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Low-Cost Portable Road Smoothness Testing Method Based on Pseudo-Vibration Velocity Range 基于伪振动速度范围的低成本便携式道路平整度测试方法
IF 1.8 4区 工程技术 Q3 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-05-27 DOI: 10.1155/2024/6314144
Hongwei Jiang, Xinlong Tong, Yanhong Zhang, Zhoujing Ye, Junqing Li, Yu Wang, Yinghao Miao
Road smoothness not only directly affects the safety and comfort of vehicle travel but also relates to the efficiency and cost-effectiveness of road maintenance. Traditional road smoothness detection methods usually require professional equipment and personnel, leading to high costs and cumbersome operations. Therefore, finding a low-cost, simple, and accurate method for detecting road smoothness is of great significance. This study uses vehicle-mounted acceleration sensors to detect road smoothness, establishing a correlation between driving vibration acceleration data and the international roughness index (IRI). For this research, a driving vibration acceleration data acquisition device was developed, and the driving acceleration data from the test sections were denoised and their feature values extracted. The pseudo-vibration velocity range was used as the characteristic index representing the road surface smoothness IRI value. Testing with different vehicle types showed that the method is applicable to both sedans and SUV models, yielding a relative error of 8.9% for the sedan smoothness test model and 6.7% for the SUV smoothness test model. This study contributes to conducting large-scale road smoothness detection at a low cost, improving the efficiency of road maintenance and operations.
道路平整度不仅直接影响车辆行驶的安全性和舒适性,还关系到道路维护的效率和成本效益。传统的道路平整度检测方法通常需要专业设备和人员,成本高、操作繁琐。因此,寻找一种低成本、简单、准确的道路平整度检测方法意义重大。本研究利用车载加速度传感器检测道路平整度,建立了驾驶振动加速度数据与国际粗糙度指数(IRI)之间的相关性。本研究开发了行车振动加速度数据采集设备,并对测试路段的行车加速度数据进行了去噪处理和特征值提取。伪振动速度范围被用作代表路面平整度 IRI 值的特征指标。不同车型的测试表明,该方法适用于轿车和 SUV 车型,轿车平顺性测试模型的相对误差为 8.9%,SUV 平顺性测试模型的相对误差为 6.7%。这项研究有助于以较低的成本进行大规模的道路平整度检测,提高道路维护和运营的效率。
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引用次数: 0
Experimental Investigation of Ductility in GFRP RC Beams by Confining the Compression Zone 通过限制压缩区实现 GFRP RC 梁延展性的实验研究
IF 1.8 4区 工程技术 Q3 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-05-18 DOI: 10.1155/2024/4268615
Erfan Tahrirchi, Farshid J. Alaee, Meysam Jalali
Nowadays, building structures in corrosive environments requires some considerations. Being lightweight, high tensile strength, and corrosion resistance are the features that make fiber-reinforced plastic (FRP) bars an alternative component for longitudinal steel reinforcement of concrete. On the other hand, the linear elastic behavior of FRP bars, alongside the brittle behavior of concrete, makes brittle members without considerable ductility. In this paper, the effect of compression region confinement with CFRP sheets on the FRP-reinforced concrete beams was experimentally investigated. Eight GFRP reinforced beams with 2 m length, including one reference beam and seven confined beams, were constructed and tested under a four-point bending test. Based on the type of confinement, specimens are categorized into four groups. Flexural behavior improvements, including load carry capacity, energy dissipation capacity, and ductility, were observed in at least one specimen of each confined group. According to the results, the specimen that was spirally confined with a 30 mm ribbon width and angle of 10° had the best total energy absorption up to about 110% improvement in comparison to the unconfined specimen. On the other hand, vertically confined specimens with 50 mm ribbon width showed the highest improvement in ductility indices and load carrying capacity up to 60% and 11% in comparison to unconfined specimens, respectively. Due to concrete compression zone fractures in flexural failure mode, the over-reinforce method is considered the design philosophy. Results indicate that regardless of the confinement type (discrete vertical, discrete spiral, or continuous spiral confinement), there is an optimal amount for width, blank space between ribbons, and depth of confinement to achieve the best flexural behavior.
