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The Direction-encoded Neural Network: A machine learning approach to rapidly predict blast loading in obstructed environments 方向编码神经网络:一种机器学习方法,用于快速预测障碍物环境中的爆炸载荷
IF 2 Q2 ENGINEERING, CIVIL Pub Date : 2023-06-01 DOI: 10.1177/20414196231177364
Adam A Dennis, S. Rigby
Machine learning (ML) methods are becoming more prominent in blast engineering applications, with their adaptability to new scenarios and rapid computation times providing key benefits when compared to empirical methods and physics-based approaches, respectively. However, ML approaches commonly used for blast analyses are regularly provided with inputs relating to domain-specific parameters, restricting their use beyond the initial problem set and reducing their generality. This article presents the ‘Direction-encoded Neural Network’ (DeNN); a novel way to structure an Artificial Neural Network (ANN) to predict blast loading in obstructed environments. Each point of interest (POI) is represented by the proximity to its surroundings and the shortest travel path of the blast wave in order to prime the network to learn the underlying physics of the problem. Furthermore, a bespoke wave reflection equation creates a zone of influence around each point so that obstacles are only captured in the network’s inputs if they would alter the path of the wave. It is shown that the DeNN can predict peak overpressures with mean absolute errors ∼5 kPa for unseen, complex domains of any shape or size, when compared to the results from physics-based numerical models with ∼30 times the solution time of the DeNN. The network is used to develop maps of likely human injury following detonation of a high explosive in an internal environment, with eardrum rupture levels being correctly predicted for over 93% of unseen test points. It is therefore highly suited for use in probabilistic, risk-based analyses which are currently impractical due to excessive computational cost.
机器学习(ML)方法在爆破工程应用中越来越突出,与经验方法和基于物理的方法相比,它们对新场景的适应性和快速计算时间分别提供了关键优势。然而,通常用于爆破分析的ML方法定期提供与领域特定参数相关的输入,这限制了它们在初始问题集之外的使用,并降低了它们的通用性。本文介绍了“方向编码神经网络”(DeNN);一种构造人工神经网络(ANN)以预测阻塞环境中的爆炸载荷的新方法。每个兴趣点(POI)由其周围环境的接近度和冲击波的最短传播路径来表示,以便启动网络来学习问题的基本物理。此外,定制的波浪反射方程在每个点周围创建了一个影响区,因此只有当障碍物会改变波浪的路径时,它们才会被捕捉到网络的输入中。研究表明,与基于物理的数值模型的结果相比,DeNN可以预测任何形状或大小的看不见的复杂域的峰值超压,平均绝对误差为~5 kPa,数值模型的求解时间为DeNN的30倍。该网络用于绘制内部环境中烈性炸药爆炸后可能造成的人类伤害的地图,93%以上的未发现测试点的鼓膜破裂水平都得到了正确预测。因此,它非常适合用于基于风险的概率分析,由于计算成本过高,这些分析目前不切实际。
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引用次数: 1
On the estimation of near-field air blast peak overpressure from cylindrical charges 圆柱装药近场空气爆炸峰值超压的估算
IF 2 Q2 ENGINEERING, CIVIL Pub Date : 2023-05-19 DOI: 10.1177/20414196231177358
J. Liu, C. Gao, Z. Sun, JW Yin
In the near field, the air blast peak overpressure from cylindrical charges may vary by several times with angles at the same scaled distance. We propose an estimation equation for the peak overpressure from cylindrical charges, which can predict the peak overpressure from cylindrical charges at any positions in the near field. The estimation equation is in the form of piecewise function which contains three variables of length-to-diameter ratio, angle and scaled distance, and the applicability of our estimation equation is verified by experiment and simulation. After preliminary verification, the application range of length-to-diameter ratio of cylindrical charge is [Formula: see text] and that of scaled distance is [Formula: see text]. The estimation equation can be rapidly applied to the assessment of near-field target damage and protection against air blast from cylindrical charges, which is a significant supplement to the traditional empirical equations for spherical charge.
