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Application of BP Neural Network in TBM Tunneling Performance Prediction BP神经网络在TBM掘进性能预测中的应用
Pub Date : 1900-01-01 DOI: 10.18178/ijscer.10.4.157-164
Chao Wan, S. Qiao, Hongzhong Liu
The tunneling performance of Tunnel Boring Machine (TBM) is the key factor to affect its excavation effect and efficiency. This paper is based on the TBM tunnel project of Minle parking lot of Shenzhen Metro Line 6 phase II, using BP neural network and selecting 30 groups of sample data from the project cases as the research aims to predict the tunneling performance of TBM. The prediction curves corresponding to penetration, cutterhead thrust and cutterhead torque are obtained respectively, and the existing change rules are analyzed. At the same time, the prediction results of BP neural network are compared with the results of regression analysis and field measurement to verify the rationality and applicability of the BP neural network prediction algorithm. The results show that: (1) the error of BP neural network prediction algorithm is less than 3%, the overall results show that the method is suitable for TBM tunneling parameters prediction; (2) compared with the prediction results of regression analysis, it has smaller error, thus to a certain extent, BP neural network prediction algorithm has higher accuracy, which can provide reference for the prediction of TBM tunneling performance under similar geological conditions test. 
隧道掘进机的掘进性能是影响其掘进效果和掘进效率的关键因素。本文以深圳地铁6号线二期民乐停车场TBM隧道工程为研究对象,采用BP神经网络方法,选取30组工程实例样本数据,对TBM的掘进性能进行预测。分别得到了侵彻量、刀盘推力和刀盘扭矩的预测曲线,并分析了现有的变化规律。同时,将BP神经网络预测结果与回归分析和现场实测结果进行对比,验证BP神经网络预测算法的合理性和适用性。结果表明:(1)BP神经网络预测算法误差小于3%,总体结果表明该方法适用于TBM掘进参数预测;(2)与回归分析的预测结果相比,误差较小,因此在一定程度上,BP神经网络预测算法具有更高的精度,可为类似地质条件下试验预测TBM掘进性能提供参考。
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引用次数: 0
Dummy Regression to Predict Resilient Modulus of Cohesive Subgrade Soils 粘性路基土弹性模量的虚拟回归预测
Pub Date : 1900-01-01 DOI: 10.18178/ijscer.10.4.172-177
M. Khasawneh, Rabea AL-Jarazi
Owing to a significant contribution of resilient modulus of subgrade soils in the overall performance of roads or railways, it is crucial to provide the best prediction of it. In other words, regarding road pavements, the behavior of pavements depends on the resilient deformations. This paper presents a new predictive equation for the resilient modulus of cohesive subgrade soils (A-4a and A-6a) using dummy regression. The results show that resilient modulus (MR) values exhibited a slight increase as the confining pressure increases. A-4a compacted at Optimum Moisture Content (OMC) found to attain higher values when compared to other conditions and different soils. A prediction model using dummy variables is proposed and shown to be able to predict the resilient modulus of cohesive subgrade soils over a range of stress states and water contents. 
