spectral distribution in a pseudo tree-like network model
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作者 焦波 聂原平 +4 位作者 黄赪东 杜静 郭荣华 黄飞 石建迈 《Chinese Physics B》 SCIE EI CAS CSCD 2016年第5期479-486,共8页
The comparison of networks with different orders strongly depends on the stability analysis of graph features in evolving systems. In this paper, we rigorously investigate the stability of the weighted spectral distri... The comparison of networks with different orders strongly depends on the stability analysis of graph features in evolving systems. In this paper, we rigorously investigate the stability of the weighted spectral distribution(i.e., a spectral graph feature) as the network order increases. First, we use deterministic scale-free networks generated by a pseudo treelike model to derive the precise formula of the spectral feature, and then analyze the stability of the spectral feature based on the precise formula. Except for the scale-free feature, the pseudo tree-like model exhibits the hierarchical and small-world structures of complex networks. The stability analysis is useful for the classification of networks with different orders and the similarity analysis of networks that may belong to the same evolving system. 展开更多
关键词 weighted spectral distribution pseudo tree-like model deterministic network scale-free and small-world network
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Analysis of thermal conductivity in tree-like branched networks
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作者 寇建龙 陆杭军 +1 位作者 吴锋民 许友生 《Chinese Physics B》 SCIE EI CAS CSCD 2009年第4期1553-1559,共7页
Asymmetric tree-like branched networks are explored by geometric algorithms. Based on the network, an analysis of the thermal conductivity is presented. The relationship between effective thermal conductivity and geom... Asymmetric tree-like branched networks are explored by geometric algorithms. Based on the network, an analysis of the thermal conductivity is presented. The relationship between effective thermal conductivity and geometric structures is obtained by using the thermal-electrical analogy technique. In all studied cases, a clear behaviour is observed, where angle (δ,θ) among parent branching extended lines, branches and parameter of the geometric structures have stronger effects on the effective thermal conductivity. When the angle δ is fixed, the optical diameter ratio β+ is dependent on angle θ. Moreover, γand m are not related to β*. The longer the branch is, the smaller the effective thermal conductivity will be. It is also found that when the angle θ〈δ2, the higher the iteration m is, the lower the thermal conductivity will be and it tends to zero, otherwise, it is bigger than zero. When the diameter ratio β1 〈 0.707 and angle δ is bigger, the optimal k of the perfect ratio increases with the increase of the angle δ; when β1 〉 0.707, the optimal k decreases. In addition, the effective thermal conductivity is always less than that of single channel material. The present results also show that the effective thermal conductivity of the asymmetric tree-like branched networks does not obey Murray's law. 展开更多
关键词 effective thermal conductivity asymmetric tree-like branched networks geometric parameters
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Application of Dynamic Programming Method in Optimization of Water Distribution Pipe Network 被引量:2
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作者 樊鹏 王莹 +1 位作者 杨建波 杨青伟 《Agricultural Science & Technology》 CAS 2014年第4期703-705,共3页
With a water-supply network by dynamic programming. The minimal as an example, the network was optimized annual discounted costs were taken as an objective function and node pressure etc. as constraint conditions. The... With a water-supply network by dynamic programming. The minimal as an example, the network was optimized annual discounted costs were taken as an objective function and node pressure etc. as constraint conditions. The alternative pipe diameters were optimized as per enumeration method and the group allowing objective function with the least values would be the optimized one. It is proved the optimized pipe network reduced by 11.49% in terms of cost and the optimized ben- efits proved much significant. 展开更多
关键词 DYNAMICPROGRAMMING Water distribution pipe network OPTIMIZATION
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Function chain neural network prediction on heat transfer performance of oscillating heat pipe based on grey relational analysis 被引量:12
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作者 鄂加强 李玉强 龚金科 《Journal of Central South University》 SCIE EI CAS 2011年第5期1733-1737,共5页
As for the factors affecting the heat transfer performance of complex and nonlinear oscillating heat pipe (OHP),grey relational analysis (GRA) was used to deal with the relationship between heat transfer rate of a loo... As for the factors affecting the heat transfer performance of complex and nonlinear oscillating heat pipe (OHP),grey relational analysis (GRA) was used to deal with the relationship between heat transfer rate of a looped copper-water OHP and charging ratio,inner diameter,inclination angel,heat input,number of turns,and the main influencing factors were defined.Then,forecasting model was obtained by using main influencing factors (such as charging ratio,interior diameter,and inclination angel) as the inputs of function chain neural network.The results show that the relative average error between the predicted and actual value is 4%,which illustrates that the function chain neural network can be applied to predict the performance of OHP accurately. 展开更多
