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Machine Vision Based The Spatiotemporal Information Identification of The Vehicle 基于机器视觉的车辆时空信息识别
Q4 ENGINEERING, CIVIL Pub Date : 2023-10-01 DOI: 10.14525/jjce.v17i4.14
Chao Wang
Accurately identifying the vehicle load on the bridge plays a vital role in structural-stress analysis and safety evaluation. Also, extracting the spatiotemporal information of the vehicle’s is crucial for identifying the vehicle load. This study aimed to propose a vehicle spatiotemporal information-identification method based on machine-vision technology. First, digital video surveillance cameras were installed in the front and on the side of the monitoring section to capture real-time videos of vehicles passing through the monitoring section. The background-difference method was used to detect vehicles based on the frontal video. Subsequently, the transverse position was evaluated according to the distance between the vehicle’s license plate and the lane line. Other vehicle parameters, including the vehicle’s speed, the number of axles and the wheelbase, were identified based on the lateral video and the auxiliary lines with a known distance. Second, a laboratory model experiment and multiple field tests under different scenes were carried out to validate the efficiency and accuracy of the proposed method. The results indicated that the average identification errors of wheelbase for the model experiment and the field tests were all 1.12% and those of the vehicle’s speed were 1.25% and 1.35, respectively. Also, the average deviations of the lateral position were 2.57 mm and 2.69 cm, respectively. The variances of the identified error of the three parameters for the field tests were 0.78%, 1.83 cm and 0.54%, respectively. This verified that the proposed method has high accuracy, reliability and good anti-noise performance. KEYWORDS: Machine vision, Spatiotemporal information, Load identification, Orthotropic deck, Bridge engineering.
准确识别桥梁上的车辆荷载对桥梁结构应力分析和安全评价具有重要意义。同时,车辆载荷的时空信息提取是车辆载荷识别的关键。本研究旨在提出一种基于机器视觉技术的车辆时空信息识别方法。首先,在监控路段前方和侧面安装数字视频监控摄像头,实时捕捉通过监控路段车辆的视频。采用背景差分法对前方视频进行车辆检测。然后,根据车辆车牌与车道线之间的距离评估横向位置。其他车辆参数,包括车辆的速度,轴数和轴距,是基于横向视频和辅助线已知的距离来确定的。其次,通过室内模型试验和不同场景下的多次现场试验,验证了所提方法的有效性和准确性。结果表明:模型试验和现场试验的平均轴距识别误差均为1.12%,车速识别误差分别为1.25%和1.35。侧卧位置的平均偏差分别为2.57 mm和2.69 cm。田间试验3个参数的识别误差方差分别为0.78%、1.83 cm和0.54%。验证了该方法具有较高的精度、可靠性和良好的抗噪声性能。关键词:机器视觉,时空信息,荷载识别,正交异性甲板,桥梁工程。
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引用次数: 0
Deep Learning-based Land-cover Change Detection in Remote-sensing Imagery 基于深度学习的遥感影像土地覆盖变化检测
Q4 ENGINEERING, CIVIL Pub Date : 2023-10-01 DOI: 10.14525/jjce.v17i4.06
A. Diana Andrushia
With the significant advancement in deep-learning methods and their feature representation, deep-learning methods are more prevalent in solving change-detection tasks. The prime purpose of change detection is to detect the changes on the surface of the earth. In this work, an end-to-end encoder-decoder architecture is used to detect the changes in the land cover. The proposed method uses residual U-Net to find land-cover image changes. The UNet structure is used as the backbone of the network. The effectiveness of the proposed method has been experimented through LEVIR-CD datasets. The results showed that the proposed method outperforms the state-of-the-art techniques and gives reliable results. These techniques can be used to examine changes in the earth's crest due to natural events, such as landslides, earthquakes, erosion and geo-hazards or human activity, like mining and development. KEYWORDS: Change detection, Remote sensing, Residual UNet, Deep learning, Land cover, Climate.
