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Research on the Prediction of Rigid Frame-Continuous Girder Bridge Deflection Using BP and RBF Neural Networks 基于BP和RBF神经网络的刚构-连续梁桥挠度预测研究
Pub Date : 2023-07-31 DOI: 10.14311/cej.2023.02.0020
Jingyang Liu, Hexiang Wu, Quansheng Sun
To solve the problem of excessive deflection in the post-operation process of a rigid frame-continuous girder bridge and provide a basis for the setting of its initial camber, this paper, based on the results of finite element analysis, uses three methods to predict and verify the deflection of a rigid frame-continuous girder bridge. The results show that the average deflection method can be used to fit the average deflection value for a relatively long period of time and predict the average deflection value for the next longer period of time. Both the back-propagation (BP) neural network model and the radial basis function (RBF) neural network model can predict deflection well, but the RBF neural network model has higher prediction accuracy, with a mean absolute error (MAE) of 2.55 cmm and a relative error not exceeding 1%. The prediction model established by the RBF neural network has higher stability, better generalization ability, and better overall prediction performance. The established model has some reference significance for similar engineering projects and can achieve the optimization of structural parameters.
为了解决刚构-连续梁桥后期运行过程中出现的过大挠度问题,并为其初始弯度的设置提供依据,本文在有限元分析结果的基础上,采用三种方法对刚构-连续梁桥的挠度进行了预测和验证。结果表明,平均挠度法可以拟合较长一段时间内的平均挠度值,并预测下一段较长时间内的平均挠度值。反向传播(BP)神经网络模型和径向基函数(RBF)神经网络模型都能很好地预测偏转,但RBF神经网络模型的预测精度更高,平均绝对误差(MAE)为2.55 cmm,相对误差不超过1%。RBF神经网络建立的预测模型具有较高的稳定性、较好的泛化能力和较好的综合预测性能。所建立的模型对类似工程具有一定的参考意义,可以实现结构参数的优化。
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引用次数: 0
THE EFFECT OF RECYCLED RUBBER AGGREGATES AND DUNE SAND OF EL-OUED REGION ON THE COMPRESSIVE STRENGTH OF CEMENTITIOUS MORTAR: OPTIMIZATION USING TAGUCHI METHOD 利用田口法优化再生橡胶骨料和el-oued地区沙丘砂对胶凝砂浆抗压强度的影响
Pub Date : 2023-07-31 DOI: 10.14311/cej.2023.02.0016
Mohamed Zohair Kaab, H. Khelaifa, B. Athamnia, Tarek Djedid, A. Hima
This study optimizes the effect of recycled rubber aggregates and dune sand of El-Oued's region by maximizing the compressive strength of cementitious mortar using Taguchi's design experiments. The experiments were designed using an L9 orthogonal array to see the different relationships between the factors targeted in our research, namely: water/cement (W/C) ratio, rubber aggregates (RA) content, and dune sand (SD) content, with the levels of each factor in the mortar mixture. The samples were tested at 28 days in each of the nine trial conditions for two responses: compressive strength and ultrasonic pulse velocity. The results of the analysis of variation (ANOVA) show that RA content is the factor that has the largest effect on the two tests, and the second factor affecting the two tests is the W/C ratio. Then, the analysis shows that the SD content has no significant effect on the mechanical resistance of the mortar for the two tests. And from the mathematical models investigated in this study, we conclude that the factors RA content and W/C ratio have a negative influence on the responses of the compression test and the ultrasonic test together
本研究采用田口的设计实验,通过最大化胶凝砂浆的抗压强度,优化El-Oued地区再生橡胶骨料和沙丘砂的效果。实验采用L9正交设计,观察我们研究的目标因素,即水灰比(W/C)、橡胶骨料(RA)含量和沙丘砂(SD)含量与砂浆混合物中每个因素的水平之间的不同关系。样品在9种试验条件下分别进行28天的抗压强度和超声脉冲速度两项响应测试。方差分析(ANOVA)结果表明,RA含量是对两项检验影响最大的因素,其次是W/C比。分析表明,在两次试验中,SD含量对砂浆的力学抗力没有显著影响。通过建立的数学模型可知,RA含量和W/C比对压缩试验和超声试验的响应均有负向影响
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引用次数: 0
Design of Autonomous Position and Secondary Estimation of Atmospheric Parameters Sensor Using Low-cost GNSS 基于低成本GNSS的大气参数自主定位与二次估计传感器设计
Pub Date : 2023-07-31 DOI: 10.14311/cej.2023.02.0013
L. Běloch
The article focuses on the design and implementation of a Low-cost GNSS device for autonomous position monitoring and for determining parameters of the atmosphere. The first part is dedicated to the specification of individual components and their combination into several devices. The primary part includes a test of these GNSS devices and the parameters of data collection. This is followed by a quality test of these collected datasets, in several graphs is shown device capabilities. Also, we can see some problems with components, but we were able to specify what causes them. The final part deals with positioning and determining atmospheric parameters by G-Nut software with the selected GNSS sensor.