关键词 oscillating heat pipe grey relational analysis fimction chain neural network heat transfer
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Optimal operation of water distribution networks under local pipe failures 被引量:3
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作者 田一梅 G.Y.FU +1 位作者 迟海燕 刘烨 《Journal of Central South University of Technology》 EI 2007年第3期436-441,共6页
The optimal operation of water distribution networks under local pipe failures, such as water main breaks, was proposed. Based on a hydraulic analysis and a simulation of water distribution networks, a macroscopic mod... The optimal operation of water distribution networks under local pipe failures, such as water main breaks, was proposed. Based on a hydraulic analysis and a simulation of water distribution networks, a macroscopic model for a network under a local pipe failure was established by the statistical regression. After the operation objectives under a local pipe failure were determined, the optimal operation model was developed and solved by the genetic algorithm. The program was developed and examined by a city distribution network. The optimal operation alternative shows that the electricity cost is saved approximately 11%, the income of the water corporation is increased approximately 5%, and the pressure in the water distribution network is distributed evenly to ensure the network safe operation. Therefore, the proposed method for optimal operation under local pipe failure is feasible and cost-effective. 展开更多
关键词 water distribution network local pipe failure macroscopic model optimal operation
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Basic Research on Key Techniques Related to Urban 3D Pipe Network Modeling 被引量:1
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作者 DU Guoming GONG Jianya XIONG Hanjiang 《Geo-Spatial Information Science》 2002年第4期41-45,共5页
A new geometric modeling approach is introduced in this paper.First the principle of modeling of 3D pipe network is discussed in detail.Then the procedures of implementing pipe network visualization and system functio... A new geometric modeling approach is introduced in this paper.First the principle of modeling of 3D pipe network is discussed in detail.Then the procedures of implementing pipe network visualization and system functions are presented.Last,several efficient methods for speeding up display of graphics are introduced.The new geometric modeling approach offers to people a new way to solve 3D visualization of complex urban pipe network. 展开更多
关键词 D pipe network VISUALIZATION MODELING
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A Linear Programming Model for Seabed Oil-Gas Pipe Network
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作者 Li, HW Tan, JH 《China Ocean Engineering》 SCIE EI 1998年第4期477-482,共6页
This paper analyzes the pipe network system of oil-gas collection and transportation for offshore oilfield development. A '0-1' integer linear programming model is constructed to optimize the investment of sea... This paper analyzes the pipe network system of oil-gas collection and transportation for offshore oilfield development. A '0-1' integer linear programming model is constructed to optimize the investment of seabed pipe network. The mathematical model is solved by the spanning tree method of graph theory and network analysis. All spanning trees of a network graph compose all the feasible solutions of the mathematical model. The optimal solution of the model is the spanning tree with the minimum cost among all spanning trees. This method can be used to optimize the seabed pipe network system and give a minimum cost plan for the development of offshore marginal oilfield groups. 展开更多
关键词 seabed pipe network offshore oilfield linear programming network analysis
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Conflict detection in collaborative architectural pipe routing design based on constraint network
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作者 苏孝钐 Tian Ling 《High Technology Letters》 EI CAS 2013年第2期117-124,共8页
This paper analyzes conflict features in architecture pipe routing,and builds a pipe routing design conflict model by taking into account of discrete nominal internal diameter selection of pipes,material costs,and con... This paper analyzes conflict features in architecture pipe routing,and builds a pipe routing design conflict model by taking into account of discrete nominal internal diameter selection of pipes,material costs,and conflict solution sequence.Considering pipe routing as an assembling process,a conflict detection approach for pipe routing in collaborative architectural design is proposed based on an aforementioned model.Constraint network is used to describe the relationship among pipe routing design parameters and constraints;design conflicts are detected by matching designers' input and constraint network;and detected design conflicts are reordered according to the number of pipe parameters in conflicts.In order to support the collaborative requirement of pipe routing design,a prototype system using browser/server architecture is developed.An illustrative example of water pipe routing in a room is used to show the effectiveness and efficiency of the approach. 展开更多
