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Post-earthquake functionality and resilience prediction of bridge networks based on data-driven machine learning method 基于数据驱动机器学习方法的桥梁网络震后功能和弹性预测
IF 4.2 2区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2024-12-01 DOI: 10.1016/j.soildyn.2024.109127
Wangxin Zhang, Jianian Wen, Huihui Dong, Qiang Han, Xiuli Du
Earthquake-induced bridge damage can disrupt transportation networks, potentially hindering emergency response and post-disaster recovery efforts, and posing public safety risks in affected areas. Rapid and accurate assessment of post-earthquake resilience of bridge networks is crucial for evaluating urban seismic performance. Traditional resilience assessment methods, constrained by complex traffic distribution processes, struggle to quickly evaluate the traffic performance of bridge networks during the post-earthquake recovery period. This paper presents a two-layer stacking ensemble model for predicting the functionality and resilience of bridge networks. The first layer integrates advantages of four base learners, including random forest (RF), artificial neural network (ANN), convolutional neural network (CNN), and extreme gradient boosting (XGBoost). The second layer completes regression of functionality based on a support vector machine (SVM). Bayesian optimization and 5-fold cross-validation are employed for hyperparameter tuning of the ensemble model. Finally, the proposed model is validated using the Sioux-Falls bridge network. Results demonstrate that the developed model provides rapid predictions of post-earthquake network functionality and resilience. Additionally, this model can guide post-earthquake repair decisions and assist in optimizing the allocation of regional repair resources.
地震引起的桥梁损坏可能扰乱交通网络,可能阻碍应急响应和灾后恢复工作,并对受影响地区构成公共安全风险。快速准确地评估桥梁网的震后恢复能力是评价城市抗震性能的关键。传统的恢复力评估方法受到复杂的交通分布过程的限制,难以快速评估震后恢复期间桥梁网络的交通性能。本文提出了一种用于预测桥梁网络功能和弹性的两层叠加集成模型。第一层集成了随机森林(RF)、人工神经网络(ANN)、卷积神经网络(CNN)和极端梯度增强(XGBoost)四种基本学习器的优点。第二层基于支持向量机(SVM)完成功能回归。采用贝叶斯优化和5次交叉验证对集成模型进行超参数整定。最后,利用苏-福尔斯大桥网络对该模型进行了验证。结果表明,所建立的模型可以快速预测地震后台网的功能和恢复能力。此外,该模型还可以指导震后修复决策,协助区域修复资源的优化配置。
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引用次数: 0
The truncation effect of soil slope acceleration responses 土坡加速度响应的截断效应
IF 4.2 2区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2024-12-01 DOI: 10.1016/j.soildyn.2024.109099
Yu-Bing Wang , Xiao-Shi Huang , Chao Li
A dynamic centrifugal model test was conducted for a homogeneous sandy slope under an impulsive ground motion to investigate the relationship between seismic response and slope deformation. Firstly, the deformation characteristics and dynamic responses of the slope were analyzed. Then, the main features associated with the response truncation effect were expounded. Subsequently, the Sliding block theory was introduced to explain the mechanism of the acceleration response truncation effect. At last, an approximate calculation method for the sliding mass dynamic response was developed, considering the influence of the truncation effect. The results show the variation pattern of response differs inside the slope and near the slope surface, and the dynamic amplification coefficients calculated by different methods also exhibit significant variations. The truncation of horizontal response acceleration results from the relative sliding in slope, and the truncated response fluctuates around a limited value related to the yield acceleration.