在近场中,在相同标度距离下,圆柱形装药的空气冲击峰值超压可能随角度变化数倍。我们提出了一个圆柱形装药峰值超压的估计方程,该方程可以预测近场中任何位置的圆柱形装药的峰值超压。该估计方程为分段函数形式,包含长径比、角度和缩放距离三个变量,通过实验和仿真验证了该估计方程的适用性。经初步验证,圆柱形装药长径比的适用范围为[公式:见正文],定标距离的适用范围是[公式:详见正文]。该估计方程可快速应用于近场目标损伤评估和圆柱装药对空气冲击的防护,是对传统球形装药经验方程的重要补充。
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引用次数: 0
Elasto-plastic analysis of foundations during emergency shutdown due to blast loading 爆炸荷载下紧急停堆地基弹塑性分析
IF 2 Q2 ENGINEERING, CIVIL Pub Date : 2023-05-11 DOI: 10.1177/20414196231174916
Kirtika Samanta, P. Maheshwari
Behaviour of machine foundations is investigated in this study under harmonic loading with varying frequency and pulse loading. Owing to excessive vibrations from the pulse, the machine encounters an emergency shutdown where the machine’s exciting frequency reduces to zero exponentially. The analysis is performed considering an elastic plastic single degree of freedom system with hardening and softening behaviour. Two cases are analysed depending on the time of application of pulse loading to the foundation system. For both the cases, the governing equations of motion are acquired and solved numerically using the fourth order Runge-Kutta method. Using these solutions, displacement-time graphs are obtained for a variety of parameters such as time constant, hardening/softening index, mass of machine and the foundation block, stiffness, pulse load magnitude, damping ratio and decay coefficient to study their influence on the behaviour of the machine-foundation system. The study helps in predicting the dynamic response of foundations under the emergency shutdown conditions due to pulse loading. Further, these also help in taking the decision if there exists a need for vibration barriers to have the displacements well within the permissible limits.
本文研究了机械基础在变频谐波荷载和脉冲荷载作用下的性能。由于脉冲的过度振动,机器遇到紧急停机,机器的激励频率指数地降低到零。分析考虑了具有硬化和软化行为的弹塑性单自由度体系。分析了两种不同脉冲荷载作用时间对基础系统的影响。对于这两种情况,均采用四阶龙格-库塔法对其运动控制方程进行了数值求解。利用这些解,得到了时间常数、硬化/软化指数、机器和基础块的质量、刚度、脉冲荷载大小、阻尼比和衰减系数等各种参数的位移-时间图,研究了它们对机器-基础系统性能的影响。该研究有助于脉冲荷载下地基紧急停运的动力响应预测。此外,这些还有助于决定是否需要隔振屏障以使位移在允许范围内。
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引用次数: 0
Simulation of blast-induced rock tunnel damage using a 3D numerical model 用三维数值模型模拟岩巷爆破损伤
IF 2 Q2 ENGINEERING, CIVIL Pub Date : 2023-04-04 DOI: 10.1177/20414196231167596
Ayham Ali Salamy, I. Hammoud
The field tests conducted by the American Engineering Research Associates (ERA) provided important results about the distribution and extension of the damage zones and the failure area that occurred in unlined tunnels as a result of buried explosions in the rock mass surrounding these tunnels. Despite the importance of these results, they did not include specific values for the failure thickness and the fracture angle in the damaged tunnel sections. In the current study, a 3D numerical model is used to simulate one of ERA’s tests using ABAQUS. In this model, the impact of a buried explosion on a tunnel located at (5m) away from the center of the detonation is studied. The results of this model are in good agreement with the published results of ERA’s tests. In addition, the current numerical results give complete values for the change in the failure thickness and the fracture angle over the entire length of the damaged zones of the tunnel. The results of the current study show that the thickness of the failure remains almost constant beyond damage zone 1, while the angle of the fracture decreases remarkably as the charge-to-tunnel distance increases, which causes a decrease in the failure area.