关键词 conflict detection constraint network piping routing collaborative design archi-tectural pipe routing
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On the method of the automatic modeling in hydraulic pipe networks
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作者 孙以泽 徐本洲 王祖温 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2003年第2期130-132,共3页
In this paper the dynamic characteristics in pipes are analyzed with frequency method, and puts forward a simple and practical describing method. By establishing the model library beforehand, the modeling of the pipe ... In this paper the dynamic characteristics in pipes are analyzed with frequency method, and puts forward a simple and practical describing method. By establishing the model library beforehand, the modeling of the pipe net is completed automatically, and we can accurately calculate the impedance characteristics of the pipe network, achieve the reasonable configuration of the pipe network, so that to decrease the pressure pulsation. 展开更多
关键词 automatic modeling pipe network dynamic characteristics pressure pulsation
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Prediction of Load-Displacement Curve of Flexible Pipe Carcass Under Radial Compression Based on Residual Neural Network
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作者 YAN Jun LI Wen-bo +4 位作者 Murilo Augusto VAZ LU Hai-long ZHANG Heng-rui DU Hong-ze BU Yu-feng 《China Ocean Engineering》 SCIE EI CSCD 2023年第1期42-52,共11页
The carcass layer of flexible pipe comprises a large-angle spiral structure with a complex interlocked stainless steel cross-section profile, which is mainly used to resist radial load. With the complex structure of t... The carcass layer of flexible pipe comprises a large-angle spiral structure with a complex interlocked stainless steel cross-section profile, which is mainly used to resist radial load. With the complex structure of the carcass layer, an equivalent simplified model is used to study the mechanical properties of the carcass layer. However, the current equivalent carcass model only considers the elastic deformation, and this simplification leads to huge errors in the calculation results. In this study, radial compression experiments were carried out to make the carcasses to undergo plastic deformation. Subsequently, a residual neural network based on the experimental data was established to predict the load-displacement curves of carcasses with different inner diameter in plastic states under radial compression.The established neural network model’s high precision was verified by experimental data, and the influence of the number of input variables on the accuracy of the neural network was discussed. The conclusion shows that the residual neural network model established based on the experimental data of the small-diameter carcass layer can predict the load-displacement curve of the large-diameter carcass layer in the plastic stage. With the decrease of input data, the prediction accuracy of residual network model in plasticity stage will decrease. 展开更多
关键词 flexible pipe CARCASS radial compression experiment load−displacement curves residual neural network
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Heat Transfer and Flow Analysis in Loop Heat Pipe with Multiple Evaporators Using Network Model
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作者 Shigeki Hirasawa Tsuyoshi Kawanami Katsuaki Shirai 《Journal of Mechanics Engineering and Automation》 2016年第7期319-325,共7页
Thermal performance of a loop heat pipe with two evaporators and two condensers was examined using a lumped network model analysis. Thermosyphon-type vertical loop heat pipe and capillary-pump-type horizontal loop hea... Thermal performance of a loop heat pipe with two evaporators and two condensers was examined using a lumped network model analysis. Thermosyphon-type vertical loop heat pipe and capillary-pump-type horizontal loop heat pipe were calculated by examining the change of heating rate of two evaporators. Calculation results showed that the vapor and liquid flow rates in the loop heat pipe and the thermal conductance of the heat pipe changed significantly depending on the distribution ratio of the heating rate of the multiple evaporators. The thermal performance of the vertical loop heat pipe with two evaporators was also examined and experimental results of flow direction and thermal conductance of the heat pipe agreed with the analytical results. The lumped network model analysis is therefore considered accurate and preferable for the practical design of a loop heat pipe with multiple evaporators. 展开更多
关键词 Loop heat pipe multiple evaporators thermal conductance network model analysis two phase flow.