本文重点介绍了用于自主位置监测和确定大气参数的低成本GNSS设备的设计和实现。第一部分专门说明单个组件及其组合成几个设备的规格。第一部分包括对这些GNSS设备的测试和数据采集参数。随后对这些收集的数据集进行质量测试,在几个图形中显示了设备的功能。此外,我们可以看到组件的一些问题,但我们能够指定导致这些问题的原因。最后,利用G-Nut软件对选定的GNSS传感器进行大气参数的定位和测定。
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引用次数: 0
STUDY ON EARTHQUAKE DESTRUCTION MODE OF THE LARGEST CANAL CROSSING HIGHWAY BRIDGE BASED ON IEM BOUNDARY IN SOUTH-TO-NORTH WATER DIVERSION 南水北调中基于em边界的最大运河跨公路桥地震破坏模式研究
Pub Date : 2023-07-31 DOI: 10.14311/cej.2023.02.0012
X. Xu, Honghao Zhang, Jinchang Liang, Xuhui Liu, Chen Xie, Jianwei Zhang
  To study the dynamic failure mechanism and damage development law of highway bridge structure under the boundary effect in the process of seismic dynamic duration, the Wenchang Highway Bridge with the largest canal crossing in the South-to-North Water Diversion is taken as an example for seismic design analysis. Based on the finite element and infinite element coupling theory, the infinite element method boundary is introduced, the concrete damage plasticity is introduced, and the half-space free field model is established to study the energy dispersion phenomenon of waves in the boundary and the absorption effect of the infinite element method boundary on wave energy is verified. Under different peak acceleration intensities, the seismic response analysis of the bridge structure was carried out. The results show that: Under the action of selected artificial waves, the damage location of the bridge mainly concentrated in the junction of the box girder supported by the pier, the bottom of the pier and the junction of the pier and beam. The damage tends to develop downward near the bottom of the box girder. The damage at both ends of the beam extends from both ends to the middle. And the bottom and top of the pier have penetrating damage. These are weak points in seismic design. At a horizontal peak acceleration of 0.6g, in addition to damage to the pier column, damage also occurred to the bottom of the box girder. Therefore, when the horizontal peak acceleration of the seismic wave is greater than 0.6g, the failure of the bottom of the box girder is paid attention to. Moreover, the IEM boundary has a good control effect on the far-field energy dissipation of the wave, which is simpler and more efficient than the viscous–spring boundary.
为研究地震动力持续过程中边界效应作用下公路桥结构的动力破坏机制和损伤发展规律,以南水北调最大运河渡口文昌公路桥为例进行了抗震设计分析。基于有限元与无限单元耦合理论,引入无限单元法边界,引入混凝土损伤塑性,建立半空间自由场模型,研究波浪在边界中的能量色散现象,验证无限单元法边界对波浪能量的吸收效应。在不同峰值加速度烈度下,对桥梁结构进行了地震反应分析。结果表明:在选定的人工波作用下,桥梁的损伤位置主要集中在桥墩支撑箱梁的结合部、桥墩底部和桥墩与梁的结合部。箱梁底部附近的损伤有向下发展的趋势。梁两端的损伤由两端向中间延伸。桥墩底部和顶部均存在穿透性损伤。这些都是抗震设计的薄弱环节。水平峰值加速度为0.6g时,除墩柱损伤外,箱梁底部也出现损伤。因此,当地震波水平峰值加速度大于0.6g时,应注意箱梁底部的破坏。此外,IEM边界对波的远场能量耗散有较好的控制效果,比粘簧边界更简单有效。
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引用次数: 0
Study on the reasonable RSR of arch and its influencing factors in PBA method PBA法中拱的合理RSR及其影响因素的研究
Pub Date : 2023-07-31 DOI: 10.14311/cej.2023.02.0018
Jing Sun
In this paper, based on the numerical calculation, the reasonable rise-span ratio (RSR) and its influencing factors of the arch in the PBA method are compared and analyzed, and the mechanical properties of the arch under different influencing factors (RSR, lateral pressure coefficient (LPC), and structure thickness) is further obtained. The results show that the deformation and bending moment of the arch structure decreases first and then increases with the increase of the RSR, that is, optimal RSR exists. Different LPCs have a great influence on the stress of arch structure, and the deformation and bending moment of arch structure decrease with the increase of LPC. The increase in arch structure thickness can effectively reduce structural deformation, but may also lead to an increase in structural stress due to the increase in self-weight. At the same time, the comprehensive factors show that the optimal RSR increases with the increase of LPC and structure thickness, and it is suggested that the reasonable RSR should be 0.2-0.3. The rationality of the calculation is also verified by the application status of the station RSR with the PBA method in China.