为研究地震反应与边坡变形的关系,对脉冲地震动作用下均质砂质边坡进行了动力离心模型试验。首先,分析了边坡的变形特征和动力响应。然后,阐述了与响应截断效应相关的主要特征。随后,引入滑块理论解释了加速度响应截断效应的机理。最后,建立了考虑截尾效应影响的滑动质量动力响应近似计算方法。结果表明,边坡内部和坡面附近响应的变化规律不同,不同方法计算的动力放大系数也存在显著差异。水平响应加速度的截断是由于边坡的相对滑动造成的,截断后的响应在与屈服加速度相关的一个有限值附近波动。
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引用次数: 0
Numerical investigation on failure modes and TDA-based mitigation measure of jointed rigid pipes under ground subsidence 地面沉降下连接刚性管破坏模式及基于tda的减缓措施数值研究
IF 4.2 2区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2024-11-30 DOI: 10.1016/j.soildyn.2024.109107
Qiwu Xie , Xiaogang Qin , Pengpeng Ni
Jointed rigid pipes are vulnerable to permanent ground deformation (PGD). Compressible and lightweight materials, such as tire-derived aggregate (TDA), geofoams and straws, can be placed around buried pipes to reduce the loads from PGD and minimize the risk of pipe failures. In this study, a calibrated three-dimensional finite element model incorporating a modified Mohr-Coulomb model for simulating the strain softening behavior of surrounding soils is employed to analyze the failure modes of jointed rigid pipes under ground subsidence with various crossing scenarios, where the fault plane intersects different positions of the pipeline. Then, the efficiency of TDA mitigation in reducing the risk of pipe failure is evaluated, considering variations in geometry, size and density of TDA zone. It is found that the most detrimental fault-pipe crossing position locates at 3/4L of the pipe barrel, where excessive bending moment can lead to longitudinal cracking. TDA mitigation mainly prevents structural failure of pipelines, while its influence on the kinematics of joints is negligible. The most pronounced loading reduction for pipelines is achieved by employing TDA with a lower degree of compaction, combined with the burial configuration of full-surrounded layout pattern of TDA.
连接刚性管道易受永久地面变形(PGD)的影响。可压缩和轻质材料,如轮胎衍生骨料(TDA)、土工泡沫和吸管,可以放置在埋地管道周围,以减少PGD的载荷,并最大限度地降低管道故障的风险。本文采用校正后的三维有限元模型,结合模拟周围土体应变软化行为的修正Mohr-Coulomb模型,分析了地表沉降条件下断面与管道不同位置相交的不同穿越情况下刚性连接管道的破坏模式。然后,考虑到TDA区域的几何形状、大小和密度的变化,评估了TDA缓解在降低管道失效风险方面的效率。研究发现,在管筒3/4L处存在最严重的断管交叉点,此处弯矩过大会导致管筒纵向开裂。TDA缓解主要是防止管道结构破坏,而对接头运动的影响可以忽略不计。采用压实程度较低的TDA,结合TDA全包围布局模式的埋置配置,管道的减载效果最为显著。
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引用次数: 0
Impact of soil conditions and seismic codes on collapsed structures during the 2023 Kahramanmaraş earthquakes: An in-depth study of 400 reinforced concrete buildings 2023年kahramanmaraki地震中土壤条件和抗震规范对倒塌结构的影响:400栋钢筋混凝土建筑的深入研究
IF 4.2 2区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2024-11-30 DOI: 10.1016/j.soildyn.2024.109119
Osman Sivrikaya , Emel Türker , Evrim Cüre , Esin Ertürk Atmaca , Zekai Angin , Hasan Basri Başağa , Ahmet Can Altunişik
Türkiye has a history full of devastating earthquakes from past to present. The February 6, 2023, earthquakes in Kahramanmaraş Pazarcık and Elbistan, with magnitudes of Mw 7.7 and Mw 7.6, were among the most destructive in recent history, impacting 11 provinces and causing severe structural damage, especially in regions close to the fault line. Within the scope of this study, the 400 reinforced concrete buildings that collapsed due to the 2023 Kahramanmaraş earthquakes in the provinces of Kahramanmaraş, Adıyaman, Hatay, Gaziantep were examined in terms of seismic codes and soil conditions. The evolution of the Codes on Buildings to be Built in Disaster Areas (1975 and 1997-8), Code on Buildings to be Built in Earthquake Zones (2007) to which the relevant reinforced concrete buildings are subject, and Türkiye Building Earthquake Code (2018) were discussed. The differences between the local soil conditions in these codes were revealed and it was evaluated how these local soil properties affect the seismic vulnerability of buildings. This study's findings highlight the critical role of the soil conditions on seismic vulnerability of buildings in earthquake-prone regions. They also offer valuable insights into developing strategies to enhance the structural resilience of similar buildings in other earthquake regions against future seismic events.
