Acta Geotechnica最新文献

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Discussion to the article Undrained shear strength prediction of clays using liquidity index, by Q. Wang, S. Qiu, H. Zheng, R. Zhang 对文章《利用流动性指数预测粘土的排水抗剪强度》的讨论,作者:Q. Wang, S. Qiu, H. Zheng, R. Zhang
IF 5.7 1区 工程技术
Acta Geotechnica Pub Date : 2024-08-20 DOI: 10.1007/s11440-024-02385-x
Brendan C. O’Kelly, Stuart K. Haigh
{"title":"Discussion to the article Undrained shear strength prediction of clays using liquidity index, by Q. Wang, S. Qiu, H. Zheng, R. Zhang","authors":"Brendan C. O’Kelly, Stuart K. Haigh","doi":"10.1007/s11440-024-02385-x","DOIUrl":"https://doi.org/10.1007/s11440-024-02385-x","url":null,"abstract":"<p>This communication presents a critical discussion of the article “Undrained shear strength prediction of clays using liquidity index”, authored by Q. Wang, S. Qiu, H. Zheng, R. Zhang, and recently published in <i>Acta Geotechnica</i> (https://doi.org/10.1007/s11440-023-02107-9). Various inaccurate claims and flaws regarding the Authors’ newly developed three-parameter strength–liquidity index (<i>S</i><sub><i>u</i></sub>–<i>I</i><sub><i>L</i></sub>) models/correlations are highlighted and discussed herein. In particular, comparing existing two-parameter and their newly developed three-parameter <i>S</i><sub><i>u</i></sub>–<i>I</i><sub><i>L</i></sub> models, contrary to the Authors’ claims, no improvement in prediction accuracy is achieved over the two-parameter model by introducing a third model parameter. Rather, it is shown herein that the existing two-parameter and the Authors’ three-parameter <i>S</i><sub><i>u</i></sub>–<i>I</i><sub><i>L</i></sub> models are mathematically identical. Furthermore, two of the Authors’ newly developed <i>S</i><sub><i>u</i></sub>–<i>I</i><sub><i>L</i></sub> correlations, i.e., relating the triaxial-compression and shearbox derived strengths to the liquidity index, are shown to be inaccurate, forecasting gross under- and over-predictions of the measured strengths, respectively. This highlights the need for a reassessment of the proposed correlations, and emphasizes the importance of accurate and reliable correlations in geotechnical engineering.</p>","PeriodicalId":49308,"journal":{"name":"Acta Geotechnica","volume":"38 1","pages":""},"PeriodicalIF":5.7,"publicationDate":"2024-08-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142214268","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
Discussion of “A 3D image-based method to measure soil stiffness in triaxial tests” by Wang et al. 2024 (DOI: /10.1007/s11440-023-01977-3) 讨论 Wang 等人的论文 "基于三维图像的三轴试验土壤刚度测量方法" 2024 (DOI: /10.1007/s11440-023-01977-3)
IF 5.6 1区 工程技术
Acta Geotechnica Pub Date : 2024-08-20 DOI: 10.1007/s11440-024-02379-9
Lin Li
{"title":"Discussion of “A 3D image-based method to measure soil stiffness in triaxial tests” by Wang et al. 2024 (DOI: /10.1007/s11440-023-01977-3)","authors":"Lin Li","doi":"10.1007/s11440-024-02379-9","DOIUrl":"10.1007/s11440-024-02379-9","url":null,"abstract":"<div><p>Wang et al. (2024) proposed a new method to measure soil stiffness through triaxial tests. This discussion illustrates some limitations of the proposed method and details several modifications on the post-image analysis process to enhance its capability. These modifications include the introduction of true stereophotogrammetry for camera and triaxial cell wall orientation, optical ray tracing technique for optical ray reconstruction, and three-dimensional digital image correlation (3D-DIC) for full-field two-dimensional (2D) point cloud generation. With these modifications, the capability of the new method can be significantly improved from only local strain to full-field deformation measurement at a higher accuracy and resolution.</p></div>","PeriodicalId":49308,"journal":{"name":"Acta Geotechnica","volume":"19 11","pages":"7759 - 7761"},"PeriodicalIF":5.6,"publicationDate":"2024-08-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142214265","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
Comment on “Experimental study on the thixotropic mechanism of deep-sea clay from the perspective of microstructure and bound water” by Ren et al. (2023), Acta Geotechnica, https://doi.org/10.1007/s11440-023-01967-5 评论 Ren 等人的《从微观结构和结合水的角度对深海粘土触变机理的实验研究》(2023 年),Acta Geotechnica,https://doi.org/10.1007/s11440-023-01967-5
IF 5.7 1区 工程技术
Acta Geotechnica Pub Date : 2024-08-20 DOI: 10.1007/s11440-024-02380-2
Wei Sun, Yucheng Li, Guoping Zhang
{"title":"Comment on “Experimental study on the thixotropic mechanism of deep-sea clay from the perspective of microstructure and bound water” by Ren et al. (2023), Acta Geotechnica, https://doi.org/10.1007/s11440-023-01967-5","authors":"Wei Sun, Yucheng Li, Guoping Zhang","doi":"10.1007/s11440-024-02380-2","DOIUrl":"https://doi.org/10.1007/s11440-024-02380-2","url":null,"abstract":"<p>Ren et al. (Acta Geotech, 2023. https://doi.org/10.1007/s11440-023-01967-5) recently reported an interesting experimental investigation of the thixotropism, or thixotropy mechanism, of a deep-sea marine clay, conclusively claiming that the conversion of weakly and strongly bound waters to free water, in addition to microfabric change, contributes to the thixotropic hardening of the studied clay. While the microfabric evolution of the clay during the thixotropic hardening process was observed, in a speculative and qualitative fashion, using scanning electron microscopy, the interconversion of different types of waters (i.e., weakly bound water, strongly bound water, and free water) in the clay was quantitatively assessed using thermogravimetric analysis (TGA) and qualitatively