随着深度学习方法及其特征表示的显著进步,深度学习方法在解决变化检测任务中越来越普遍。变化探测的主要目的是探测地球表面的变化。在这项工作中,使用端到端编码器-解码器架构来检测土地覆盖的变化。该方法利用残差U-Net来寻找土地覆盖图像的变化。使用UNet结构作为网络的骨干。通过LEVIR-CD数据集对该方法的有效性进行了实验。结果表明,所提出的方法优于最先进的技术,并给出了可靠的结果。这些技术可用于检查由于自然事件(如滑坡、地震、侵蚀和地质灾害)或人类活动(如采矿和开发)造成的地球波峰变化。关键词:变化检测,遥感,残差UNet,深度学习,土地覆盖,气候
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引用次数: 0
Optimal Shear Strengthening of Severely Deficient RC Beam Using JFRP Laminate with Anchor 钢筋混凝土严重缺陷梁JFRP配筋优化抗剪加固
Q4 ENGINEERING, CIVIL Pub Date : 2023-10-01 DOI: 10.14525/jjce.v17i4.13
Md Ashraful Alam
High-strength jute fibre-reinforced polymer (JFRP) laminates have recently been introduced to strengthen RC beams against shear. In contrast to synthetic-based composites, JFRP laminates would be more ductile, compatible with steel shear rebar and effective in reducing debonding due to their lower modulus of elasticity. The prime objective of this research was providing an optimal solution to strengthen a severely deficient RC beam against shear using an externally bonded JFRP laminate with anchor. Fabrication of the JFRP laminate was carried out with the maximum fibre content of 37.5% to obtain high tensile strength. Five full-scale RC beam specimens were cast. Shear strengthening was done by an externally bonded JFRP laminate with double connector, multiple connector and embedded-bar anchor systems. The dimensions of JFRP laminate were obtained based on proposed guidelines. Based on the experimental test, the average tensile strength of the fabricated JFRP laminate was found to be 162 MPa. Results also showed that the JFRP laminate with multiconnector anchor increased the maximum shear capacity of deficient RC beams by 89% and the beams had failed by the fracture of laminate. Beams strengthened with embedded-bar anchor had shown flexural ductile failure. Both beams failed after yielding of flexural bar. The proposed guidelines could be used for shear strengthening of severely deficient beams to enhance the maximum shear capacity using full strength of JFRP laminate with anchor. KEYWORDS: RC beam, Shear strengthening, JFRP laminate, Anchor, Optimal design
高强度黄麻纤维增强聚合物(JFRP)层压板最近被引入加强钢筋混凝土梁抗剪切。与合成基复合材料相比,JFRP层压板具有更强的韧性,与钢抗剪钢筋兼容,并且由于其较低的弹性模量而有效减少剥离。本研究的主要目的是提供一个最佳的解决方案,以加强严重缺陷的RC梁抗剪切使用外部粘结JFRP层压锚。为获得较高的抗拉强度,制备了纤维含量为37.5%的JFRP复合材料。浇铸了5个全尺寸RC梁试件。剪切加固采用双接头、多接头和预埋杆锚固体系的外粘结JFRP层合板。JFRP层压板的尺寸根据提出的准则得到。实验结果表明,复合材料的平均抗拉强度为162 MPa。结果还表明,JFRP复合材料复合锚杆可使钢筋混凝土缺陷梁的最大抗剪能力提高89%,梁因复合材料复合锚杆断裂而失效。预埋杆锚固加固梁出现了抗弯延性破坏。两梁在受弯杆屈服后均失效。建议的准则可用于严重缺陷梁的抗剪加固,以提高JFRP带锚层压板的最大抗剪能力。关键词:钢筋混凝土梁,抗剪加固,JFRP叠层,锚杆,优化设计
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引用次数: 0
Numerical Analysis of a 3D Unit Cell Model for Soft Soil Reinforced with Different Granular Columns 不同颗粒柱加筋软土三维单元胞模型的数值分析
Q4 ENGINEERING, CIVIL Pub Date : 2023-10-01 DOI: 10.14525/jjce.v17i4.05
Yousfi Amin
Recycled aggregates have been increasingly considered in recent years, owing to the limited supply of natural aggregates coupled with the corresponding carbon footprint. Recycled aggregates are aggregates prepared from construction and demolition waste. Their use aims to reduce energy consumption and contributes to reducing waste harmful to the environment. This study is based on a number of numerical tests using the finite element method of PLAXIS 3D software with the elastic-perfectly plastic behavior model and the Mohr flow criterion for all materials. A unit cell model of soft soil treated with three types of granular columns was loaded to failure: ordinary stone columns (OSCs), sand-fiber mix (SFM) and recycled aggregate porous concrete pile (RAPP). An extensive parametric study