从过去到现在,基耶岛的历史上充满了毁灭性的地震。2023年2月6日发生在kahramanmarakai Pazarcık和Elbistan的地震,震级分别为7.7和7.6兆瓦,是近年来最具破坏性的地震之一,影响了11个省份,造成了严重的结构破坏,特别是在靠近断层线的地区。在本研究的范围内,根据地震规范和土壤条件对2023年kahramanmaraki地震中倒塌的400座钢筋混凝土建筑进行了检查,这些建筑位于kahramanmaraki, Adıyaman, Hatay, Gaziantep省。讨论了《灾区建筑规范》(1975年和1997-8年)、《地震区建筑规范》(2007年)和《 rkiye建筑抗震规范》(2018年)的演变。揭示了这些规范中当地土壤条件的差异,并评估了这些当地土壤特性如何影响建筑物的地震易损性。本研究结果强调了地震易发地区土壤条件对建筑物地震易损性的关键作用。它们还为开发策略提供了宝贵的见解,以提高其他地震地区类似建筑物的结构弹性,以应对未来的地震事件。
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引用次数: 0
Experimental study on the reliquefaction behavior of saturated sand deposits under distinct loading frequencies 不同加载频率下饱和砂岩再液化特性试验研究
IF 4.2 2区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2024-11-30 DOI: 10.1016/j.soildyn.2024.109114
Zexu Fan , Roberto Cudmani , Stylianos Chrisopoulos , Xinhang Xiong , Mingqing Sun , Yong Yuan
In this study, the liquefaction and reliquefaction behaviors of saturated sand deposits were investigated through two parallel 1-g shaking table tests, focusing specifically on the effects of loading frequency. It was observed that the sand exhibited a dilative tendency under lower-frequency excitations and liquefied in the mode of cyclic mobility, signaled by evident dilation spikes and acceleration amplifications. In contrast, under higher loading frequencies, the soil showed a contractive behavior characterized by acceleration attenuation and cyclic instability. A five-stage liquefaction model was proposed to describe the evolution of soil behavior throughout the entire liquefaction process. The investigation of the test results, which was based on the staged model, suggested that higher-frequency loading induced more extensive liquefaction across deeper zones but required more shear cycles to reach initial liquefaction. Analysis of the strain-stress response indicated that lower loading frequencies resulted in higher developed strain and increased soil stiffness. It was found that the distinct soil behaviors can be attributed to the compound effects of input motions in terms of both loading amplitudes and drainage conditions. However, despite the different field responses, trends in the evolution of liquefaction stages across different depths and shaking events were observed to be consistent under the varied loading frequencies. Additionally, the change in liquefaction resistance under multiple shakings was also in accordance for both tests, in which the resistance in the liquefied areas significantly reduced during the second shaking event but recovered in subsequent events, whereas the resistance in the unliquefied areas increased monotonically with each event. Regarding the ground settlement, the settlement rate remained relatively higher when the excess pore pressure ratio was maintained at 1.0, and the total settlement in each event continued to decrease as the field gradually densified.
本研究通过两个平行的1-g振动台试验,研究了饱和砂土的液化和再液化行为,重点研究了加载频率的影响。结果表明,在低频激励下,砂土表现出扩张趋势,并以循环迁移模式液化,表现为明显的扩张峰值和加速度放大。而在较高加载频率下,土体表现出以加速度衰减和循环失稳为特征的收缩特性。提出了一个五阶段液化模型来描述整个液化过程中土壤行为的演变。基于阶段模型的试验结果表明,更高频率的加载导致更深区域的更广泛的液化,但需要更多的剪切循环才能达到初始液化。应变-应力响应分析表明,加载频率越低,发展应变越大,土体刚度越大。研究发现,不同的土体特性可归因于输入运动在加载幅值和排水条件方面的复合作用。然而,尽管现场响应不同,但在不同加载频率下,不同深度和震动事件下液化阶段的演变趋势是一致的。此外,多次震动下液化阻力的变化也与两次试验一致,液化区域的阻力在第二次震动时显著减小,但在随后的震动中恢复,而非液化区域的阻力随着每次震动而单调增加。对于地面沉降,超孔隙压比保持在1.0时,沉降率保持较高,且随着场的逐渐密实,各事件的总沉降量持续减小。
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引用次数: 0
Experimental seismic behavior of novel inorganic-bonded bamboo composite beam-to-column moment-resisting connections 新型无机粘结竹复合梁柱抗弯矩连接抗震性能试验研究
IF 4.2 2区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2024-11-29 DOI: 10.1016/j.soildyn.2024.109113
Xin Zhang , Shurong Li , Yang Song , Shuming Li