如今,在腐蚀性环境中建造结构需要考虑一些因素。纤维增强塑料(FRP)钢筋重量轻、抗拉强度高、耐腐蚀,这些特点使其成为混凝土纵向钢筋的替代材料。另一方面,玻璃纤维增强塑料条的线弹性行为与混凝土的脆性行为相结合,使得脆性构件没有相当的延展性。本文通过实验研究了 CFRP 片材受压区域约束对 FRP 加固混凝土梁的影响。研究人员建造了八根长度为 2 米的 GFRP 加固梁,其中包括一根基准梁和七根约束梁,并对其进行了四点弯曲试验。根据约束类型,试样被分为四组。每个约束组中至少有一个试样的挠曲性能有所改善,包括承载能力、能量耗散能力和延展性。结果表明,与无约束试样相比,螺旋约束试样(带宽 30 毫米,夹角 10°)的总能量吸收能力最好,提高了约 110%。另一方面,带宽为 50 毫米的垂直约束试样与非约束试样相比,延性指数和承载能力的改善幅度最大,分别达到 60% 和 11%。由于混凝土受压区在挠曲破坏模式下会出现断裂,因此采用了超筋法作为设计理念。结果表明,无论采用哪种限制类型(离散垂直限制、离散螺旋限制或连续螺旋限制),都有一个最佳的限制宽度、限制带之间的空白空间和限制深度,以实现最佳的抗弯行为。
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引用次数: 0
Thermal Performance Assessment of Concrete Walls Using Different Phase Change Materials 使用不同相变材料的混凝土墙体热性能评估
IF 1.8 4区 工程技术 Q3 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-05-14 DOI: 10.1155/2024/2994221
Muhammad Usman, Mahmood Hussain, Arslan Mushtaq, Syed H. Farooq, Atif Mehmood, Asad Hanif
Energy demand is continuously increasing around the globe, and the building sector contributes 40% of the total energy consumption, as per the studies. Fossil fuels are the primary cause of harmful gas emissions, thus causing environmental pollution. There is a dire need to introduce innovative techniques to fulfill energy demands while reducing environmental pollution. Phase change materials (PCMs) are the latent thermal storage materials that store thermal energy during phase change from solid to liquid state and vice versa. Thus, using PCMs in structural engineering offers one of the best options for rapidly developing energy-saving materials. To do so, ascaled model, concrete walls room, encapsulating locally available PCMs, was constructed in this study. Three locally available PCMs (glycerin, vegetable ghee, and ferric chloride hexahydrate) have been tested in a controlled environment. The model response is then evaluated for the energy-storing capacity of each PCM while considering the human comfort zone. From the test results, it is concluded that PCMs have a significant effect on improving the thermal energy efficiency of the model without any notable adverse effects. Over the completion of the test, after 12 hr, all the incorporated PCM showed positive results, and a maximum temperature loss of 2.25 K was observed. Among different PCMs, the optimal performance was observed for vegetable ghee, which showed a drop in temperature for all the points at the inner side of the wall, i.e., T3, T4, and T5.
全球能源需求持续增长,根据研究,建筑行业占能源消耗总量的 40%。化石燃料是有害气体排放的主要原因,从而造成环境污染。因此,迫切需要引入创新技术,在满足能源需求的同时减少环境污染。相变材料(PCM)是一种潜热存储材料,在从固态到液态的相变过程中存储热能,反之亦然。因此,在结构工程中使用 PCM 是快速开发节能材料的最佳选择之一。为此,本研究建造了一个封装了当地可用 PCM 的混凝土墙体房间模型。在受控环境中测试了三种当地可用的 PCM(甘油、植物酥油和六水氯化铁)。然后,在考虑人体舒适度的情况下,对每种 PCM 的储能能力进行了模型响应评估。测试结果表明,PCM 对提高模型的热能效率有显著效果,且没有任何明显的不利影响。在测试完成 12 小时后,所有加入的 PCM 都显示出积极的效果,观察到的最大温度损失为 2.25 K。在不同的 PCM 中,植物酥油的性能最佳,它在墙壁内侧的所有点(即 T3、T4 和 T5)都显示出温度下降。
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引用次数: 0
A Numerical Study on the Influence of Bolt Corrosion on the Long-Term Behavior of Steel–Concrete Composite Beams 螺栓腐蚀对钢-混凝土复合梁长期行为影响的数值研究
IF 1.8 4区 工程技术 Q3 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-05-13 DOI: 10.1155/2024/2980358
Yalei Niu, Chen Qu, Qingxing Feng
This study establishes a numerical model for beam-type steel–concrete composite specimens considering the corrosion of anchor bolts, with which studies the long-term deformation performance of the components under sustained load. The experimental results were compared with the calculated values obtained by combining the effective modulus method according to the CEB-FIP 1990 code and the ACI 209R code. Then a comparison with the calculation method of shrinkage and creep in standards (Standard Creep Method (SCM)) is made, and it shows that by supplementing the degradation of interface stiffness due to corrosion (using the defined modulus method (DMM)), the simulation results match better with the experimental results, confirming that this approach is suitable for analyzing the long-term load conditions of anchor bolt corrosion. Furthermore, based on the defined modulus method, the long-term behavior of composite beams under different loads and varying corrosion rates is studied.