was conducted to investigate the effect of column type, friction angle, elasticity modulus, column length and geotextile effective stiffness on the behavior of soft soils. The results of numerical tests indicated that the bearing capacity of the recycled aggregate columns is three times greater than that of columns of natural aggregates. The findings of this research are given in the form of load-settlement graphs, which made it possible to release recommendations to carry out works using this technique. KEYWORDS: Soft soil, Granular column, Numerical analysis, Unit cell, Bearing capacity, PLAXIS 3D software
近年来,由于天然骨料供应有限,加上相应的碳足迹,回收骨料越来越受到重视。再生骨料是从建筑和拆除废物中制备的骨料。它们的使用旨在减少能源消耗,并有助于减少对环境有害的废物。本研究基于PLAXIS 3D软件的有限元方法,采用弹塑性行为模型和Mohr流动准则对所有材料进行了数值试验。采用普通石柱(OSCs)、砂纤维拌合桩(SFM)和再生骨料多孔混凝土桩(RAPP)三种颗粒柱对软土地基进行荷载破坏的单胞模型。本文对柱型、摩擦角、弹性模量、柱长和土工布有效刚度对软土性能的影响进行了广泛的参数化研究。数值试验结果表明,再生骨料柱的承载力是天然骨料柱承载力的3倍。本研究的结果以荷载沉降图的形式给出,这使得可以发布使用这种技术进行工作的建议。关键词:软土,颗粒柱,数值分析,单元格,承载力,PLAXIS 3D软件
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引用次数: 0
Three-dimensional Finite-element Analysis of the Influence of Tunneling on Pile Foundations 隧道开挖对桩基影响的三维有限元分析
Q4 ENGINEERING, CIVIL Pub Date : 2023-10-01 DOI: 10.14525/jjce.v17i4.04
Moamen Abd El Raouf
Advancing tunnel boring machine (TBM) during tunnel construction induces a surface settlement, affecting adjacent buildings and facilities. A three-dimensional finite-element model (Plaxis 3D) was used to simulate and analyze this process. A comparison between the numerical model and field measurements of the Greater Cairo Metro (Line 3) was made to validate the obtained results. A sensitivity analysis was conducted to determine how changes in some parameters, such as constitutive models, pile position relative to the tunnel axis and pile spacing, affect the results of the finite-element model. Three constitutive models: hardening soil small (HSS), hardening soil (HS) and the Mohr-Coulomb (MC) models, were used to evaluate the effect of the constitutive models on the results. From the numerical analysis, it is clear that the numerical results are in good agreement with field measurements. The results of the HSS model are more realistic and closer to field measurements than those of the HS and MC models. Furthermore, the effect of the tunnel construction on the settlement of adjacent piles is virtually null at a distance of 2 D (where D is the tunnel diameter). Finally, increasing the pile spacing decreases the effect of tunnel excavation on adjacent pile foundations. KEYWORDS: Tunneling, Numerical models, Constitutive models, Pile foundation, Pile spacing
隧道掘进机在施工过程中引起地表沉降,对邻近建筑物和设施造成影响。采用三维有限元模型(Plaxis 3D)对这一过程进行了仿真分析。将数值模型与大开罗地铁(3号线)的现场测量结果进行了比较,验证了所得结果。通过敏感性分析,确定本构模型、桩相对于隧道轴线位置、桩间距等参数的变化对有限元模型结果的影响。采用硬化土(HSS)本构模型、硬化土(HS)本构模型和Mohr-Coulomb (MC)本构模型对试验结果的影响进行了评价。数值分析表明,数值结果与现场实测结果吻合较好。与HS和MC模型相比,HSS模型的结果更加真实,更接近现场测量结果。此外,隧道施工对相邻桩沉降的影响在2d(其中D为隧道直径)范围内几乎为零。最后,增大桩间距可减小隧道开挖对相邻桩基的影响。关键词:隧道,数值模型,本构模型,桩基础,桩间距
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引用次数: 0
Behavior of Natural Pozzolana-Lime-stabilized Clayey Soils Artificially Contaminated by Sulfates 硫酸盐人工污染天然灰泥稳定粘土的特性研究
Q4 ENGINEERING, CIVIL Pub Date : 2023-10-01 DOI: 10.14525/jjce.v17i4.07
Hamid Gadouri