由于路基土的弹性模量对公路或铁路的整体性能有重要贡献,因此对其进行最佳预测至关重要。换句话说,对于道路路面,路面的行为取决于弹性变形。本文用虚拟回归方法建立了粘性路基土(a -4a和a -6a)弹性模量的预测方程。结果表明:随着围压的增大,弹性模量略有增大;与其他条件和不同土壤相比,在最佳含水量(OMC)下压实的A-4a获得了更高的值。提出了一种使用虚拟变量的预测模型,并证明了该模型能够预测黏性路基土在各种应力状态和含水量下的弹性模量。
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引用次数: 0
Evaluation of Diameter and Distance of Sacrificial Piles from the Bridge Pier in Reducing Local Scour 减少桥墩局部冲刷牺牲桩直径和距离的评价
Pub Date : 1900-01-01 DOI: 10.18178/ijscer.10.3.113-118
J. Gamboa, Valeria Quintanilla, E. Guzman, S. Santos
In this research, it was analyzed influence of variation of sacrificial piles diameter, as well as the distance between front pile and the face of the pier in reducing local scour depth. For this purpose, it was calibrated a physical test of an isolated cylindrical pier developed in a previous research. For calibration, numerical models were made with Manning's roughness coefficients of the sand of 0.023, 0.024 and 0.025 and the application of Froechlich and Colorado State University (CSU) equations to calculate the local scour depth. After that, 12 numerical models were made with the addition of sacrificial piles in a 30° triangular configuration to the calibrated model. The diameters of sacrificial piles were 5, 6, 7.5 and 10 mm and distances between front pile and the face pier were 75, 90 and 105 mm. According to the results, the highest percentage of local scour reduction was obtained when the sacrificial piles had a diameter of 10 mm and the distance between the front pile and the pier was equal to 105 mm. In this sense, when the distance between the front pile and the face pier was greater, the percentage of local scour reduction was higher. Also, based on the results, it is concluded that, Froechlich's equations and CSU lose precision when there are sacrificial piles.
本研究分析了牺牲桩直径的变化以及前桩与桥面距离对减小局部冲刷深度的影响。为此,对先前研究中开发的孤立圆柱墩进行了物理测试。为了进行标定,采用砂的Manning粗糙度系数分别为0.023、0.024和0.025,并应用Froechlich方程和Colorado State University (CSU)方程计算局部冲刷深度,建立数值模型。然后,在校正后的模型上加入30°三角形牺牲桩,建立了12个数值模型。牺牲桩直径分别为5、6、7.5和10 mm,前桩与面墩距离分别为75、90和105 mm。结果表明,当牺牲桩直径为10 mm,前桩与桥墩距离为105 mm时,局部减冲率最高。从这个意义上说,当前桩与面墩之间的距离越大时,局部冲刷减少的百分比越高。同时,在有牺牲桩存在的情况下,Froechlich方程和CSU方程失去了精度。
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引用次数: 1
Design Method of Rough Terrain Detection and Avoidance in Unknown Environment for Space Rover 空间漫游者未知环境下粗糙地形检测与规避设计方法
Pub Date : 1900-01-01 DOI: 10.18178/ijscer.8.1.63-68
Sosuke Chiba, K. Uchiyama, Kai Masuda
This paper describes the guidance and control method for an exploration rover in an unknown planet where a rough area exists. A mission of a space rover is sometimes interrupted when the rover falls into the rough area. To overcome this problem, we propose the method that detects and avoids rough terrain by an observer without the use of images of a camera mounted on the rover. The observer, which is based on Disturbance Accommodating Control (DAC) method, estimates nonlinear terms including running resistance and slip ratio because nonlinear term changes by rough terrain such as high soil resistance area. Therefore, the proposed method enables to detect and avoid the rough terrain automatically without the use of vision sensors. Space rover also should identify its position during a mission because of a non-GPS environment. Expanded Kalman Filter simultaneous localization and mapping (EKF-SLAM) is applied to a space rover. The numerical simulation is conducted to verify that a space rover detects and avoids the rough terrain smoothly by using the proposed method.