美国工程研究协会(ERA)进行的现场试验提供了关于无衬砌隧道因围岩埋地爆炸而产生的损伤区和破坏区的分布和扩展的重要结果。尽管这些结果很重要,但它们没有包括损坏隧道断面的破坏厚度和破裂角的具体值。在本研究中,采用三维数值模型,利用ABAQUS对ERA的一项试验进行了模拟。在该模型中,研究了埋地爆炸对距离爆轰中心(5m)处隧道的影响。该模型的结果与已发表的ERA试验结果吻合较好。此外,目前的数值结果给出了完整的破坏厚度和破裂角在整个隧道损伤区长度上的变化值。研究结果表明,在1区以外,破坏厚度基本保持不变,而随着电荷与隧道距离的增加,破裂角度明显减小,导致破坏面积减小。
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引用次数: 0
Numerical study of a near-field explosion using arbitrary Lagrangian–Eulerian mapping technique 用任意拉格朗日-欧拉映射技术进行近场爆炸的数值研究
IF 2 Q2 ENGINEERING, CIVIL Pub Date : 2023-03-29 DOI: 10.1177/20414196231166067
C. Hung, Ying-Kuan Tsai, Li-Kai Chien, S. Pi
This study adopted the LS-DYNA mapping algorithm to implement a numerical simulation of a near-surface burst and steel plate non-contact explosion experiments. The rationality and reliability of the mapping technique used in the numerical simulation were validated by a comparison between the experiments and the numerical simulation. The findings showed that the numerical simulation result was consistent with the experimental blast attenuation, meaning the numerical mapping technique could effectively enhance the simulation accuracy and could reflect the experimental blast wave propagation.
本研究采用LS-DYNA映射算法对近地表爆破和钢板非接触爆炸实验进行了数值模拟。通过实验与数值模拟的比较,验证了数值模拟中映射技术的合理性和可靠性。研究结果表明,数值模拟结果与实验爆炸波衰减一致,表明数值映射技术可以有效地提高模拟精度,反映实验爆炸波的传播情况。
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引用次数: 0
Evaluation of automatic versus material test-based calibrations of concrete models for ballistic impact simulations 基于自动与材料测试的弹道冲击模拟混凝土模型校准评估
IF 2 Q2 ENGINEERING, CIVIL Pub Date : 2023-03-24 DOI: 10.1177/20414196231164431
A. Antoniou, T. Børvik, M. Kristoffersen
Concrete is used for protective structures all over the world. Accurate response estimates to a given threat is vital for designing such structures. Concrete models often require numerous input parameters for which sufficient experimental data can be challenging to obtain. Some models are accompanied by parameter generators which use the unconfined compression strength to extrapolate the remainder of the parameters based on experimental databases. This study investigates simulation of ballistic impact on high-strength concrete with 75 MPa nominal unconfined cylindrical compressive strength. The first objective is to investigate the accuracy parameter generators to produce input data for commonly used concrete material models. The second objective is to establish and evaluate a simplified parameter calibration procedure based on standard material experiments and data from the literature. The results employing parameter generators varied notably between the models while still giving decent ballpark estimates. The parameters obtained from inverse modelling of standardized material tests improved the results significantly. The findings of this study recommend caution when using automatic parameter generators. Although a detailed calibration of these concrete models is complicated, a simplified calibration gives reasonable predictions, making this the advisable approach for designing concrete protective structures.
混凝土被用于世界各地的保护结构。对给定威胁的准确反应估计对于设计此类结构至关重要。具体模型通常需要大量的输入参数,要获得足够的实验数据可能很困难。一些模型配有参数生成器,该生成器使用无侧限抗压强度来推断基于实验数据库的其余参数。本研究研究模拟了具有75MPa标称无侧限圆柱抗压强度的高强度混凝土的弹道冲击。第一个目标是研究精度参数生成器,以生成常用混凝土材料模型的输入数据。第二个目标是基于标准材料实验和文献数据,建立和评估简化的参数校准程序。使用参数生成器的结果在模型之间变化显著,同时仍然给出了不错的近似估计。通过标准化材料试验的逆向建模获得的参数显著改善了结果。这项研究的结果建议在使用自动参数生成器时要小心。尽管这些混凝土模型的详细校准很复杂,但简化的校准可以给出合理的预测,使其成为设计混凝土保护结构的可取方法。
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引用次数: 3
Modeling of crashworthy foam mounted braced unreinforced brick masonry wall and prediction of anti-blast performance 泡沫支撑无筋砖砌体墙体抗撞性建模及抗爆性能预测
IF 2 Q2 ENGINEERING, CIVIL Pub Date : 2023-03-17 DOI: 10.1177/20414196231164432
S. Anas, M. Shariq, Meraj Alam, M. Umair