本文在数值计算的基础上,对PBA法中拱的合理升跨比(RSR)及其影响因素进行了比较分析,进一步得到了不同影响因素(RSR、侧压系数(LPC)、结构厚度)下拱的力学性能。结果表明:随着RSR的增大,拱结构的变形和弯矩先减小后增大,即存在最优RSR;不同的LPC对拱结构的应力影响较大,随着LPC的增大,拱结构的变形和弯矩减小。增加拱结构厚度可有效减小结构变形,但也可能因自重增加而导致结构应力增加。同时,综合因素分析表明,最佳RSR随LPC和结构厚度的增加而增大,合理的RSR为0.2 ~ 0.3。通过PBA方法在中国的应用现状,验证了计算的合理性。
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引用次数: 0
Experimental study on real bridge before and after simple-supporting to continuous reinforced concrete hollow slab 钢筋混凝土连续空心板简支前后实桥试验研究
Pub Date : 2023-07-31 DOI: 10.14311/cej.2023.02.0015
B. Hu, Jianxi Yang, Quansheng Sun, Chao Zhang
This article studies a concrete hollow slab simply supported-continuous actual engineering project in a certain city. Before the reinforcement of the bridge, there were cracks and exposed rebars, etc. In order to ensure the safe operation of the bridge, a reinforcement method of simply supported-continuous was adopted, prestressed steel strands are used to convert the simple-supported structure into a continuous structure, thereby improving the structural load-bearing capacity and overall integrity. Through conducting comparative analysis of load tests on a bridge before and after reinforcement, this article studies the improvement effect of the simply-supported-to-continuous reinforcement method on the bearing capacity of the bridge. A finite element model of the bridge was established, and comparative analysis was carried out before and after the reinforcement of the bridge. The bearing capacity and work performance of the bridge structure were evaluated. The research shows that the simply supported-continuous reinforcement method has a good improvement effect on the load-bearing capacity of the concrete hollow slab and can be used to improve the insufficient load-bearing capacity of the concrete hollow slab bridge in the city.
本文对某城市某混凝土空心板简支连续实际工程进行了研究。该桥加固前存在裂缝、钢筋外露等问题。为保证桥梁的安全运行,采用简支-连续的加固方法,采用预应力钢绞线将简支结构转化为连续结构,从而提高了结构的承载能力和整体完整性。本文通过对某桥梁加固前后的荷载试验进行对比分析,研究简支转连续加固方法对桥梁承载力的改善效果。建立了该桥有限元模型,并对该桥加固前后进行了对比分析。对桥梁结构的承载力和工作性能进行了评价。研究表明,简支连续配筋法对混凝土空心板的承载能力有较好的改善效果,可用于改善城市混凝土空心板桥梁承载能力不足的问题。
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引用次数: 0
Preparation of the composite asphalt material and its performance in road rehabilitation 复合沥青材料的制备及其在道路修复中的性能研究
Pub Date : 2023-07-31 DOI: 10.14311/cej.2023.02.0021
Tiezeng Zhu, Xudan Li
Asphalt materials have a very wide range of applications in roads, but with the increase of traffic pressure and the intensification of cracking and rutting in traditional asphalt pavements, there is an urgent need to further improve the performance of asphalt materials. In this paper, composite asphalt materials containing 10%, 20%, and 30% trinidad lake asphalt (TLA) and 0%, 2%, 3%, and 4% styrene-butadiene rubber (SBR) were prepared. Their basic properties and the properties of the mixes used for road rehabilitation were analyzed. It was found that the addition of TLA and SBR caused a decrease in the penetration degree of the material, but significantly increased the softening point of the material, TLA was detrimental to the ductility of the material, and SBR could improve the ductility. From the analysis of the performance of road rehabilitation mixes, the comprehensive performance of 20% TLA+3% SBR was good, its dynamic stability reached 3,712.66 times/mm, its water stability was also good, and its stiffness modulus was 3,332.64 MPa. The results prove the improvement of TLA and SBR for asphalt performance, and this method can be applied in practical projects.