本文介绍了一种未知行星上存在粗糙区域的探测车的制导与控制方法。当太空漫游者落入粗糙区域时,它的任务有时会中断。为了克服这个问题,我们提出了一种不使用安装在漫游车上的相机图像,由观察者检测和避开崎岖地形的方法。该观测器基于自适应扰动控制(DAC)方法,由于非线性项随高土壤阻力区等粗糙地形的变化而变化,该观测器对包括运行阻力和滑移率在内的非线性项进行估计。因此,该方法可以在不使用视觉传感器的情况下自动检测和避开崎岖地形。由于在非gps环境下,太空漫游者在执行任务时也应该确定自己的位置。将扩展卡尔曼滤波同时定位与映射(EKF-SLAM)应用于空间漫游者。通过数值仿真验证了该方法对空间漫游者在崎岖地形上的顺利探测和规避。
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引用次数: 0
Evolution of the Spatial Types of Wuhan Urban Congregated Housing from a Public/Private Space Perspective (1949–1966) 公共/私人空间视角下武汉城市集聚住宅空间类型演变(1949-1966)
Pub Date : 1900-01-01 DOI: 10.18178/ijscer.11.3.58-64
Shasha Li
—Modern urban housing in China has its own development path and distinctive spatial forms under the influence of China’s socialist political and economic system. It thus contains its complex and specific public/private relationship dimensions .The present study focuses on analyzing the spatial types of congregated housing in Wuhan through cases from 1949 to 1966 and exploring how their residential spaces participate in shaping the social public /private relations of the nation, society, individual and family in the same period by constructing the spatial relations among the city, residential area, residential building and domestic space. This study may help to enhance understanding of the intricate and dynamic relationships between public and private spaces in Chinese urban housing of the time, which differ from their counterparts in Western cities. It also provides an enlightenment on research on public/private spaces in current urban housing in varied contexts.
——中国现代城市住宅在中国社会主义政治经济体制的影响下,有自己的发展路径和独特的空间形态。本文主要通过案例分析1949 - 1966年武汉市聚集住宅的空间类型,通过构建城市、居住区、住宅建筑和家庭空间之间的空间关系,探讨其居住空间如何参与塑造同一时期国家、社会、个人和家庭的社会公私关系。本研究有助于加深对当时中国城市住宅中公共空间与私人空间之间复杂而动态的关系的理解,这种关系不同于西方城市。同时也为当前城市住宅在不同语境下的公共/私人空间研究提供了启示。
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引用次数: 0
Experimental Investigation of GFRP Hybrid Full-scale Bridge Deck Panels Subjected to AASHTO Design Truck Wheel Load GFRP混合动力全尺寸桥面板承受AASHTO设计卡车车轮荷载的试验研究
Pub Date : 1900-01-01 DOI: 10.18178/ijscer.8.3.280-283
Hesham Tuwair, Jonathan T. Drury, Jeffery Volz
This paper aims to demonstrate the feasibility of using a novel glass fiber-reinforced polymer (GFRP) sandwich panel in bridge deck applications. This new system integrates a polyurethane foam core that is sandwiched between two GFRP facings. With the purpose of investigating the performance of this new system, experimental static testing was performed. The investigation focused on the ultimate flexural strength capacity, stiffness, and panel-to-panel connection of the proposed bridge deck. The results of the flexural testing showed that the tested bridge deck panels exceeded the AASHTO Design Code Strength requirements by nearly three times. In addition, the bonded butt-type sandwich panel-to-panel connection transferred the loading between the panels beyond that required by code. 
本文旨在论证一种新型玻璃纤维增强聚合物(GFRP)夹层板在桥面应用中的可行性。这个新系统集成了一个聚氨酯泡沫芯,夹在两个玻璃钢面板之间。为了研究该系统的性能,进行了静态实验测试。调查的重点是最终的抗弯强度、刚度和拟建桥面的面板对面板连接。抗弯试验结果表明,所测桥面板强度超出AASHTO设计规范要求近3倍。此外,结合对接型夹层板与板之间的连接传递板之间的载荷超出了规范的要求。
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引用次数: 0
Fracture Analysis of Tube-gusset-intersecting Joint Based on SWDM Microscopic Fracture Mechanism 基于SWDM细观断裂机理的管-扣-交接头断裂分析
Pub Date : 1900-01-01 DOI: 10.18178/ijscer.12.3.76-84
Rujie Deng, Xianqiao Meng, Shulin Zhang, Z. Li
.