本研究建立了考虑锚固螺栓腐蚀的梁型钢-混凝土复合材料试件数值模型,并利用该模型研究了构件在持续荷载作用下的长期变形性能。实验结果与根据 CEB-FIP 1990 规范和 ACI 209R 规范结合有效模量法得出的计算值进行了比较。然后与标准中的收缩和蠕变计算方法(标准蠕变法 (SCM))进行了比较,结果表明,通过补充因腐蚀导致的界面刚度退化(使用定义模量法 (DMM)),模拟结果与实验结果更加吻合,证实这种方法适用于分析锚栓腐蚀的长期荷载条件。此外,基于定义模量法,还研究了复合梁在不同荷载和不同腐蚀速率下的长期行为。
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引用次数: 0
Influence of Biomass-Modified Asphalt Binder on Rutting Resistance 生物质改性沥青粘结剂对抗车辙性能的影响
IF 1.8 4区 工程技术 Q3 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-05-13 DOI: 10.1155/2024/8249248
Mahyar Arabani, Mohadeseh Ebrahimi, Mohammad Mahdi Shalchian, Maryam Majd Rahimabadi
Biomasses are environmentally friendly additives that lower pollution in pavement engineering because of their biodegradability. On the other hand, to build a safe, long-lasting pavement, rutting prevention is crucial. This study provides a comprehensive review of the efficacy of biomass as recyclable materials in reducing rutting and enhancing characteristics of asphalt mixtures. According to findings, the hydrocarbon polymer properties of lignin and biomass ash improve asphalt binder consistency, hardness, and function at high temperatures. The results showed that biochar, due to its solid shape, enhances the stiffness and viscosity of the mixtures. The high-temperature performance of asphalt binder is improved by bioshell waste, which increases rutting parameters. Thus, biomass like ash, lignin, and biochar can increase asphalt binder rheology and rutting resistance due to chemical forces such as Van der Waals and hydrogen ions. The macroscopic and microscopic investigation also shows higher interaction and better adhesion in bioasphalt. However, asphalt binders containing bio-oil exhibited no unique behaviors due to their lubricant impact. Based on the estimation of the life cycle assessment (LCA), it was determined that biomass utilization has the potential to decrease the cost and CO2 emissions of pavement engineering by as much as 10% and more than three times, respectively. An examination of recyclability revealed that biomass utilization can decrease the requirement for additional stabilizers by as much as 20%.
