Vertical Ground Motion Prediction and Validation Using Adaptive Neuro-Fuzzy Inference Method——A Case Study of the 2022 MW6.7Menyuan Earthquake in Qinghai, China
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摘要: 为解决竖向地震动预测不确定性较大的问题,利用NGA-West强地震动数据库,基于随机自适应神经模糊推理方法(ANFIS)建立竖向地震动强度预测模型,进而计算2022年1月8日青海门源Mw6.7地震的竖向地震动峰值加速度分布。在利用国家地震烈度速报与预警工程观测数据开展信度检验的基础之上,探讨近场强地震动的方向效应、场地放大效应及其成因机理。研究结果表明:(1)基于ANFIS方法的竖向地震动强度预测模型在门源Mw6.7地震竖向PGA预测过程中取得了较好的预测结果,其预测值与观测值的相关系数R约为0.809,均方根误差约为0.046,说明本文预测模型具有较好的可靠性,同时检验了其在我国中强破坏性地震预测中的适用性。(2)门源Mw6.7地震的竖向PGA预测值等值线整体上呈椭圆状,其长轴与发震断层走向具有较好的一致性,震中附近竖向PGA极大值约为376.3Gal。竖向PGA在随断层距增大而不断衰减的同时,呈现出较为显著的方向性效应以及一定程度上的近场大震饱和效应。(3)竖向地震动峰值加速度的场地放大效应相对弱于水平向地震动,随着的不断降低,竖向PGA相对于基岩(=1000m/s)场地的最大放大倍数约为1.14~1.27;大震条件(Mw=7.0)下软土场地(=100m/s)处放大系数约为0.79,呈现出一定的软土减震效应。
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关键词:
Abstract: In order to solve the problem of large uncertainty in the estimation of vertical ground shaking parameters, a prediction model of vertical ground shaking parameters for the 8 January 2022 Menyuan Mw6.7 earthquake in Qinghai is established based on the NGA-West strong ground shaking database using stochastic adaptive neuro-fuzzy inference technique (ANFIS). Based on the confidence test using the actual observation data from the National Seismic Intensity Rapid Reporting and Early Warning Project , the distribution of the peak vertical ground shaking acceleration (PGA) of the Menyuan area is given to explore the directional effect, site amplification effect, and its causative mechanism of the strong ground motion. The research results show that: (1)The ANFIS-based vertical ground motion intensity prediction model demonstrated satisfactory performance in forecasting the vertical PGA during the Menyuan Mw6.7 earthquake, yielding a correlation coefficient (R) of approximately 0.809 with observed values and an RMSE of 0.046, indicating its high reliability and applicability in predicting moderate-to-strong destructive earthquakes in China. (2)The predicted vertical PGA contours of the Menyuan Mw6.7 earthquake exhibited an elliptical pattern, with the major axis well-aligned with the seismogenic fault’s strike, and the maximum vertical PGA at the epicentral zone reached approximately 376.3 Gal. The vertical PGA decayed with increasing fault distance while displaying notable directivity effects and near-field saturation behavior under strong-motion conditions. (3)The site amplification effect on vertical PGA was relatively weaker than that on horizontal motion. With decreasing , the peak amplification factor of vertical PGA relative to bedrock conditions(Vs30=1000m/s) ranged between 1.14 and 1.27, while under strong-motion conditions(Mw=7.0), soft soil sites (Vs30=100m/s) exhibited an amplification coefficient of ~0.79, indicating pronounced seismic motion reduction due to soft soil effects.-
Key words:
- vertical strong ground motion /
- fuzzy inference /
- prediction /
- site effect /
- Menyuan earthquake.
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