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PIPE Networks选用英飞朗DTN-X平台在关岛和悉尼间搭建100G海底网络
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《电脑与电信》 2012年第9期22-22,共1页
Marketwire2012年9月10日,加利福尼亚州桑尼维尔讯一TPGTelecomLimited旗下的全资子公司PIPENetworksPtyLimited(PIPE)与全球领先的数字光纤通信系统提供商英飞朗(Infinera)(纳斯达克股票代码:INFN)目前宣布,PIPE的海底光缆系... Marketwire2012年9月10日,加利福尼亚州桑尼维尔讯一TPGTelecomLimited旗下的全资子公司PIPENetworksPtyLimited(PIPE)与全球领先的数字光纤通信系统提供商英飞朗(Infinera)(纳斯达克股票代码:INFN)目前宣布,PIPE的海底光缆系统PPC-1选用了英飞朗的DTN-X平台。PIPE是澳大利亚的主要电信运营商之一。 展开更多
关键词 海底光缆系统 pipe networkS 平台 网络 悉尼 关岛 光纤通信系统
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Construction Technology and Quality Control of Heating Pipe Network Engineering
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作者 LIU Jiang 《外文科技期刊数据库(文摘版)工程技术》 2021年第5期001-003,共5页
Since the reform and opening up, China's economic level has gradually improved, and people’s demand for a better life has become increasingly strong. With the rapid development of urbanization, large-scale popula... Since the reform and opening up, China's economic level has gradually improved, and people’s demand for a better life has become increasingly strong. With the rapid development of urbanization, large-scale population and construction facilities gather in the city. Heat energy is an essential energy in people’s life. Central heating engineering has become an essential infrastructure in urban construction. At the same time, heating engineering also implements the strategy of human sustainable development, which is important for improving people’s living standards, protecting the environment and improving the environment. The present situation of gas reservoir plays an important role. The construction of heat pipe network in the city is relatively strict. In order to avoid that the heat pipe network project will affect the interests of residents, public safety and the stability of the whole system due to quality problems, the relevant parties of the project should conduct real-time supervision and inspection according to relevant standards during the construction of facilities. The design documents should be implemented to ensure the scientificity, safety and stability of the project. And improve the efficiency of its system operation, to achieve the purpose of economic operation. This paper makes a detailed analysis and discussion on the importance of the safety construction of the heat pipe network project and the supervision in the construction process, so as to lay a theoretical foundation for the smooth progress of the project. 展开更多
关键词 heat pipe network engineering construction technology quality control
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Study on Measures of Construction Quality Management of Municipal Drainage Pipe Network Engineering
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作者 YEChengyun 《外文科技期刊数据库(文摘版)工程技术》 2022年第6期170-173,共4页
At present, in the municipal drainage pipe network project, the level of the construction quality of the project whether to play an important correlation. Municipal drainage pipe network engineering in the actual cons... At present, in the municipal drainage pipe network project, the level of the construction quality of the project whether to play an important correlation. Municipal drainage pipe network engineering in the actual construction, should be closely around the quality control of scientific and reasonable control, take targeted means to increase the quality control, understand the main factors affecting the quality of engineering, develop a scientific and reasonable construction means, to promote the project can play a due value. This paper explores the quality control of such projects. 展开更多
关键词 municipal drainage drainage pipe network engineering construction quality management
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Hidden Dangers and Prevention Measures of the Construction Quality of Heating Pipe Network Project
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作者 LIXiang 《外文科技期刊数据库(文摘版)工程技术》 2022年第9期129-132,共4页
The sustainable development of Chinas social economy, the heating pipe network project has also had a great development. At present, the society gives positive encouragement and advocacy to the sustainable development... The sustainable development of Chinas social economy, the heating pipe network project has also had a great development. At present, the society gives positive encouragement and advocacy to the sustainable development of the project, and takes energy conservation and emission reduction as a very important task at present. Environmental protection has also become the primary factor of project construction. Central heating has been gradually adopted by construction workers in the heat network, mainly because central heating can greatly reduce the cost of the project. But if there is a problem in a node in the heat network, it will lead to a large area of the heat network without heating phenomenon. Therefore, due to the complex pipe network, the quality danger of heating pipe network is easy to occur in the construction process. Strengthening the construction technology is an important basis to ensure the quality. 展开更多