In this study, an innovative method of gluing the slot and the bolt holes was proposed to enhance the seismic performance of the inorganic-bonded bamboo beam-to-column connections. Four different types of inorganic-bonded bamboo composite beam-to-column connections were designed. They included the conventional bolted connection with slotted-in L-shaped steel plates, the bolted connection with slotted-in L-shaped steel plates (the slots and the bolt holes are glued), the bolted connection with slotted-in T-shaped steel plates and bolt anchorage in column (the slots and the bolt holes are glued), and the bolted connection with slotted-in T-shaped steel plates and glued-in rods in column (the slots and the bolt holes are glued). Monotonic and cyclic loading tests were conducted to evaluate the seismic behavior of the novel inorganic-bonded bamboo beam-to-column connections. The test results showed that the bearing capacity of the connections whose holes and slots are filled with glue increased by 40%–120 %, compared with the conventional bolted connection. The initial stiffness of the glued connections was about 5–15 times that of the conventional connection. The ductility and energy dissipation capacity of the conventional bolted connection with slotted-in steel plates was lower than that of the glued connections. Under the joint action of the adhesive in bolt holes and slots, the steel plate and the bamboo composite worked together as a whole until adhesive failure occurred. Therefore, gluing the slot and the bolt holes was an effective method for improving the seismic performance of the inorganic-bonded bamboo composite connections. The bolted and glued connection with slotted-in T-shaped steel plates in the beam and glued-in rods in the column showed a better seismic performance and was found to be suitable for practical engineering after taking some measures on the end anchorage. In addition, it was conservative to estimate the bearing capacity of the bolted connection with glue-filled holes and slots according to Eurocode 5.
在本研究中,提出了一种创新的粘接槽和螺栓孔的方法,以提高无机粘结竹梁柱连接的抗震性能。设计了四种不同类型的无机粘结竹复合梁柱连接。包括常规的l型钢板开槽螺栓连接、l型钢板开槽螺栓连接(槽与螺栓孔粘接)、t型钢板开槽螺栓连接与柱内螺栓锚固(槽与螺栓孔粘接)、t型钢板开槽螺栓连接与柱内螺栓锚固(槽与螺栓孔粘接)、t型钢板开槽螺栓连接与柱内螺栓锚固(槽与螺栓孔粘接)。进行了单调和循环荷载试验,以评估新型无机粘结竹梁柱连接的抗震性能。试验结果表明,与常规螺栓连接相比,用胶水填充孔槽连接的承载力提高了40% ~ 120%。胶合连接的初始刚度约为常规连接的5-15倍。常规钢板开槽螺栓连接的延性和耗能能力均低于胶合连接。在螺栓孔和槽内粘结剂的共同作用下,钢板与竹复合材料作为一个整体共同作用,直至粘结剂失效。因此,粘接槽和螺栓孔是提高无机粘结竹复合材料连接抗震性能的有效方法。梁内开槽t型钢板、柱内粘接杆的螺栓粘接方式具有较好的抗震性能,在端部锚固上采取了一些措施后,发现其适用于实际工程。此外,根据欧洲规范5对胶填孔槽螺栓连接承载力的估算较为保守。
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引用次数: 0
Evaluation of volumetric threshold shear strain of gravel-sand mixtures in centrifuge model tests 离心模型试验中砾石-砂石混合体体积阈值剪切应变的评价
IF 4.2 2区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2024-11-29 DOI: 10.1016/j.soildyn.2024.109109
Siwadol Dejphumee, Inthuorn Sasanakul
A series of dynamic centrifuge modeling tests were conducted to evaluate the volumetric threshold shear strain of loose gravel-sand mixtures composed of various ratios of gravel and sand by weight. The maximum and minimum void ratios of the mixtures were evaluated, and the optimum packing condition was determined when the mixture contained approximately 60–70 % gravel by weight. A total of six centrifuge modeling tests were performed at 50-g centrifuge gravitational acceleration. Each centrifuge model was subjected to six shaking events consisting of uniform sinusoidal motions with various amplitudes and numbers of cycles. During the entire duration of the test, the development of excess pore water pressure and settlement was monitored. Empirical relationships of pore water pressure ratio and shear strains were developed for these mixtures. The development of excess pore water pressure in the mixtures with greater than 60 % gravel exhibits transient behavior, while residual excess pore water pressure was observed in the mixtures with less than 60 % gravel. Based on the results, the volumetric threshold strain evaluated from the generation of pore water pressure and volume change during shaking is similar. The values were found to be in a range of 0.03–0.10 % and are influenced by soil composition. The threshold strain increases as the amount of gravel in the soil mixture increases.