The use of lime in sulfate-bearing clayey soils has historically caused structural damage to infrastructures due to the formation of an expansive ettringite mineral. In this paper, a research was conducted to study the effectiveness of natural pozzolana (NP) for providing better stabilization of sulfate-bearing soils. Compaction and free-swell potential tests were first performed on lime-stabilized grey and red clayey soils (GS and RS) containing different contents of added sodium and calcium sulfates (2, 4 and 6% Na2SO4 or CaSO4·2H2O). Then, the same tests were repeated by adding 20%NP. The test results indicated that the presence of 4% and 6% Na2SO4 in the soil resulted in an abnormal increase in the swell potential of both lime-stabilized GS and RS. The X-ray diffraction (XRD) results confirmed the growth of the ettringite mineral responsible for this higher swell potential. However, the use of 8% lime with 20%NP in stabilizing sulfate-bearing clayey soils produced significant improvements in the optimum moisture content (OMC) and maximum dry density (MDD), as well as in the swell potential. The addition of 20%NP into the lime-stabilized GS and RS eliminated the harmful effect of Na2SO4. In addition, for 120-day curing period, the use of 6% CaSO4·2H2O was found very effective by reducing the swell potential of NP-lime-stabilized GS and RS from 7.33% to 0.4% and from 2.79% to 0.2%, respectively trips. KEYWORDS: Clayey soils, Mineral additives, Sulfates, Compaction, Swell potential, Stabilization.
在含硫酸盐的粘土中使用石灰,由于形成膨胀的钙矾石矿物,历来会对基础设施造成结构性破坏。本文研究了天然灰火山灰(NP)对含硫酸盐土壤的稳定性。首先对添加不同硫酸钠和硫酸钙(2,4和6% Na2SO4或CaSO4·2H2O)的石灰稳定灰粘土和红粘土(GS和RS)进行了压实和自由膨胀电位试验。然后,通过添加20%的np重复相同的测试。结果表明,土壤中Na2SO4含量分别为4%和6%导致石灰稳定GS和RS膨胀势异常增大,x射线衍射(XRD)结果证实了钙矾石矿物的生长导致了这种高膨胀势。然而,在稳定含硫酸盐粘土中,使用8%石灰和20%NP,在最佳含水量(OMC)和最大干密度(MDD)以及膨胀势方面都有显著改善。在石灰稳定的GS和RS中加入20%的np可以消除Na2SO4的有害影响。此外,在120天的养护期内,6%的CaSO4·2H2O的使用非常有效,可以将硝酸石灰石稳定的GS和RS的膨胀势分别从7.33%降至0.4%和2.79%降至0.2%。关键词:粘性土,矿物添加剂,硫酸盐,压实,膨胀势,稳定
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引用次数: 0
Mechanical Properties of Slab Ballastless Track Subjected to Combined Effects of Loading and Temperature 荷载和温度共同作用下平板无砟轨道的力学性能
Q4 ENGINEERING, CIVIL Pub Date : 2023-10-01 DOI: 10.14525/jjce.v17i4.01
Guowen Yao
Temperature has a significant impact on the structural performance of the China Railway Track System (CRTS) Ⅱ slab ballastless track-bridge and the structure is susceptible to fatigue damage under long-term loading. Therefore, it is crucial to conduct cyclic-loading test on the track-bridge structure to reveal the evolution of its mechanical properties under coupled temperature-load effect. In this study, a 1:4 scaled-down model of a ballastless track-bridge was produced and placed in a large-size environmental chamber for temperature-load coupled cyclic-loading tests. The results showed that after 1×10^6 cycles of loading, no cracks were observed on the surface of the track structure. The structural workability and load capacity of the track-bridge met the required service standards. During the temperature-load coupling test, the load-displacement curves of the structural system exhibited intervals, with a more significant increase in static-deflection values. The dynamic deflection of the structural system under the coupling action experienced a higher growth rate and more abrupt changes compared to single-load conditions. These observations indicated that the ambient temperature amplified the deflection of the structural system. The strain values in the track structure exhibited significant non-linearity, with temperature amplifying this effect. The dynamic-response test results revealed a negative correlation between the inherent frequency of the track structure and the ambient temperature, further emphasizing the influence of temperature on the stability of the track structure. Consequently, it is essential to enhance the monitoring of track structures in high-temperature climates to ensure their safe operation.