关键词 heating pipe network engineering construction quality hidden dangers prevention and control measu
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Selection of Water Transmission Method and Analysis of Pipe Network Zoning in Municipal Water Supply and Drainage Design
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作者 Liang Liu 《Journal of World Architecture》 2024年第2期56-61,共6页
With the acceleration of urbanization,the demand for water supply and drainage pipe networks has increased significantly.In the planning of urban construction,it is necessary to optimize the design of the water supply... With the acceleration of urbanization,the demand for water supply and drainage pipe networks has increased significantly.In the planning of urban construction,it is necessary to optimize the design of the water supply and drainage system pipe network to effectively save energy while providing residents with more accessible water resources.Therefore,the municipal water supply and drainage system and the water transmission methods should be designed according to the geographical conditions of the city.In this paper,we mainly analyze the design of municipal water supply and drainage systems and the selection of water transmission methods.Besides,the optimization of the water supply and drainage network zoning process and pipe network maintenance is also discussed,so as to provide a reference for municipal water supply and drainage work. 展开更多
关键词 Municipal water supply and drainage design Water transmission method pipe network zoning maintenance
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Analysis and Reflection on the Current Situation of Urban Sewage Treatment and Pipeline Network Construction and Operation-A Case Study of Qiannan Prefecture
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作者 HEZhuolin 《外文科技期刊数据库(文摘版)工程技术》 2022年第5期028-032,共5页
In order to understand the current situation of urban sewage treatment and pipe network construction and operation, find out the foundation, find out the sticking point, control the source and stop the pollution, help... In order to understand the current situation of urban sewage treatment and pipe network construction and operation, find out the foundation, find out the sticking point, control the source and stop the pollution, help the water pollution prevention and control, and promote the sustainable development of water environment, this paper investigates the current situation of urban sewage treatment and pipe network construction and operation in Qiannan Prefecture. 展开更多
关键词 urban sewage treatment construction and operation of sewage pipe network Qiannan prefecture
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基于遗传算法与神经网络的逆向侵蚀管涌通道表征方法
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作者 梁越 饶育锋 +5 位作者 赵卓越 许彬 杨晓霞 夏日风 邓惠丹 RASHID Hafiz Aqib 《岩土力学》 北大核心 2026年第1期323-336,共14页
堤防是应用最广泛且有效的防洪工程措施之一。然而,由于堤防老化、加固措施不力以及复杂的地质条件,在汛期常发生管涌等险情,导致重大且往往难以修复的损失。以双层堤基逆向侵蚀管涌(backward erosion piping,简称BEP)为研究对象,开展... 堤防是应用最广泛且有效的防洪工程措施之一。然而,由于堤防老化、加固措施不力以及复杂的地质条件,在汛期常发生管涌等险情,导致重大且往往难以修复的损失。以双层堤基逆向侵蚀管涌(backward erosion piping,简称BEP)为研究对象,开展遗传算法(genetic algorithm,简称GA)优化的反向传播(back propagation,简称BP)神经网洛对逆向侵蚀管涌通道进行刻画研究。主要研究工作及成果包括:(1)通过非均质含水层中BEP的数值模拟构建训练数据集,并利用室内沙槽管涌试验验证了该数据集的可靠性;(2)从BEP室内试验的Ⅱ、Ⅲ和Ⅳ组数据中提取水头H和渗透系数K数据,进行数据集扩充,并优化GA-BP模型以表征I组试验结果,结果表明优化后的模型能更准确地刻画K≤1.0 cm/s的区域;(3)利用优化后的GA-BP模型表征BEP通道的发展过程。结果表明,该模型能准确捕捉总体发展趋势,但在表征通道位置和尺寸方面与实际条件仍存在微小偏差。综上所述,研究为表征BEP提供了有效工具,并证明了GA-BP网络模型在该领域的实际应用潜力。 展开更多
关键词 逆向侵蚀管涌 管涌通道 BP神经网络 遗传算法 渗透系数
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非一致激励下城市燃气管网三维动态可视化模拟研究
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作者 刘敬怡 郭恩栋 +3 位作者 闫培雷 吴厚礼 严檬 李长宏 《地震研究》 北大核心 2026年第1期149-157,共9页
为了更直观、准确地表达和展示地震作用下城市燃气管网在实际地理环境中的空间关系及震害评估分析结果,基于VTK库、Adobe After Effects软件及Python语言提出了一种可全历程展示燃气管网在非一致地震激励下应变及破坏状态三维动态的可... 为了更直观、准确地表达和展示地震作用下城市燃气管网在实际地理环境中的空间关系及震害评估分析结果,基于VTK库、Adobe After Effects软件及Python语言提出了一种可全历程展示燃气管网在非一致地震激励下应变及破坏状态三维动态的可视化模型方法。该方法包括3个模块:非一致地震激励下管网的基础数据提取及震害预测、三维可视化模型建立以及三维动态可视化模型建立。以西南某地区埋地燃气管网为例进行三维动态可视化模拟,立体直观展示该市管网在非一致地震激励下不同位置的应变响应及破坏情况,展示了该方法的三维动态可视化效果。 展开更多
关键词 ARCGIS 三维动态可视化模拟 燃气管网 震害预测
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