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Correlation between liquefaction resistance and shear wave velocity of sand-gravel mixtures: An experimental investigation 砂砾混合料液化阻力与剪切波速关系的实验研究
IF 4.6 2区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2026-01-17 DOI: 10.1016/j.soildyn.2026.110124
Abilash Pokhrel , Gabriele Chiaro
Case histories from more than 30 earthquakes worldwide have shown that liquefaction can occur in gravelly soils (both in natural deposits and manmade reclamations), resulting in large ground deformation and severe damage to civil infrastructure. However, evaluating the liquefaction potential and cyclic strain accumulation characteristics of gravelly soils remains a major challenge in geotechnical earthquake engineering. In this study, to provide new insights into this important topic, a series of stress-controlled undrained cyclic triaxial tests were performed, along with bender element shear wave velocity (VS) measurements, on reconstituted specimens of sand-gravel mixtures (SGM) with varying gravel contents (GC) and relative densities (Dr). The experimental results indicated that both GC and Dr have significant effects on the cyclic resistance ratio (CRR) and VS of SGMs, and both parameters should be considered jointly when evaluating the cyclic response, as similar macroscopic behavior can result from different combinations of density state and particle-size composition. Laboratory-based GC-specific CRR-VS correlations were also developed and found to be consistent with existing VS-based liquefaction triggering relationships derived from gravelly soil case histories.
全球30多次地震的历史案例表明,液化可能发生在砾石土壤中(包括天然沉积物和人工填海),导致地面大变形和对民用基础设施的严重破坏。然而,评估砂砾土的液化潜力和循环应变积累特性仍然是岩土地震工程中的一个主要挑战。在这项研究中,为了对这一重要课题提供新的见解,对具有不同砾石含量(GC)和相对密度(Dr)的砂砾混合物(SGM)的重建样品进行了一系列应力控制的不排水循环三轴试验,并进行了弯曲单元剪切波速(VS)测量。实验结果表明,GC和Dr对sgm的循环阻力比(CRR)和VS有显著影响,在评价循环响应时应联合考虑这两个参数,因为密度状态和粒径组成的不同组合会导致相似的宏观行为。基于实验室的gc特异性CRR-VS相关性也被开发出来,并发现与现有的基于vs的液化触发关系是一致的,这些关系来源于砾石土案例历史。
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引用次数: 0
DAS scaling relations for S-waves in Mexico City: From peak ground motion to spectral amplitude and acceleration assessment 墨西哥城s波的DAS标度关系:从地面运动峰值到频谱振幅和加速度评估
IF 4.6 2区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2026-01-17 DOI: 10.1016/j.soildyn.2026.110126
Manuel J. Aguilar-Velázquez , Satoshi Ide , Mathieu Perton , Zack J. Spica
Distributed Acoustic Sensing (DAS) is popular in seismological research for its high-resolution, spatially distributed seismic records. Unlike conventional seismic instruments, DAS measures strain rate, which requires appropriate scaling to interpret the data in terms of ground motion. This article presents two perspectives on S-wave DAS-based scaling relations for earthquakes recorded in Mexico City. The first perspective explores two models. (1) a frequency-independent relation that uses earthquake magnitude, hypocentral distance, and average site response to explain the peak strain rate amplitude. (2) a frequency-dependent relation that incorporates the source spectrum, hypocentral distance, and a frequency-dependent site response to derive the strain-rate spectrum. The second perspective explores the well-known proportional relationship between strain rate and acceleration records using a nearby seismic station data. Our results show that, for the first-perspective models, the source and geometrical spreading coefficients match theoretical expectations, while M0 retrieval from (2) is well constrained within in a frequency band limited by the signal-to-noise ratio (suggesting reliability for Mw 5.0), and the site effect terms correlate with the geological and infrastructural features. For the second perspective, as anticipated, we confirm that the strain rate-acceleration proportionality is governed by shallow S-wave velocity in minimally stratified structures. Analogous to a puzzle, the first-perspective models provide practical tools for estimating earthquake magnitude and characterizing site effects. In conjunction with the rapid PGA estimations derived from the second perspective, DAS can be positioned as a powerful tool with for seismic studies in Mexico City.