Explosions are continually occurring in many parts of the world endangering human lives and seriously affecting the health of infrastructures and facilities. Low-rise buildings having a height of fewer than 13 m are load-bearing structures generally made of unreinforced masonry (URM), particularly in semi-urban areas, villages, and war-prone border areas. Many structures of importance including buildings constructed in the pre- and post-independence era of courts, monuments, etc., are masonry load-bearing structures. URM is also used as non–load-bearing partition walls and compound/boundary walls. Such walls are susceptible to out-of-plane blast loading. Under such loadings, these walls fail to survive and thus either get severely damaged or collapsed, jeopardizing the stability of the entire structure. Resistance of masonry walls against blast loading is vital for the safety of the building and its users as injuries sustained and casualties are generally not caused due to explosion, but by the brittle dynamic fracture and fragments of masonry walls, window glass panes shattering, and other secondary objects propelled as missiles by the blasts. In general, buildings are not designed for blast loading. For the safety of the building users, it is imperative that the walls must withstand such short-duration high-magnitude extreme loadings without not only undergoing catastrophic collapse but also not producing deadly fragments which could cause grievous injuries to the users. To protect URM walls from high-intensity blast waves, an out-of-box wall protecting technique using foams of polymer (e.g., polyurethane) and metals namely; aluminum and titanium, is considered on the face of the wall exposed to the blast pressure. This study describes a numerical technique implemented in ABAQUS/Explicit software to predict the overall anti-blast performance of URM wall strengthened externally with the above three different crashworthy foams. For this purpose, a braced URM wall made of clay bricks, with two transverse bracing walls one at each end on the same side, tested experimentally by Badshah et al. in the year 2021 under the chemical explosive loads of 4.34 kg and 7.39 kg-TNT, respectively, at scaled distances 2.19 m/kg1/3 and 1.83 m/kg1/3 is considered as the reference model and is validated against the test observations. Explosion load is modeled with ABAQUS built-in ConWep simulation program to simulate the wall-explosion wave interactions in the free field. Material nonlinearities of the brickwork have been attributed to bricks, joint-mortar, and brick-mortar interfaces through constitutive laws considering strain-rate effects. The foams are modeled using ABAQUS’s inbuilt Crushable Foam Plasticity Hardening model considering foam hardening and rate-dependent schemes. Results show that the higher Young’s modulus and inelastic stiffness of the foams contribute to dissipating more explosion energy and improve the resistance of the walls from savage explo
世界许多地方不断发生爆炸,危及人的生命,并严重影响基础设施和设施的健康。高度低于13米的低层建筑通常是由无加固砌体(URM)制成的承重结构,特别是在半城市地区、村庄和易受战争影响的边境地区。许多重要的建筑,包括在独立前和独立后建造的法院、纪念碑等,都是砖石承重结构。URM也用作非承重隔墙和复合/边界墙。这样的墙容易受到面外爆炸载荷的影响。在这样的荷载作用下,这些墙体无法存活,从而严重损坏或倒塌,危及整个结构的稳定性。砌体墙抗爆炸荷载的能力对建筑物及其使用者的安全至关重要,因为造成伤害和人员伤亡的原因通常不是爆炸,而是由砌体墙的脆性动态断裂和碎片、窗户玻璃破碎和其他被爆炸像导弹一样推进的次要物体造成的。一般来说,建筑物不是为爆炸荷载而设计的。为了建筑物使用者的安全,墙体必须承受如此短时间的高强度极端载荷,不仅不会发生灾难性的倒塌,而且不会产生可能对使用者造成严重伤害的致命碎片。为了保护URM壁免受高强度冲击波的影响,一种即用即用的护壁技术使用聚合物泡沫(例如聚氨酯)和金属,即;铝和钛,被认为是面墙暴露在爆炸压力下。本文介绍了在ABAQUS/Explicit软件中实现的一种数值技术,用于预测上述三种不同抗撞泡沫外加固URM墙体的整体抗爆性能。为此,考虑Badshah等人于2021年在4.34 kg和7.39 kg- tnt的化学爆炸载荷下,在2.19 m/kg1/3和1.83 m/kg1/3的比例距离下,采用粘土砖制成的两端各有一面横向支撑墙的支撑URM墙作为参考模型,并根据试验观测结果进行验证。利用ABAQUS内置的ConWep仿真程序对爆炸载荷进行建模,模拟自由场中墙-爆波相互作用。通过考虑应变率效应的本构律,将砌体材料非线性归因于砖、接缝砂浆和砖-砂浆界面。使用ABAQUS内置的可破碎泡沫塑性硬化模型对泡沫进行建模,考虑泡沫硬化和速率相关方案。结果表明,较高的杨氏模量和非弹性刚度有助于消散更多的爆炸能量,提高墙体抵抗野蛮爆炸的能力。
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引用次数: 1