温度对中国铁路轨道系统(CRTS)Ⅱ平板无砟轨道桥的结构性能影响较大,结构在长期荷载作用下易发生疲劳损伤。因此,对轨道-桥梁结构进行循环加载试验,揭示其在温度-荷载耦合作用下力学性能的演变规律至关重要。在本研究中,制作了一个1:4比例缩小的无砟轨道桥梁模型,并将其放置在大尺寸环境室中进行温度-载荷耦合循环加载试验。结果表明:1×10^6次循环加载后,轨道结构表面未出现裂纹;轨道桥的结构可使用性和承载能力满足要求的使用标准。在温度-荷载耦合试验过程中,结构体系的荷载-位移曲线呈现区间分布,静挠度值的增加更为显著。与单荷载相比,耦合作用下结构体系的动挠度增长速度更快,变化幅度更大。这些观测结果表明,环境温度放大了结构体系的挠度。轨道结构中的应变值表现出明显的非线性,温度放大了这种效应。动力响应试验结果显示,轨道结构固有频率与环境温度呈负相关,进一步强调了温度对轨道结构稳定性的影响。因此,加强对高温气候条件下轨道结构的监测是保证其安全运行的必要条件。
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引用次数: 0
Seismic Behavior of an Inter-story Hinged Lateral Resistance Braced Frame 层间铰接横向阻力支撑框架的抗震性能
Q4 ENGINEERING, CIVIL Pub Date : 2023-10-01 DOI: 10.14525/jjce.v17i4.10
Yu Ren
Based on the deflection behavior of structural components occurring at the lateral deformation of moment frames, a new lateral force-resisting system, the R-BRACE Frame (RBF) system, was proposed. This system is capable of effectively limiting the inter-story drift response of tall buildings. An evaluation was conducted using the finite element method program SAP2000 to simulate the internal force distribution and deformation of the system. The equivalent lateral force procedure (ELFP), the capacity spectrum method (CSM), a linear time-history analysis and the pushover method were applied to assess the yielding mechanism of the structure under different earthquake intensity levels. The findings revealed that the sub-unit, referred to as an R-BRACE, had a major impact on improving a structure's lateral stiffness. The placement of R-BRACE units could guarantee controllable stiffness degradation and enhanced seismic ductility, but would not alter the vertical load transfer path of the initial structure, which makes the RBF system an ideal option for seismic retrofitting. KEYWORDS: Lateral force-resisting system, R-BRACE frame, Enhanced lateral stiffness resistance, Seismic ductility
基于结构构件在弯矩框架横向变形时的挠度特性,提出了一种新的抗侧力体系——r -支撑框架体系。该系统能够有效地限制高层建筑的层间漂移响应。利用SAP2000有限元软件对系统的内力分布和变形进行了仿真分析。采用等效侧向力法(ELFP)、容量谱法(CSM)、线性时程法和推覆法对不同烈度下结构的屈服机理进行了分析。研究结果表明,被称为R-BRACE的亚单元对提高结构的横向刚度有重大影响。R-BRACE单元的放置可以保证可控的刚度退化和增强的地震延性,但不会改变初始结构的垂直荷载传递路径,这使得RBF系统成为抗震改造的理想选择。关键词:抗侧力体系,r -支撑框架,抗侧刚度增强,抗震延性
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引用次数: 0
Reinforcement Learning in Urban Network Traffic-signal Control 城市网络交通信号控制中的强化学习
Q4 ENGINEERING, CIVIL Pub Date : 2023-10-01 DOI: 10.14525/jjce.v17i4.12
Eslam Al-Kharabsheh
Traffic-signal recognition and anticipation are essential for advanced driver-assistance systems. Due to its superior performance in data categorization, deep learning has gained significance in vision-based object identification in recent years. When examining the application of deep learning to develop a high-performance urban traffic-signal detection system, the input image's colour space, as well as the deep-learning network model are examined as part of the system's primary components. Using distinct network models based on the Faster R-CNN algorithm and colour spaces in simulations helps the RGB (red, green and blue) colour space and the Faster R-CNN model detects the method of network target. A series of fundamental convolutional networks is used depending on pooling layers to extract the features of maps of images for training datasets, where the data may be used to develop a system for traffic-signal detection and create a new traffic signal that requires image recognition. KEYWORDS: Bounding boxes, Faster R-CNN, Modelled environments, Simulation, Traffic-signal detecting system.