分布式声传感技术以其高分辨率、空间分布的地震记录在地震学研究中受到广泛应用。与传统的地震仪器不同,DAS测量应变率,这需要适当的缩放来解释地面运动方面的数据。本文介绍了墨西哥城地震记录中基于s波das的标度关系的两种观点。第一个视角探讨了两个模型。(1)利用地震震级、震源距离和平均场地响应来解释峰值应变率幅值的频率无关关系。(2)结合源谱、震源距离和频率相关的场地响应的频率相关关系,推导出应变率谱。第二种方法利用附近地震台站的数据,探讨了众所周知的应变率和加速度记录之间的比例关系。我们的研究结果表明,对于第一视角模型,源和几何扩展系数符合理论预期,而从(2)中检索的M0很好地限制在受信噪比限制的频带内(表明Mw≤5.0的可靠性),并且场地效应项与地质和基础设施特征相关。对于第二个角度,正如预期的那样,我们证实了应变速率-加速度比例是由最小层状结构中的浅s波速度控制的。类似于拼图,第一视角模型为估计地震震级和描述场地效应提供了实用的工具。结合从第二个角度得出的快速PGA估计,DAS可以定位为墨西哥城地震研究的强大工具。
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引用次数: 0
Improvement of seismic wave detection using genetic algorithm–based optimized FIR filters 基于遗传算法的优化FIR滤波器对地震波探测的改进
IF 4.6 2区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2026-01-16 DOI: 10.1016/j.soildyn.2026.110122
Seda Guzel Aydin
Seismic signals are used for the detection of ongoing earthquakes, the assessment of their magnitudes, and the identification of their source locations. However, seismic signals are often recorded alongside unwanted interference perceived as noise, making it challenging to extract the desired information. This study aimed to ensure the accurate detection of earthquake events by effectively eliminating noise from seismic signals, thereby enhancing the identification of seismic occurrences. A novel genetic algorithm (GA)–based window function was developed to achieve an efficient filter design by minimizing undesirable side lobes and fluctuations in the transition band in digital filtering. As a noise reduction technique, the GA-based finite impulse response digital filtering method (GAFIR) was employed. To evaluate the filtered signals, a modified short-term average–long-term average method was used. Using the proposed approach, the accuracy and recall metrics improved from 0.88 to 0.86 to 0.956 and 1.0, respectively. The study concludes that seismic signals filtered using the proposed GAFIR method are capable of predicting earthquake occurrences with high precision.
地震信号用于探测正在发生的地震,评估其震级,并确定其震源位置。然而,地震信号通常与被认为是噪声的不必要干扰一起记录,这使得提取所需信息变得困难。本研究旨在通过有效地消除地震信号中的噪声,从而提高地震发生的识别能力,保证地震事件的准确检测。提出了一种新的基于遗传算法的窗函数,通过最小化数字滤波中不需要的旁瓣和过渡带的波动来实现有效的滤波器设计。作为一种降噪技术,采用了基于遗传算法的有限脉冲响应数字滤波方法(GAFIR)。为了对滤波后的信号进行评价,采用了一种改进的短期平均-长期平均方法。使用该方法,准确率和召回率指标分别从0.88到0.86提高到0.956和1.0。研究表明,采用GAFIR方法滤波后的地震信号能够较高精度地预测地震发生。
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引用次数: 0
Robustness analysis of HVSR-derived soil fundamental frequency estimates in an urban seismic network 城市地震台网中基于hvrr的土壤基频估计的鲁棒性分析
IF 4.6 2区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2026-01-14 DOI: 10.1016/j.soildyn.2026.110108
Kaan Hakan Coban , Jordi Díaz , Albert Macau , Helena Seivane , Sara Figueras , Martin Schimmel , Pilar Sánchez-Pastor , Samuel Jorde
Microtremor data acquired using permanent and temporary seismic deployments within the city of Barcelona were used to systematically analyze the robustness of the soil fundamental frequency and horizontal to vertical spectral ratio (HVSR) amplitude estimates, leveraging the long recording period, in the order of several months, available for most of the stations. The analysis considers different time-window lengths, times of day, and seasons of the year. Overall, the results are consistent; however, we identified specific time intervals in which the results, particularly the amplitude of the HVSR peak, deviate significantly from the mean. We have observed that during these intervals, the seismic energy in the microseismic peak is lower than average, due to reduced sea wave activity. Therefore, we interpret that during the periods of calm seas, the HVSR results may be biased because of insufficient seismic energy. The new set of HVSR estimates has been integrated with existing data to obtain an updated map of the soil fundamental frequency in Barcelona, contributing to improved microzonation and seismic risk assessment in the city. Furthermore, we show that the soil fundamental frequency map serve as a proxy of the thickness of the Cenozoic sedimentary cover, yielding results consistent with previous observations based on variations in the amplitude of ambient seismic noise in the 2–20 Hz band during the period of low anthropogenic activity caused by the lockdown measures decreed during the COVID-19 pandemic.