生物质是一种环保型添加剂,由于其生物降解性,可降低路面工程中的污染。另一方面,要建造安全、持久的路面,防止车辙至关重要。本研究全面回顾了生物质作为可回收材料在减少车辙和提高沥青混合料特性方面的功效。研究结果表明,木质素和生物质灰烬的碳氢聚合物特性可改善沥青粘结剂的稠度、硬度和高温功能。结果表明,生物炭因其固体形状,可提高混合料的硬度和粘度。生物壳废料改善了沥青胶结料的高温性能,提高了车辙参数。因此,灰分、木质素和生物炭等生物质可通过范德华力和氢离子等化学力提高沥青胶结料的流变性和抗车辙性能。宏观和微观研究也表明,生物沥青具有更高的相互作用和更好的粘附性。然而,含有生物油的沥青粘合剂并没有因其润滑作用而表现出独特的行为。根据生命周期评估(LCA)的估算,生物质的利用有可能使路面工程的成本和二氧化碳排放量分别降低 10%和三倍以上。对可回收性的研究表明,生物质的利用可使对额外稳定剂的需求减少多达 20%。
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引用次数: 0
Assessment of Reinforcement Effect of FRP-Strengthened Shield Segment Joint Based on the CZM Model 基于 CZM 模型的 FRP 加固盾构分段接头加固效果评估
IF 1.8 4区 工程技术 Q3 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-05-09 DOI: 10.1155/2024/8888139
Jianjun Kuang, Yuanqing Chen, Xiaofei Li, Wei Guo, Jia Li, Yiqun Huang
As the weakest link in the shield segment, the reinforcement and repair technology of shield segment joint has received widespread attention. In this study, an finite element model utilizing a cohesive zone model (CZM) was constructed to simulate the mechanical behavior of the shield segment joint during the whole fracture process. The proposed modeling method of joint allows multiple layers of steel bars to be stacked without interference by applying cohesive elements. Cohesive elements were employed to represent the mechanical response of potential fracture surfaces in concrete, as well as the interfaces between steel–concrete and fiber-reinforced polymer (FRP)–concrete, by utilizing various constitutive models tailored for mixed-mode loading conditions. A group of experiments was chosen to assess the precision of the proposed model by comparing the mechanical response and the fracture patterns. Finally, parameter analyses were conducted to study the reinforcement effect of the FRP bonding length and width on the shield segment joint. The results indicate that external bonding of FRP can effectively enhance the bearing capacity and stiffness of shield segment joints. However, insufficient bonding length or width may significantly reduce the strengthening effect and potentially decrease the ductility of the joint.
作为盾构分段中最薄弱的环节,盾构分段接头的加固和修复技术受到了广泛关注。本研究利用内聚区模型(CZM)构建了有限元模型,以模拟整个断裂过程中盾构节段连接处的力学行为。所提出的接头建模方法通过应用内聚元素,允许多层钢筋无干扰地堆叠在一起。通过利用各种为混合模式加载条件量身定制的构成模型,采用内聚元素来表示混凝土中潜在断裂面的机械响应,以及钢-混凝土和纤维增强聚合物(FRP)-混凝土之间的界面。我们选择了一组实验,通过比较机械响应和断裂模式来评估所提出模型的精确性。最后,还进行了参数分析,研究玻璃钢粘接长度和宽度对盾构分段连接的加固效果。结果表明,外部粘接玻璃钢可有效提高盾构分段接头的承载能力和刚度。但是,如果粘接长度或宽度不足,则会大大降低加固效果,并有可能降低接头的延展性。
{"title":"Assessment of Reinforcement Effect of FRP-Strengthened Shield Segment Joint Based on the CZM Model","authors":"Jianjun Kuang, Yuanqing Chen, Xiaofei Li, Wei Guo, Jia Li, Yiqun Huang","doi":"10.1155/2024/8888139","DOIUrl":"https://doi.org/10.1155/2024/8888139","url":null,"abstract":"As the weakest link in the shield segment, the reinforcement and repair technology of shield segment joint has received widespread attention. In this study, an finite element model utilizing a cohesive zone model (CZM) was constructed to simulate the mechanical behavior of the shield segment joint during the whole fracture process. The proposed modeling method of joint allows multiple layers of steel bars to be stacked without interference by applying cohesive elements. Cohesive elements were employed to represent the mechanical response of potential fracture surfaces in concrete, as well as the interfaces between steel–concrete and fiber-reinforced polymer (FRP)–concrete, by utilizing various constitutive models tailored for mixed-mode loading conditions. A group of experiments was chosen to assess the precision of the proposed model by comparing the mechanical response and the fracture patterns. Finally, parameter analyses were conducted to study the reinforcement effect of the FRP bonding length and width on the shield segment joint. The results indicate that external bonding of FRP can effectively enhance the bearing capacity and stiffness of shield segment joints. However, insufficient bonding length or width may significantly reduce the strengthening effect and potentially decrease the ductility of the joint.","PeriodicalId":7242,"journal":{"name":"Advances in Civil Engineering","volume":"28 1","pages":""},"PeriodicalIF":1.8,"publicationDate":"2024-05-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140931663","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Numerical and Preliminary In Situ Investigation on Roadway Excavation Using Static Expansion Mechanical Fracturing 使用静态膨胀机械压裂法进行路基开挖的数值和初步现场调查
IF 1.8 4区 工程技术 Q3 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-05-08 DOI: 10.1155/2024/2156337
Yin Chen, Zijun Li, Jian Zhao, Dan Huang
This paper introduced a new nonexplosive roadway excavation method, combining the reserved free space technology and the static expansion mechanical fracturing technology, where the former is implemented by the gasbag, while the piston splitter is for the latter. The numerical model of roadway excavation was set up via PFC3D to investigate the mechanical fracturing performance, including the single-hole fracturing and the hole network fracturing. The results show that the reasonable hole margin is about 1.0–1.5 m, and the optimal column spacing of the hole network pattern is 1.0 m, after comprehensively analyzing the fracturing performance and the splitting force evolution. Moreover, the mechanical fracturing excavation method was applied to construct a parking chamber in the Kalatongke Mine, to preliminarily verify the feasibility of the static expansion mechanical fracturing technology. The in situ investigation results indicate that the excavation footage is about 0.8 m with the piston splitter when adopting a hole margin of 1.0–1.5 m. To sum up, the preliminary field application and the numerical simulation result both support the feasibility of mechanical fracturing, and the reasonable fracturing hole margin is about 1.0 m.