交通信号识别和预测对于先进的驾驶员辅助系统至关重要。由于其在数据分类方面的优异性能,近年来深度学习在基于视觉的目标识别中具有重要意义。在研究深度学习在开发高性能城市交通信号检测系统中的应用时,将输入图像的色彩空间以及深度学习网络模型作为系统主要组件的一部分进行检查。在模拟中使用基于Faster R-CNN算法和色彩空间的不同网络模型有助于RGB(红、绿、蓝)色彩空间,并且Faster R-CNN模型检测网络目标的方法。基于池化层,使用一系列基本卷积网络来提取训练数据集图像地图的特征,其中数据可用于开发交通信号检测系统,并创建需要图像识别的新交通信号。关键词:边界框,Faster R-CNN,模拟环境,仿真,交通信号检测系统。
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引用次数: 0
An Analytical Solution of Frost Heaving Pressure for Cold-region Tunnel Considering Freeze-thaw Cycles and in-situ Stress 考虑冻融循环和地应力的寒区隧道冻胀压力解析解
Q4 ENGINEERING, CIVIL Pub Date : 2023-10-01 DOI: 10.14525/jjce.v17i4.09
Wang-Tao Jiang
The damage caused by the frost heaving pressure on the surrounding rocks and lining structure of cold-region tunnels is always common, which can seriously threaten the safety and stability for cold-region tunnels. Although many achievements of frost heave pressure model have been obtained, two factors have been often ignored, which are in-situ stress and freeze-thaw cycles. Therefore, the calculation mechanical model of coldregion tunnels is established and the expression of frost heaving pressure considering frost heaving effect and in-situ stress is derived based on the elastic theory. The relationship between the elastic modulus of surrounding rocks and the number of freeze-thaw cycles was fitted by experimental data and the calculation formula of frost heaving rate of rocks considering their porosity change caused by freeze-thaw cycles is derived. Based on that, the calculation method of frost heaving pressure considering in-situ stress and freeze-thaw cycles is proposed. The example analysis results show that frost heaving ratio and frost heaving pressure gradually increase with freeze-thaw cycles, which are eventually subjected to a steady value. Simultaneously, the frost heaving pressure acting on lining increases with in-situ stress for tunnels in cold regions and some effective insulation measures should be applied to prevent frost damage. KEYWORDS: Frost heaving pressure, Cold-region tunnels, Freeze-thaw cycles, Analytical solution, Zero-frost heave displacemen
冻胀压力对寒区隧道围岩和衬砌结构造成的破坏十分普遍,严重威胁着寒区隧道的安全稳定。尽管冻胀压力模型已经取得了许多成果,但往往忽略了地应力和冻融循环两个因素。为此,建立了冷区隧道的计算力学模型,并基于弹性理论推导了考虑冻胀效应和地应力的冻胀压力表达式。通过实验数据拟合了围岩弹性模量与冻融循环次数之间的关系,推导了考虑冻融循环引起的岩石孔隙率变化的冻胀率计算公式。在此基础上,提出了考虑地应力和冻融循环的冻胀压力计算方法。算例分析结果表明,随着冻融循环次数的增加,冻胀率和冻胀压力逐渐增大,最终趋于稳定。同时,寒冷地区隧道衬砌上的冻胀压力随着地应力的增大而增大,应采取有效的保温措施防止冻损。关键词:冻胀压力,寒区隧道,冻融循环,解析解,零冻胀位移
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引用次数: 0
期刊
Jordan Journal of Civil Engineering
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