在巴塞罗那市使用永久和临时地震部署获得的微震数据被用于系统地分析土壤基频和水平与垂直频谱比(HVSR)振幅估计的鲁棒性,利用大多数台站可获得的长记录周期,以几个月为单位。该分析考虑了不同的时间窗口长度、一天中的时间和一年中的季节。总的来说,结果是一致的;然而,我们确定了特定的时间间隔,其中结果,特别是HVSR峰值的幅度,明显偏离平均值。我们观察到,在这些间隔期间,由于海浪活动减少,微震峰的地震能量低于平均水平。因此,我们解释,在海面平静期,由于地震能量不足,HVSR结果可能会有偏差。新的HVSR估计值与现有数据相结合,获得了巴塞罗那土壤基本频率的更新地图,有助于改善城市的微带和地震风险评估。此外,我们表明,土壤基频图可以代表新生代沉积覆盖厚度,其结果与先前基于在COVID-19大流行期间颁布的封锁措施导致的低人为活动期间2-20 Hz波段环境地震噪声幅度变化的观测结果一致。
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引用次数: 0
Novel self-centering damper for seismic resilience: development, modeling, and validation 新型自定心抗震阻尼器:开发、建模和验证
IF 4.6 2区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2026-01-14 DOI: 10.1016/j.soildyn.2026.110123
Beco Chenadaire Lekeufack, Bo Fu, Mabor Achol Samuel
Recent earthquakes in Turkey, Syria, Morocco, and China exposed critical building vulnerabilities under multi-hazard conditions, revealing the urgent need to improve structural resilience beyond strength-focused retrofitting methods like X-bracing and cross-sectional expansion. While these methods offer some improvements, they generally lack sufficient energy dissipation capacity, leading to inadequate performance during extreme events. Recently, self-centering systems have been proposed to address these challenges by combining energy dissipation with automatic recentering. Nevertheless, many existing dampers still face the problem of residual drift, which diminishes performance, compromises safety, and increases economic losses. This study introduces a novel energy-dissipative self-centering damper (NEDSCD) that couples the high energy dissipation of metallic yielding dampers with the reliable recentering ability of pre-compressed disc springs. Unlike shape-memory-alloy-based dampers, the NEDSCD's hybrid design simplifies construction while maintaining stable flag-shaped hysteretic behavior. Theoretical analytical models were developed to characterize the damper's force-displacement response and validated against experimental data from previous studies. To evaluate their performance, three steel moment-resisting frame buildings (5-story, 10-story, and 15-story) were subjected to 22 ground motions through incremental dynamic analysis (IDA). Fragility curve analysis demonstrated that the proposed damper enhances seismic energy absorption and substantially improves resilience compared to conventional dampers. Key resilience improvements at the 50 % probability of damage exceedance were 8.0 % (5-story), 11.5 % (10-story), and 12.5 % (15-story). By effectively combining energy dissipation with autonomous recentering, the NEDSCD offers a scalable, low-maintenance solution for upgrading seismic resilience in vulnerable infrastructure.