本文介绍了一种新的非爆破巷道掘进方法,该方法结合了预留自由空间技术和静态膨胀机械压裂技术,前者由气囊实现,后者由活塞劈裂器实现。通过 PFC3D 建立巷道掘进数值模型,研究机械压裂性能,包括单孔压裂和孔网压裂。结果表明,综合分析压裂性能和劈裂力演化,合理孔隙约为 1.0-1.5 m,孔网模式最佳柱距为 1.0 m。此外,还应用机械压裂掘进方法在卡拉通克矿区建设了一个停车硐室,初步验证了静态扩张机械压裂技术的可行性。现场勘查结果表明,当采用活塞式劈裂器开挖孔口余量为 1.0-1.5 米时,开挖进尺约为 0.8 米;当采用活塞式劈裂器开挖孔口余量为 1.0-1.5 米时,开挖进尺约为 0.5 米。综上所述,初步的现场应用和数值模拟结果均支持机械压裂的可行性,合理的压裂孔隙约为 1.0 米。
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引用次数: 0
Theoretical Solutions for Forecasting the Response of the Existing Pipeline Induce by Tunneling underneath 预测隧道工程对现有管道影响的理论解决方案
IF 1.8 4区 工程技术 Q3 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-05-08 DOI: 10.1155/2024/6914049
Yao Rong, Guohui Feng, Yang Sun, Yujie Li, Guanyu Chen, Haibin Ding, Changjie Xu
In order to accurately and efficiently assess the impact of tunnel excavation on overlying existing pipeline, an analytical method is proposed to solve this problem. First, the vertical free displacement of the surrounding soil due to tunnel excavation can be derived by the Loganathan formula. Next, the overlying existing pipeline can be treated as a Timoshenko beam resting on the Vlasov foundation model, and the influence of the surrounding soil on the both sides of the existing pipeline is taken into consideration. Finally, an analytical solution for the longitudinal deformation of the existing pipeline can be obtained by using the integral method. Case analysis results demonstrate that the calculated results of this method closely in line with measured data. Compared to the degenerate analytical solution given by this method, the result from this method is more consistent with the measured data. Further parameter studies show that the volume loss rate, diameter of new tunnel, skew angle, and vertical distance between tunnel and pipeline are significant factors affecting the existing pipeline response due to tunneling underlying.