Assessment of the ballistic impact response of Cor-Tuf UHPC concrete using the HJC constitutive model 用HJC本构模型评价co - tuf超高性能混凝土的弹道冲击响应
IF 2 Q2 ENGINEERING, CIVIL Pub Date : 2023-02-28 DOI: 10.1177/20414196231160235
R. Perkins, C. Duncan, Daniel Johnson, T. Stone, J. Sherburn, M. Chandler, Robert Moser, B. Paliwal, R. Prabhu, Y. Hammi
Concrete offers superior strength in compressive loadings and is implemented for many applications. The high compressive strengths enable concrete to resist high strain rate loading scenarios such as ballistic impacts. A variety of concrete denoted as Cor-Tuf, which is classified as ultra-high-performance concrete with a compressive strength of 210 MPa, is evaluated in this study. The response of this concrete is assessed through a finite element analysis under the high strain rate loadings of ballistic impacts. To capture the response of the concrete, a plasticity and damage constitutive model denoted as the HJC model is implemented. The parameters of this model are calibrated to the Cor-Tuf concrete using confined compression experiments, unconfined compression experiments, and shock experiments. The concrete target is impacted at speeds between 610 m/s through 1112 m/s, and the results are compared to existing experimental data. Our results show that the HJC model can predict the response of this impact to the Cor-Tuf concrete targets as an average error of 5.85% is found. The results of this study present parameters which can be implemented with the HJC concrete model for future studies to model the response of the Cor-Tuf UHPC.
混凝土在抗压载荷中提供优越的强度,并在许多应用中实现。高抗压强度使混凝土能够抵抗高应变率加载场景,如弹道冲击。本研究对多种抗压强度为210 MPa的高性能混凝土进行了评价,代号为Cor-Tuf。通过有限元分析评估了该混凝土在弹道冲击高应变率载荷下的响应。为了捕捉混凝土的响应,实现了一种称为HJC模型的塑性和损伤本构模型。通过侧限压缩实验、无侧限压缩实验和冲击实验,对模型参数进行了标定。以610 ~ 1112 m/s的速度冲击混凝土目标,并与已有实验数据进行了对比。结果表明,HJC模型可以较好地预测这种冲击对混凝土目标的响应,平均误差为5.85%。本研究的结果提供了可以用HJC混凝土模型实现的参数,为未来的研究模拟co - tuf UHPC的响应提供了参数。
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引用次数: 0
Design, development, and calibration of split Hopkinson pressure bar system for Dynamic material characterization of concrete 用于混凝土动态材料表征的分离式霍普金森压力棒系统的设计、开发和校准
IF 2 Q2 ENGINEERING, CIVIL Pub Date : 2023-02-08 DOI: 10.1177/20414196231155947
Mohammad Mohsin Khan, M. Iqbal
Split Hopkinson pressure bar (SHPB) system is significantly used for dynamic material characterization in the range of strain rates 102–104 s-1; however, there is no standard design methodology or readily available technique for the development of this apparatus. The objective of this study is to present a detailed design, development and calibration of SHPB apparatus for dynamic material characterization of concrete in compression. The calibration of the loading and bar components has been presented with the help of experimental results and validated following an analytical approach for one-dimensional stress wave propagation. The experimental pulse duration, 124.5 microsecond, and elastic wave speed, 4820 m/s, was measured with 2% deviation from the analytical results. Under three different impact velocities, a minimum 1.09% and maximum 4.14% decrement was observed in the incident wave as compared to analytical formulation. The recorded strain signals were captured in the transmission bar with a decrement of 1, 3, and 3.3% in peak strain when compared to the incident bar, at 4.5, 4.9, and 5.7 m/s impact velocities. The incident and transmission bars had almost identical wave characteristics demonstrating that the bar system has been perfectly and precisely aligned, and almost complete wave transfer is seen to have occurred. Experiments performed on M35 concrete specimens using the developed SHPB setup have been presented and discussed. The results demonstrated that the developed SHPB setup is capable to provide accurate results for the dynamic material characterization of concrete at high strain rate loading.