最近发生在土耳其、叙利亚、摩洛哥和中国的地震暴露了建筑在多种灾害条件下的关键脆弱性,表明迫切需要提高结构弹性,而不是采用x型支撑和截面扩张等以强度为重点的改造方法。虽然这些方法有一些改进,但它们通常缺乏足够的能量耗散能力,导致在极端事件下性能不佳。最近,人们提出了将能量耗散与自动重新进入相结合的自定心系统来解决这些挑战。然而,许多现有的阻尼器仍然面临残余漂移的问题,这降低了性能,损害了安全性,并增加了经济损失。本文介绍了一种新型耗能自定心阻尼器(NEDSCD),它将金属屈服阻尼器的高能量耗散与预压缩盘式弹簧的可靠重入能力相结合。与基于形状记忆合金的阻尼器不同,NEDSCD的混合设计简化了施工,同时保持了稳定的旗形滞回性能。建立了理论分析模型来表征阻尼器的力-位移响应,并根据先前研究的实验数据进行了验证。为了评估其性能,通过增量动力分析(IDA)对3座钢抗弯矩框架建筑(5层、10层和15层)进行了22次地面运动。脆性曲线分析表明,与传统阻尼器相比,该阻尼器增强了地震能量吸收,并显著提高了回弹能力。在50%的破坏超出概率下,关键的弹性改善率分别为8.0%(5层)、11.5%(10层)和12.5%(15层)。通过有效地将能量耗散与自动重新定向相结合,NEDSCD提供了一种可扩展的、低维护的解决方案,可以提高脆弱基础设施的抗震能力。
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引用次数: 0
Seismic site characterization and classification in Cameroon using full microtremor horizontal-to-vertical spectral ratio analysis and inversion 喀麦隆全微震水平-垂直频谱比分析与反演的地震场址特征与分类
IF 4.6 2区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2026-01-14 DOI: 10.1016/j.soildyn.2025.110039
Agostiny Marrios Lontsi , Joel Fabiola Tchokouata Tchapleu , Alain Pierre Kamga Tokam , Junior Tabi Ndiparray , Delair Dieudonné Etoundi Ndibi , Serge Beteh , Anthony Wirdzenyuy Jimmesiy , Tabod Charles Tabod
<div><div>The non-destructive and cost-efficient single-station microtremor horizontal-to-vertical (H/V) spectral ratio method was used to characterize the temporary broadband station sites of the Cameroon passive-source seismic experiment. Seismic site characterization was performed by processing ambient seismic noise to obtain the H/V spectral ratio, estimating the site fundamental frequency, inverting the full spectrum of the microtremor H/V curves for shear-wave velocity profiles, and classifying the investigated sites according to established seismic building codes.</div><div>The temporary (2005–2007) Cameroon passive-source seismic experiment deployed 32 three-component broadband seismometers distributed across the country. At each site, the microtremor H/V spectral ratio was estimated over the frequency range of 0.2–20 Hz. The extracted fundamental frequencies ranged from <span><math><mrow><mn>0</mn><mo>.</mo><mn>58</mn><mo>±</mo><mn>0</mn><mo>.</mo><mn>09</mn></mrow></math></span> Hz at station CM15 (Melong) to <span><math><mrow><mn>16</mn><mo>.</mo><mn>26</mn><mo>±</mo><mn>0</mn><mo>.</mo><mn>09</mn></mrow></math></span> Hz at station CM12 (Ntui), with peak amplitudes varying from 2.2 at station CM09 (Ekona) to 12.7 at station CM32 (Maroua). These results indicate pronounced site effects associated with variable soil thicknesses and the potential for significant ground-motion amplification during earthquakes.</div><div>Temporal variation in the H/V curves was evaluated over the entire recording period. Although some sites exhibited variations exceeding <span><math><mo>±</mo></math></span>60%, most H/V curves were stable, with amplitude changes generally within <span><math><mo>±</mo></math></span>20%. This stability provided quality assurance that the selected inversion targets were not affected by non-site-related features. The full spectrum of the H/V curves were then inverted to estimate shear-wave velocity (<span><math><msub><mrow><mi>V</mi></mrow><mrow><mi>S</mi></mrow></msub></math></span>) profiles at respective stations. The resulting profiles were compared with those obtained from constrained inversion of the ellipticity curves using the site fundamental frequency. At Campo (CM01), lithological information was further compared with data from an independent electro-seismic survey.