为了准确有效地评估隧道开挖对上覆现有管道的影响,本文提出了一种分析方法来解决这一问题。首先,可通过 Loganathan 公式推导出隧道开挖对周围土壤造成的垂直自由位移。其次,可将上覆的现有管道视为支承在 Vlasov 地基模型上的 Timoshenko 梁,并考虑周围土壤对现有管道两侧的影响。最后,利用积分法可以得到现有管道纵向变形的解析解。实例分析结果表明,该方法的计算结果与实测数据十分吻合。与该方法给出的退化解析解相比,该方法的结果与测量数据更加一致。进一步的参数研究表明,体积损失率、新隧道直径、倾斜角以及隧道与管道之间的垂直距离是影响隧道底层现有管道响应的重要因素。
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引用次数: 0
Impact of Randomized Soil Properties and Rock Motion Intensities on Ground Motion 随机土壤特性和岩动强度对地动的影响
IF 1.8 4区 工程技术 Q3 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-05-07 DOI: 10.1155/2024/9578058
Ayele Chala, Richard Ray
Seismic site response is inevitably influenced by natural variability of soil properties and anticipated earthquake intensity. This study presents the influence of variability in shear wave velocity (Vs) and amplitude of input rock motion on seismic site response analysis. Monte Carlo simulations were employed to randomize the Vs profile for different scenarios. A series of 1-D equivalent linear (EQL) seismic site response analyses were conducted by combining the randomized Vs profile with different levels of rock motion intensities. The results of the analyses are presented in terms of surface spectral acceleration, amplification factors (AFs), and peak ground acceleration (PGA). The mean and standard deviation of these parameters are thoroughly discussed for a wide range of randomized Vs profile, number of Vs randomizations, and intensities of input rock motions. The results demonstrate that both the median PGA and its standard deviations across different number of Vs profile realization exhibit a slight variation. As few as twenty Vs profile realizations are sufficient to compute reliable response parameters. Both rock motion intensity and standard deviation of Vs variability cause significant variation in computed surface parameters. However, the variability in the number of records used to conduct site response has no significant impact on ground response if the records closely match the target spectrum. Incorporating the multiple sources of variabilities can reduce uncertainty when conducting ground response simulations.
地震场地响应不可避免地受到土壤性质的自然变化和预期地震烈度的影响。本研究介绍了剪切波速度(Vs)和输入岩石运动振幅的变化对地震场地响应分析的影响。采用蒙特卡罗模拟来随机化不同情况下的 Vs 剖面。通过将随机化的 Vs 剖面与不同程度的岩石运动强度相结合,进行了一系列一维等效线性(EQL)地震场地响应分析。分析结果以地表频谱加速度、放大系数(AF)和峰值地面加速度(PGA)的形式呈现。针对各种随机 Vs 剖面、Vs 随机化次数和输入岩动强度,对这些参数的平均值和标准偏差进行了深入讨论。结果表明,在不同数量的 Vs 剖面实现中,PGA 中值及其标准偏差都有轻微变化。少至 20 个 Vs 剖面实现就足以计算出可靠的响应参数。岩石运动强度和 Vs 变化的标准偏差都会导致计算出的地表参数发生显著变化。不过,如果记录与目标频谱密切吻合,用于进行场地响应的记录数量的变化对地面响应没有重大影响。在进行地面响应模拟时,将多种变异源纳入其中可减少不确定性。
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引用次数: 0
A Novel Hybrid Deep Learning Model for Complex Systems: A Case of Train Delay Prediction 复杂系统的新型混合深度学习模型:列车延误预测案例
IF 1.8 4区 工程技术 Q3 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-05-07 DOI: 10.1155/2024/8163062
Dawei Wang, Jingwei Guo, Chunyang Zhang
Predicting the status of train delays, a complex and dynamic problem, is crucial for railway enterprises and passengers. This paper proposes a novel hybrid deep learning model composed of convolutional neural networks (CNN) and temporal convolutional networks (TCN), named the CNN + TCN model, for predicting train delays in railway systems. First, we construct 3D data containing the spatiotemporal characteristics of real-world train data. Then, the CNN + TCN model employs a 3D CNN component, which is fed into the constructed 3D data to mine the spatiotemporal characteristics, and a TCN component that captures the temporal characteristics in railway operation data. Furthermore, the characteristic variables corresponding to the two components are selected. Finally, the model is evaluated by leveraging data from two railway lines in the United Kingdom. Numerical results show that the CNN + TCN model has greater accuracy and convergence performance in train delay prediction.
预测列车延误情况是一个复杂的动态问题,对铁路企业和乘客至关重要。本文提出了一种由卷积神经网络(CNN)和时序卷积网络(TCN)组成的新型混合深度学习模型,命名为 CNN + TCN 模型,用于预测铁路系统中的列车延误情况。首先,我们构建了包含真实世界列车数据时空特征的三维数据。然后,CNN + TCN 模型采用三维 CNN 组件和 TCN 组件,前者输入构建的三维数据以挖掘时空特征,后者捕捉铁路运行数据中的时间特征。此外,还选择了与这两个组件相对应的特征变量。最后,利用英国两条铁路线的数据对模型进行了评估。数值结果表明,CNN + TCN 模型在列车延误预测方面具有更高的准确性和收敛性。
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引用次数: 0
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Advances in Civil Engineering
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