沥青材料在道路上的应用非常广泛,但随着交通压力的增大和传统沥青路面开裂、车辙的加剧,迫切需要进一步提高沥青材料的性能。本文制备了含有10%、20%、30%特立尼达湖沥青(TLA)和0%、2%、3%、4%丁苯橡胶(SBR)的复合沥青材料。分析了它们的基本性能和用于道路修复的混合料的性能。结果发现,TLA和SBR的加入使材料的渗透程度降低,但明显提高了材料的软化点,TLA不利于材料的延性,而SBR可以提高材料的延性。从路面修复料的性能分析来看,20% TLA+3% SBR的综合性能较好,其动态稳定性达到3712.66次/mm,水稳定性也较好,其刚度模量为332.64 MPa。结果表明,掺加TLA和SBR对沥青性能有改善作用,该方法可在实际工程中应用。
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引用次数: 0
STUDY ON THE DRIVING GAZE SHIFT CHARACTERISTICS OF VISION INTERESTING AREA ON MOUNTAINOUS ROAD 山地道路视觉兴趣区驾驶视线转移特征研究
Pub Date : 2023-07-31 DOI: 10.14311/cej.2023.02.0014
Yunwei Meng, Shibao Li, Kang Chen, Binbin Li, G. Qing
Mountainous road landscape is the main source of driving information. The characteristics of two-lane mountainous road result in real-time dynamic changes in the driver's vision interesting areas. In order to explore the dynamic gaze characteristics, a driving experiment is conducted, and the gaze data of 10 drivers are collected. Markov chain is used to analyze the change process of gaze. The results show that: (1) when the current gaze point is in the straight front area, different road landscape has no significant impact on the gaze shift probability; (2) when the current gaze point is in the near left area, next gaze will expand the search scope to obtain much more driving information; (3) when the current gaze point is in the near right area, there is a high probability that the driver's next gaze will return to the front area; (4) when the current gaze point is in the far right area, the gaze will move back and forth between the near right and the far right areas; (5) when the current gaze point is in the far left area, there is a high probability that the gaze will remain in current area; (6) the main source of traffic information obtained by the driver in mountainous road landscape is the straight front area in the vision field, and the gaze point constantly shifts between the far ahead and the near ahead. The research results can provide technical reference for the construction of landscape in mountainous two-lane road.
山地道路景观是行车信息的主要来源。双车道山地道路的特点导致驾驶员视觉兴趣区域的实时动态变化。为了探索动态凝视特性,进行了驾驶实验,收集了10名驾驶员的凝视数据。利用马尔可夫链分析了注视的变化过程。结果表明:(1)当当前凝视点位于直前方区域时,不同道路景观对视线转移概率无显著影响;(2)当当前注视点位于左近区域时,下一个注视点将扩大搜索范围,获得更多的驾驶信息;(3)当前凝视点在近右侧区域时,驾驶员下一次凝视返回前方区域的概率较大;(4)当当前凝视点位于最右侧区域时,凝视将在最右侧和最右侧区域之间来回移动;(5)当当前注视点位于最左侧区域时,注视点停留在当前区域的概率较大;(6)山地道路景观中驾驶员获取交通信息的主要来源是视野中的直前方区域,注视点在远前方和近前方之间不断变换。研究成果可为山地双车道公路景观建设提供技术参考。
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引用次数: 0
Study on the settlement law of tunnel in diatomite stratum based on Strain Softening model 基于应变软化模型的硅藻土地层隧道沉降规律研究
Pub Date : 2023-07-31 DOI: 10.14311/cej.2023.02.0017
Y. Li, Huijian Zhang, Gongning Liu, Yuchao Zheng, Wei Fang, Lichuan Wang
Nowadays, there is no precedent for building a high-speed railway in diatomite area. Due to the complex structure and poor mechanical properties of diatomite as well as the lack of relevant engineering experience, more attention has been paid to the proper constitutive model of the tunnel in diatomite layer using the numerical calculation method, while the traditional Elastoplastic calculation model is the most used yet. Therefore, relying on the Feifengshan tunnel, through FLAC3D software as well as the on-site monitoring, the analysis of the settlement law about tunnelling in diatomite stratum is carried out based on different constitutive models. The research results show that diatomite has obvious strain-softening characteristics. The calculated surface settlement and vault settlement based on the Strain Softening model was greater than that based on the Mohr Coulomb model. When compared with the on-site monitoring data, it was found that the Strain Softening model would more accurately show the settlement law of the tunnel in diatomite and has better applicability in the diatomite area. The above-mentioned research results may provide some references for the construction and design of tunnels in similar strata in the future.