</div><div>From the estimated <span><math><msub><mrow><mi>V</mi></mrow><mrow><mi>S</mi></mrow></msub></math></span> profiles, the time-averaged shear-wave velocity in the upper 30 m (<span><math><msub><mrow><mi>V</mi></mrow><mrow><mi>S</mi><mn>30</mn></mrow></msub></math></span>) was calculated for each site. The <span><math><msub><mrow><mi>V</mi></mrow><mrow><mi>S</mi><mn>30</mn></mrow></msub></math></span> values range from 252 to 1691 m/s, corresponding to soil classes C to A according to Eurocode 8. This study provides the first comprehensive database of <span><math><msub><mrow><mi>V</mi></mrow><mrow><mi>S</mi><mn>30</mn></mrow></msub></math></span> a
采用非破坏性、高性价比的单台站微震水平-垂直(H/V)谱比方法对喀麦隆被动震源地震实验的临时宽带台站进行了表征。通过处理环境地震噪声获得H/V谱比,估计场地基频,反演微震H/V曲线的全谱剪切波速剖面,并根据已建立的抗震建筑规范对调查场地进行分类,对地震场地进行表征。临时(2005-2007)喀麦隆被动震源地震实验部署了分布在全国各地的32台三分量宽带地震仪。在0.2 ~ 20hz的频率范围内,估算了各测点的微震H/V谱比。提取的基频范围从CM15站(梅龙)的0.58±0.09 Hz到CM12站(Ntui)的16.26±0.09 Hz,峰值幅度从CM09站(Ekona)的2.2到CM32站(Maroua)的12.7不等。这些结果表明明显的场地效应与不同的土壤厚度和地震期间显著地震动放大的潜力有关。在整个记录期间,对H/V曲线的时间变化进行了评估。虽然部分地点的H/V曲线变化幅度超过±60%,但大多数H/V曲线稳定,幅度变化幅度一般在±20%以内。这种稳定性为所选择的反演目标不受非位点相关特征的影响提供了质量保证。然后反演H/V曲线的全谱,以估计各站点的横波速度(VS)剖面。将所得剖面与利用场址基频对椭圆曲线进行约束反演得到的剖面进行了比较。在Campo (CM01),进一步将岩性信息与独立电震调查数据进行了比较。根据估计的VS剖面,计算了每个站点30 m以上的时间平均横波速度(VS30)。VS30的取值范围为252至1691米/秒,对应于欧洲法规8中的C至A级土壤。该研究为喀麦隆提供了第一个VS30和现场条件的综合数据库,为未来的地震危险性评估和抗震结构设计提供了宝贵的资源。此外,我们提出了一种新的经验关系,适用于全球土壤条件相似的地区。
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引用次数: 0
Shake table experimental study on a small radius curved bridge with unequal height piers 小半径不等高桥墩弯曲桥振动台试验研究
IF 4.6 2区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2026-01-14 DOI: 10.1016/j.soildyn.2026.110096
Chiyu Jiao , Shiqi Cao , Suiwen Wu , Yangjie Li , Rong Fang , Kangshun Wang
To investigate the seismic performance of small radius curved bridges with unequal height piers, a shake table experiment was conducted on a 1/20-scale model of a 4 × 20m small radius curved box girder prototype bridge with a radius of curvature of 50m. To begin, the design of the bridge model is introduced and the similitude law is described and rigorously satisfied. Three near-fault and three far-field ground motions were selected to excite the bridge model at multiple intensity levels. Results indicated that the most critical input direction for the tested bridge model was perpendicular to the secant connecting the medium and short piers. owing to the pier height inequality, the seismic responses exhibit pronounced spatial irregularity. Both girder acceleration and displacement responses, particularly radial displacement, were significantly larger at the tall-pier end than at the short-pier end, a phenomenon attributed primarily to the activation of the torsional vibration mode. Meanwhile, the largest tangential displacement occurred at the interior edge of girder at the tall pier side, indicating higher risk of girder unseating at this location. Furthermore, near-fault ground motions can further amplify the global acceleration and displacement responses due to structural irregularity. Additionally, among single-column piers, the shorter pier, possessing the highest stiffness, experienced the largest shear forces and bending moments at its base, making it the most vulnerable component. Thus, adequate bending and shear capacity must be ensured for short piers in the design of such bridges.