进行了一系列动态离心机模型试验,以评估由不同重量比的砾石和沙子组成的松散砾石-沙子混合物的体积阈值剪切应变。对混合物的最大和最小空隙率进行了评估,并确定了混合物中砾石含量约为 60-70% (按重量计)时的最佳填料条件。共进行了六次离心机模型试验,离心机重力加速度为 50g。每个离心机模型都经受了六次振动,包括不同振幅和循环次数的均匀正弦运动。在整个试验期间,对过量孔隙水压力和沉降的发展情况进行了监测。为这些混合物建立了孔隙水压力比和剪切应变的经验关系。砾石含量大于 60% 的混合物中的过剩孔隙水压力的发展表现为瞬态行为,而砾石含量小于 60% 的混合物中则出现了残余过剩孔隙水压力。根据这些结果,从振动过程中产生的孔隙水压力和体积变化评估出的体积阈值应变是相似的。其值范围为 0.03-0.10%,并受土壤成分的影响。阈值应变随着土壤混合物中砾石量的增加而增加。
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引用次数: 0
Seismic response of monopile offshore wind turbines in liquefiable sand considering vertical ground motion 考虑垂直地面运动的可液化砂土中单桩海上风力发电机的地震响应
IF 4.2 2区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2024-11-28 DOI: 10.1016/j.soildyn.2024.109117
Piguang Wang , Baoxin Wang , Xinglei Cheng , Mi Zhao , Xiuli Du
Offshore wind turbines experience environmental loads such as winds and waves throughout their operational lifespan, as well as accidental earthquakes in earthquake-prone regions. Earthquakes typically include high-frequency components in the vertical direction, which can be close to the natural frequency of offshore wind turbines. This study aims to assess the impact of the vertical seismic component on the dynamic response of monopile offshore wind turbines. A three-dimensional fully coupled finite element model is developed to realistically consider the dynamic interaction between the actual site and the structure. The method for simulating the interaction between water and soil is incorporated into the numerical model. Stochastic theory is utilized to simulate wind and wave. The model's accuracy is validated by comparing numerical predictions with centrifuge experimental results. The results of the parameters analysis indicate that the vertical seismic component significantly impacts the seismic response of offshore wind turbines and induces complex nonlinear behavior in sandy soil.
海上风力涡轮机在其整个使用寿命期间都会经历风和海浪等环境负荷,以及地震多发地区的意外地震。地震通常包括垂直方向的高频成分,这可能接近海上风力涡轮机的自然频率。本研究旨在评估竖向地震分量对单桩海上风力发电机动力响应的影响。建立了三维全耦合有限元模型,真实地考虑了实际场地与结构之间的动力相互作用。在数值模型中加入了模拟水土相互作用的方法。利用随机理论对风浪进行模拟。通过与离心机实验结果的比较,验证了模型的准确性。参数分析结果表明,竖向地震分量对海上风力发电机组的地震响应有显著影响,并在沙土中引起复杂的非线性行为。
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引用次数: 0
Dynamic response analysis of monopile-supported offshore wind turbine on sandy ground under seismic and environmental loads 地震和环境荷载下沙地上单桩支撑海上风力涡轮机的动态响应分析
IF 4.2 2区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2024-11-26 DOI: 10.1016/j.soildyn.2024.109105
Wentao He, Akihiro Takahashi
Monopiles are the most widely adopted foundation type for Offshore Wind Turbines (OWTs) in shallow waters. With the expansion of the construction of OWT, the number of OWT farms in seismic regions increases globally including the coastal areas of Japan and China. It is necessary to evaluate the impact of earthquakes including the vibration and soil liquefaction on the OWTs supported by the monopile foundation, while the effects of liquefaction on offshore structures, especially for OWTs with monopiles, have not been sufficiently studied. This study investigates the seismic response of the monopile-supported OWTs with the use of an advanced soil model. A three-dimensional numerical model is built, and dynamic analyses are carried out using the OpenSees framework. The pressure-dependent multi-yield (PDMY03) constitutive model is used to simulate the dynamic soil behavior. The applicability of the large-diameter pile modeling method for proper soil-pile interaction modeling in this numerical analysis is first validated through centrifuge tests on monopiles subjected to lateral loading. The dynamic analyses are then carried out to demonstrate the seismic response of the entire OWT system. The numerical results indicate that the contribution of higher modes of vibration is becoming of increased importance for large wind turbines and soil-structure interaction plays a significant role in the dynamic response. Moreover, the monopile-supported OWT in dense sand deposits experiences substantial lateral displacement and rotation under the combined action of wind and earthquake loads when liquefaction occurs.