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引用次数: 0
Flexural and Shear Behavior of Rubberized High Strength Reinforced Concrete Beams Strengthened with CFRP CFRP加固橡胶高强混凝土梁的抗弯抗剪性能
Pub Date : 1900-01-01 DOI: 10.18178/ijscer.10.3.98-105
Ahmed S. Eisa, Ahmed Gab Allah, R. S. Mahmoud, A. Ibrahim
This study presents an experimental investigation of the flexural and shear behavior of strengthened high strength concrete (HSC) beams made with rubberized concrete. CFRP has been used in strengthening of all beams in shear and bending. The concrete mixtures have included a 15% of sand replaced with crumbed rubber with a size of 2 mm. Ten (10) simple span concrete beams have been prepared and tested to promote both flexure and shear failures. The tested beams were divided into two groups, where each group was divided into five beams. The first group was tested to fail in flexure and the second group in shear. Beams with crumbed rubber showed very good flexural and shear strength and all the strengthening techniques used were very effective in both flexure and shear. It was found that the most effective flexural and shear failure loads were increased by 51% and 64%, respectively. Overall, the results showed the feasibility of using rubberized beams in structural applications. 
本文对橡胶混凝土加固高强混凝土(HSC)梁的抗弯抗剪性能进行了试验研究。碳纤维布已用于所有梁的抗剪和抗弯加固。混凝土混合物中含有15%的沙子,取而代之的是2毫米大小的橡胶屑。十(10)个简跨混凝土梁已经准备和测试,以促进弯曲和剪切破坏。测试梁被分为两组,每组分为五束。第一组进行了弯曲破坏试验,第二组进行了剪切破坏试验。带有橡胶屑的梁具有很好的抗折和抗剪强度,所有的加固技术在抗折和抗剪方面都非常有效。结果表明,最有效的弯剪破坏荷载分别提高了51%和64%。总体而言,结果表明了在结构应用中使用橡胶梁的可行性。
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引用次数: 0
Obstruction Level Detection of Sewers Videos Using Convolutional Neural Networks 基于卷积神经网络的下水道视频障碍物水平检测
Pub Date : 1900-01-01 DOI: 10.18178/ijscer.10.4.135-143
Mario A. Gutiérrez- Mondragón, Dario Garcia Gasulla, Sergio Álvarez Napagao, Jaume Brossa- Ordoñez, Rafael Gimenez- Esteban
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引用次数: 2
Comparative Study between Two-and Three-Dimensional Analyses of a Deep Excavation 某深基坑二维与三维分析的比较研究
Pub Date : 1900-01-01 DOI: 10.18178/ijscer.11.4.84-93
Maria Spanea, N. Gerolymos
—The subsoil stratigraphy, the excavation geometry, and the temporary supporting system are significant factors that affect the design and construction of a deep excavation. This paper presents the findings of a numerical simulation of an anchored pile-supported 36m deep excavation with a length to width ratio of L/B=2.2. The significance of 3D geometry and excavation stages in the out of plane direction on the pile wall’s performance is highlighted. The analysis is carried out with PLAXIS FE code and the effective stress approach. The following critical parameters are used for the results’ comparison: (a) wall lateral displacement, (b) ground settlement, and (c) internal structural forces. The impact of wall structural anisotropy and construction sequence on the soil-structure system's performance is also investigated. The unrealistic 2D boundary conditions considerably overestimate results in terms of both displacements and stresses of the wall, which may lead to an overconservative design.
-底土地层、开挖几何形状和临时支护系统是影响深基坑设计和施工的重要因素。本文对长宽比为L/B=2.2的36m锚固桩深基坑进行了数值模拟。强调了三维几何形状和非平面方向开挖阶段对桩壁性能的重要性。采用PLAXIS有限元程序和有效应力法进行分析。以下关键参数用于结果比较:(a)墙体侧向位移,(b)地面沉降,(c)内部结构力。研究了墙体结构各向异性和施工顺序对土-结构体系性能的影响。不切实际的二维边界条件大大高估了壁面的位移和应力,这可能导致过度保守的设计。
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引用次数: 0
期刊
International journal of structural and civil engineering research
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