为研究不等高桥墩的小半径弯曲桥的抗震性能,在曲率半径为50m的4 × 20m小半径弯曲箱梁原型桥的1/20比例模型上进行了振动台试验。首先,介绍了桥梁模型的设计,描述了相似律,并严格满足了相似律。选取了3个近断层和3个远场地震动,对桥梁模型进行了多强度的激励。结果表明,试验桥梁模型的最关键输入方向是垂直于连接中短墩的割线方向。由于桥墩高度的不均匀性,地震反应表现出明显的空间不规则性。梁的加速度和位移响应,特别是径向位移,在高墩端明显大于在短墩端,这一现象主要归因于扭转振动模式的激活。同时,高墩侧的梁内缘切向位移最大,说明该位置的梁脱臼风险较高。此外,近断层地震动会进一步放大由于构造不规则性造成的全球加速度和位移响应。此外,在单柱墩中,较短的桥墩刚度最大,其底部剪力和弯矩最大,是最脆弱的构件。因此,在此类桥梁的设计中,必须保证短墩具有足够的抗弯抗剪能力。
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引用次数: 0
Seismic pulse propagation: Analytical modeling and exact soliton solutions 地震脉冲传播:解析模型和精确孤子解
IF 4.6 2区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2026-01-13 DOI: 10.1016/j.soildyn.2026.110121
Muhammad Abubakar Isah , Asıf Yokuş
Seismic wave modeling plays a fundamental role in petroleum and natural gas exploration, earthquake engineering, and environmental sciences. Analytical representations of seismic wave propagation provide insight into subsurface structure and contribute to improve seismic hazard assessment. This paper derives seismic wave equations from the stress–strain relationship and investigates traveling wave solutions of the nonlinear Klein–Gordon equation. The analytical framework is constructed through the Jacobi elliptic function method, which enables the generation of soliton and rogue-wave-type structures within nonlinear dispersive media. In contrast to classical approaches, the proposed formulation allows the wave parameters to be explicitly associated with physically interpretable quantities such as soliton velocity, frequency, and amplitude, revealing their influence on wave evolution and stability. Numerical visualizations are presented to illustrate the transition between bright solitons, dark–bright rogue waves, and hybrid wave patterns, showing how parameter variations modulate the internal wave dynamics. Additionally, the relationship between soliton velocity and characteristic wave velocity has been emphasized, and its impact on the energy distribution, amplitude, and phase dynamics of the generated solutions has been discussed. The results demonstrate that periodic and localized traveling wave modes may emerge for f(u)0, offering new perspectives on the propagation characteristics of space seismic surface waves in heterogeneous seismic media.
地震波建模在石油和天然气勘探、地震工程和环境科学中起着重要的作用。地震波传播的分析表示提供了对地下结构的深入了解,有助于改进地震危险性评估。本文从应力-应变关系导出了地震波方程,并研究了非线性Klein-Gordon方程的行波解。通过Jacobi椭圆函数法构建了解析框架,使非线性色散介质中的孤子和流氓波型结构得以生成。与经典方法相比,所提出的公式允许波参数明确地与物理可解释的量(如孤子速度、频率和振幅)相关联,揭示它们对波演化和稳定性的影响。数值可视化展示了亮孤子、暗亮异常波和混合波模式之间的转换,显示了参数变化如何调节内部波动力学。此外,还强调了孤子速度与特征波速度之间的关系,并讨论了其对生成解的能量分布、振幅和相位动力学的影响。结果表明,f(u)≠0时可能出现周期性和局域行波模式,为研究非均质地震介质中空间地震表面波的传播特性提供了新的视角。
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引用次数: 0
Machine learning-based national Vs30 models and maps for Italy 基于机器学习的意大利国家Vs30模型和地图
IF 4.6 2区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2026-01-13 DOI: 10.1016/j.soildyn.2025.110077
Federico Mori , Giuseppe Naso , Amerigo Mendicelli , Giancarlo Ciotoli
This study introduces a machine learning XGBoost–SHAP framework to estimate time-averaged shear-wave velocity in the uppermost 30 m (Vs30) across Italy using over 20,000 in-situ measurements. The method integrates continuous variables (e.g., elevation, slope, distances to coast, rivers, and lake) and two categorical supports (e.g, lithological and physiographic units). Two independent XGBoost models are trained and their residuals modelled, enabling the construction of a final combined Vs30 map, at 300 m resolution, through inverse-error weighting. This integrated approach captures both geological and physiographical controls, while reducing local prediction errors.