单桩是浅水区海上风力涡轮机(OWT)最广泛采用的基础类型。随着海上风力涡轮机建造规模的扩大,全球地震多发地区(包括日本和中国沿海地区)的海上风力涡轮机发电场数量也在增加。有必要评估地震(包括振动和土壤液化)对由单桩基础支撑的 OWT 的影响,而液化对海上结构的影响,尤其是对采用单桩的 OWT 的影响,尚未得到充分研究。本研究利用先进的土壤模型研究了单桩支撑 OWT 的地震响应。研究建立了一个三维数值模型,并使用 OpenSees 框架进行了动态分析。压力相关多屈服(PDMY03)构成模型用于模拟动态土壤行为。首先通过对承受横向荷载的单桩进行离心试验,验证了大直径桩建模方法在该数值分析中对正确的土桩相互作用建模的适用性。然后进行动态分析,以证明整个 OWT 系统的地震响应。数值结果表明,对于大型风力涡轮机而言,高振动模式的贡献越来越重要,土壤与结构的相互作用在动态响应中起着重要作用。此外,当发生液化时,在风荷载和地震荷载的共同作用下,密集沙层中的单桩支撑 OWT 会产生巨大的侧向位移和旋转。
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引用次数: 0
Combining physical model with neural networks for earthquake site response prediction 结合物理模型和神经网络进行地震场地响应预测
IF 4.2 2区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2024-11-26 DOI: 10.1016/j.soildyn.2024.109116
Hao Zhang , Kelong Zheng , Yu Miao
The amplitude of seismic waves will be significantly amplified near the Earth's surface, and this phenomenon is known as the seismic site response. Site response prediction is of paramount importance for the seismic-resistant building design and seismic risk assessment. However, accurately predicting site response has always been a challenge due to the incomplete physical knowledge and insufficient dataset volumes. Here, we propose an approach that combines the neural networks with classical homogeneous layered model for site response prediction. This approach exploits the potential for improving the accuracy of site response prediction from both the physical and data perspectives, which reduces the requirements for the model complexity and the training data volume. Compared to the physics-driven method, this approach reduces the estimation errors by approximately 50 % on average, and corrects the correlation between the observed and predicted results. This approach firstly reproduces the four-stage characteristics of the site response in the entire seismic band, and provides a new framework for site response prediction.
地震波的振幅在地球表面附近会被明显放大,这种现象被称为地震场地反应。场地反应预测对于建筑抗震设计和地震风险评估至关重要。然而,由于物理知识不完整和数据集数量不足,准确预测场地反应一直是个难题。在此,我们提出了一种将神经网络与经典的均质分层模型相结合的场地响应预测方法。这种方法从物理和数据两个角度挖掘了提高场地响应预测精度的潜力,降低了对模型复杂度和训练数据量的要求。与物理驱动法相比,该方法平均减少了约 50% 的估计误差,并修正了观测结果与预测结果之间的相关性。这种方法首先再现了整个地震带上场地反应的四阶段特征,为场地反应预测提供了一个新的框架。
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引用次数: 0
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Soil Dynamics and Earthquake Engineering
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