目前,在硅藻土地区修建高铁还没有先例。由于硅藻土结构复杂,力学性能差,且缺乏相关工程经验,采用数值计算方法对硅藻土层内隧道的合适本构模型研究较多,而目前使用最多的是传统的弹塑性计算模型。因此,以飞峰山隧道为依托,通过FLAC3D软件,结合现场监测,基于不同本构模型,对硅藻土地层中隧道掘进沉降规律进行分析。研究结果表明,硅藻土具有明显的应变软化特性。应变软化模型计算的地表沉降和拱顶沉降均大于Mohr - Coulomb模型。通过与现场监测数据的对比,发现应变软化模型能更准确地反映隧道在硅藻土中的沉降规律,在硅藻土地区具有更好的适用性。上述研究成果可为今后类似地层隧道的施工设计提供一定的参考。
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引用次数: 0
STRESS AND DEFORMATION ANALYSIS OF A U-SHAPED THIN AQUEDUCT BASED ON SHELL ELEMENT 基于壳单元的u型薄渡槽应力与变形分析
Pub Date : 2023-07-31 DOI: 10.14311/cej.2023.02.0011
Chuan Zhao, L. Zhang, Sanming Feng, Peng Zeng, Qiang Zhou, Rui Yu
In order to study the stress and deformation characteristics of Jigongzui U-shaped thin shell aqueduct structure, shell element in ANSYS is proposed to establish the three-dimensional finite element model of the aqueduct for numerical calculation, and the relevant mechanical parameters are obtained by detecting the depth of concrete carbonization. The simulated results show that: (1) The concrete carbonization depth of Jigongzui aqueduct reached 20mm, accounting for about 20% of the total thickness of the channel wall; (2) With the increase of aqueduct water level, the deformation and stress of the aqueduct body gradually increase. The maximum deflection in the middle of the span is 6.98mm, which is less than the limit value of the specification, but the tension in some areas at the bottom of the middle of the span is obvious, exceeding the allowable tensile strength. It is suggested to strengthen the aqueduct body by pasting high-performance fiber materials to improve the stress distribution of the aqueduct body; (3) Shell  element has fast calculation speed and high efficiency when simulating similar U-shaped thin shell aqueduct, which can be popularized in simulating similar thin shell structures.
为了研究鸡公嘴u型薄壳渡槽结构的应力和变形特性,提出在ANSYS中采用壳单元建立渡槽的三维有限元模型进行数值计算,并通过检测混凝土碳化深度获得相关力学参数。模拟结果表明:(1)鸡公嘴渡槽混凝土碳化深度达到20mm,约占槽壁总厚度的20%;(2)随着渡槽水位的升高,渡槽体的变形和应力逐渐增大。跨中最大挠度为6.98mm,小于规范限值,但跨中底部部分区域张力明显,超过许用抗拉强度。建议通过粘贴高性能纤维材料对渡槽体进行加固,改善渡槽体的应力分布;(3)壳单元在模拟类似u型薄壳渡槽时计算速度快、效率高,可在类似薄壳结构的模拟中推广应用。
{"title":"STRESS AND DEFORMATION ANALYSIS OF A U-SHAPED THIN AQUEDUCT BASED ON SHELL ELEMENT","authors":"Chuan Zhao, L. Zhang, Sanming Feng, Peng Zeng, Qiang Zhou, Rui Yu","doi":"10.14311/cej.2023.02.0011","DOIUrl":"https://doi.org/10.14311/cej.2023.02.0011","url":null,"abstract":"In order to study the stress and deformation characteristics of Jigongzui U-shaped thin shell aqueduct structure, shell element in ANSYS is proposed to establish the three-dimensional finite element model of the aqueduct for numerical calculation, and the relevant mechanical parameters are obtained by detecting the depth of concrete carbonization. The simulated results show that: (1) The concrete carbonization depth of Jigongzui aqueduct reached 20mm, accounting for about 20% of the total thickness of the channel wall; (2) With the increase of aqueduct water level, the deformation and stress of the aqueduct body gradually increase. The maximum deflection in the middle of the span is 6.98mm, which is less than the limit value of the specification, but the tension in some areas at the bottom of the middle of the span is obvious, exceeding the allowable tensile strength. It is suggested to strengthen the aqueduct body by pasting high-performance fiber materials to improve the stress distribution of the aqueduct body; (3) Shell  element has fast calculation speed and high efficiency when simulating similar U-shaped thin shell aqueduct, which can be popularized in simulating similar thin shell structures.","PeriodicalId":21974,"journal":{"name":"Stavební obzor - Civil Engineering Journal","volume":"28 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-07-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"73949036","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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Stavební obzor - Civil Engineering Journal
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