劈裂霍普金森压杆(SHPB)系统在应变速率102-104 s-1范围内被广泛用于动态材料表征;然而,没有标准的设计方法或现成的技术来开发这种设备。本研究的目的是提出一个详细的设计,开发和校准的SHPB装置的动态材料表征混凝土在压缩。根据实验结果提出了载荷和杆件的标定方法,并采用一维应力波传播的解析方法进行了验证。实验脉冲持续时间为124.5微秒,弹性波速度为4820 m/s,与分析结果偏差为2%。在三种不同的冲击速度下,与解析公式相比,入射波最小衰减1.09%,最大衰减4.14%。在4.5、4.9和5.7 m/s的冲击速度下,与入射杆相比,传输杆中记录的应变信号的峰值应变减少了1、3和3.3%。入射杆和透射杆具有几乎相同的波特性,表明杆系已经完美而精确地排列,并且几乎完全发生了波传递。本文介绍并讨论了采用所开发的SHPB装置在M35混凝土试件上进行的试验。结果表明,所开发的SHPB装置能够为混凝土在高应变率加载下的动态材料表征提供准确的结果。
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引用次数: 4
Safety assessment for a ballast railway induced by underground subway tunnel blasting: A case study 地下地铁隧道爆破诱发有碴轨道的安全性评价:一个实例
IF 2 Q2 ENGINEERING, CIVIL Pub Date : 2023-01-09 DOI: 10.1177/20414196221150661
Bowen Zhao, N. Jiang, Chuan-bo Zhou, Yingkang Yao, Wenbin Zhou, Zhongwei Cai
Modern railroad infrastructure is subject to blast vibrations. The dynamic safety of an operating railroad under the influence of tunnel blasting is a primary problem for metro development in urban areas. In this paper, the blasting excavation of Wuhan Metro Line 5 was selected as a case. The ballast rail- sleeper- ballast bed composite structure numerical model was developed and validated in order to evaluate the ballast railway’s safety. The smoothed particle hydrodynamics element was chosen to replicate the ballast bed due to the instability and unpredictability of the ballast bed constructed from crushed stone. Further analysis was conducted on the dynamic response characteristics of the ballast rail-sleeper-ballast bed composite structure. On the basis of the parameter calculation and analysis, a prediction model of the blast vibration velocity of the ballast rail under blasting conditions was developed. Next, the rail was simulated as a semi-infinite Euler beam and placed on the Kelvin foundation to calculate the rail displacement at the train’s limited operation speed. By substituting the maximum rail displacement when the train is running at maximum speed into the rail velocity prediction model, it is possible to determine the maximum blast velocity that the rail can withstand in this instance. In this case, the ballast bed, sleeper, and ballast rail were also deemed safe.
现代铁路基础设施容易受到冲击振动的影响。隧道爆破影响下运营铁路的动态安全是城市地铁发展的首要问题。本文以武汉地铁5号线的爆破开挖为例进行了研究。为了评价有砟铁路的安全性,建立了有砟轨道-轨枕-道床复合结构的数值模型并进行了验证。由于碎石道床的不稳定性和不可预测性,选择了光滑颗粒流体力学元件来复制道床。对有砟轨道-轨枕-道床复合结构的动力响应特性进行了进一步的分析。在参数计算和分析的基础上,建立了爆破条件下有碴轨道爆破振动速度的预测模型。接下来,将轨道模拟为半无限长的欧拉梁,并将其放置在开尔文基础上,以计算列车有限运行速度下的轨道位移。通过将列车以最大速度运行时的最大轨道位移代入轨道速度预测模型,可以确定在这种情况下轨道能够承受的最大爆炸速度。在这种情况下,道床、轨枕和有砟轨道也被认为是安全的。
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引用次数: 0
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International Journal of Protective Structures
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