The resulting model achieves a Root Mean Square Error (RMSE) of approximately 120 m/s and a coefficient of determination (R2) of 0.64, representing a substantial improvement over the previous national Vs30 map (R2 = 0.14). SHAP analysis confirms the interpretability and physical coherence of the predictions, highlighting slope, elevation, and terrain lithological and physiographic classes as key drivers.
Importantly, the framework avoids the common oversimplification of assigning fixed Vs30 values to categorical units, a practice that often results in discrete or binary maps. Instead, it generates a continuous and data-driven surface that more accurately reflects the true spatial variability of near-surface seismic velocities. Vs30 dataset and maps are available at https://zenodo.org/records/17800638.
本研究引入了机器学习XGBoost-SHAP框架,使用超过20,000次现场测量来估计意大利最上层30米(Vs30)的时间平均横波速度。该方法集成了连续变量(例如,海拔、坡度、到海岸、河流和湖泊的距离)和两个分类支持(例如,岩性和地理单位)。对两个独立的XGBoost模型进行训练,并对其残差进行建模,从而通过逆误差加权,以300米分辨率构建最终的Vs30组合地图。这种综合方法同时捕捉地质和地理控制,同时减少了局部预测误差。最终模型的均方根误差(RMSE)约为120米/秒,决定系数(R2)为0.64,与之前的国家Vs30地图(R2 = 0.14)相比,有了实质性的改进。SHAP分析证实了预测的可解释性和物理一致性,突出了坡度、高程、地形岩性和地理类型是关键驱动因素。重要的是,该框架避免了将固定的Vs30值分配给分类单元的常见过度简化,这种做法通常会导致离散或二元映射。相反,它生成了一个连续的、数据驱动的表面,更准确地反映了近地表地震速度的真实空间变异性。Vs30数据集和地图可在https://zenodo.org/records/17800638上获得。
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引用次数: 0
Generation of spectrum-compatible near-fault ground motions based on time-domain wavelet superposition 基于时域小波叠加的谱相容近断层地震动生成
IF 4.6 2区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2026-01-13 DOI: 10.1016/j.soildyn.2026.110127
Hongwu Yang, Yingmin Li, Weihao Pan, Lei Hu, Zheqian Wu, Baolong Jiang, Ruifeng Li
Conventional techniques for generating spectrum-compatible ground motions are inadequate for near-fault ground motions due to the presence of velocity pulses in certain near-fault ground motions. The extant spectral matching methods for near-fault ground motions are generally applicable solely to forward-directivity ground motions, rather than to fling-step ground motions. This study presents a method for generating spectrum-compatible ground motions that applies to all types of near-fault ground motions (forward-directivity, fling-step, and non-pulse ground motions). By controlling the selection condition of the wavelet adjustment function and adjusting the amplitude adjustment coefficient of the wavelet, no baseline offset is introduced during the spectral matching process. The preservation of the pulse characteristics is also achieved as much as possible by classifying, scaling, and sorting the seed ground motions. The proposed method has no filtering process and can accurately preserve the permanent displacement characteristics of the fling-step ground motions. The generated near-fault ground motions can be used for dynamic analysis in the structural design process.
由于在某些近断层地震动中存在速度脉冲,产生频谱兼容地震动的传统技术不适用于近断层地震动。现有的近断层地震动谱匹配方法一般只适用于正向性地震动,而不适用于飞阶地震动。本研究提出了一种产生频谱兼容的地面运动的方法,该方法适用于所有类型的近断层地面运动(向前指向性、飞步性和非脉冲性地面运动)。通过控制小波调整函数的选择条件和调整小波的幅度调整系数,在光谱匹配过程中不引入基线偏移。通过对种子地震动进行分类、缩放和排序,也尽可能地实现了脉冲特性的保存。该方法不经过滤波处理,能准确地保留飞阶地震动的永久位移特征。所产生的近断层地震动可用于结构设计过程中的动力分析。
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引用次数: 0
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Soil Dynamics and Earthquake Engineering
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