judged by Fourier transform infrared spectroscopy (FTIR). However, some fundamental issues related to the viability and suitability of the employed experimental techniques and the interpretation of TGA and FTIR results arise and are worth re-examination and discussion. In this short communication, the TGA curves and FTIR spectra were re-interpreted, based on a mathematically more accurate and scientifically more rigorous analysis of the data, which appears to make the proposed model of evolution of different types of waters in clays invalid. Consequently, the attribution of thixotropy or one potential thixotropism to the conversion among different types of waters and the conclusions drawn based on the speculative interpretations are also worth further clarifying and commenting. Overall, the TGA and FTIR results probably fail to conclusively establish the conversion among the different types of waters occurring along with the thixotropic hardening process.</p>","PeriodicalId":49308,"journal":{"name":"Acta Geotechnica","volume":"415 1","pages":""},"PeriodicalIF":5.7,"publicationDate":"2024-08-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142214264","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
Insight into nonlinear thermal consolidation of saturated clay under coupled thermo-mechanical loading: a unified one-dimensional model 热机械耦合加载下饱和粘土非线性热固结的深入研究:统一的一维模型
IF 5.7 1区 工程技术
Acta Geotechnica Pub Date : 2024-08-18 DOI: 10.1007/s11440-024-02382-0
Mengmeng Lu, Jinxin Sun, Minjie Wen, Kang Yang, Kuo Li
{"title":"Insight into nonlinear thermal consolidation of saturated clay under coupled thermo-mechanical loading: a unified one-dimensional model","authors":"Mengmeng Lu, Jinxin Sun, Minjie Wen, Kang Yang, Kuo Li","doi":"10.1007/s11440-024-02382-0","DOIUrl":"https://doi.org/10.1007/s11440-024-02382-0","url":null,"abstract":"<p>The evaluation of thermo-hydro-mechanical (THM) coupling response of clayey soils has emerged as an imperative research focus within thermal-related geotechnical engineering. Clays will exhibit nonlinear physical and mechanical behavior when subjected to variations in effective stress and temperature. Additionally, temperature gradient within soils can induce additional pore water migration, thereby resulting in a significant thermo-osmosis effect. Indeed, thermal consolidation of clayey soils constitutes a complicated THM coupling issue, whereas the theoretical investigation into it currently remains insufficiently developed. In this context, a one-dimensional mathematical model for the nonlinear thermal consolidation of saturated clay is proposed, which comprehensively incorporates the crucial THM coupling characteristics under the combined effects of heating and mechanical loading. In current model, the interaction between nonlinear consolidation and heat transfer process is captured. Heat transfer within saturated clay is investigated by accounting for the conduction, advection, and thermomechanical dispersion. The resulting governing equations and numerical solutions are derived through assuming impeded drainage boundaries. Then, the reasonability of current model is validated by degradation and simulation analysis. Subsequently, an in-depth assessment is carried out to investigate the influence of crucial parameters on the nonlinear consolidation behavior. The results indicate that increasing the temperature can significantly promote the consolidation process of saturated clay, the dissipation rate of excess pore water pressure (EPWP) is accelerated by a maximum of approximately 15%. Moreover, the dissipation rate of EPWP also increases with the increment of pre-consolidation pressure, while the corresponding settlement decreases. Finally, the consolidation performance is remarkably impacted by thermo-osmosis and neglecting this process will generate a substantial departure from engineering practice.</p>","PeriodicalId":49308,"journal":{"name":"Acta Geotechnica","volume":"117 1","pages":""},"PeriodicalIF":5.7,"publicationDate":"2024-08-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142214266","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
Effects of fabric anisotropy on the small-strain shear modulus of granular materials 织物各向异性对颗粒材料小应变剪切模量的影响
IF 5.7 1区 工程技术
Acta Geotechnica Pub Date : 2024-08-14 DOI: 10.1007/s11440-024-02381-1
Xiao-Tian Yang, Yan-Guo Zhou, Qiang Ma, Yun-Min Chen
{"title":"Effects of fabric anisotropy on the small-strain shear modulus of granular materials","authors":"Xiao-Tian Yang, Yan-Guo Zhou, Qiang Ma, Yun-Min Chen","doi":"10.1007/s11440-024-02381-1","DOIUrl":"https://doi.org/10.1007/s11440-024-02381-1","url":null,"abstract":"<p>Granular soil generally exhibits an anisotropic stiffness in engineering but challenging to quantify in situ and laboratory condition, due to a lack of the appropriate factor and quantitative research. In this paper, discrete element method is employed to create two typical types of soil fabric and conduct shear wave measurement in double direction, with the microscopic parameters monitored to investigate the connection with macroscopic stiffness anisotropy. The results show that the reference fabric increases as fabric anisotropy increases first and then decreases with further increase in the <i>XZ</i> stress plane, while always decreases approximately linearly in the <i>XY</i> stress plane. The reference fabric is determined by the contact density in the direction of wave propagation and particle perturbation under microscale examination. The results also reveal a linear relationship between the macroscopic stiffness anisotropy and microscopic fabric anisotropy, which could be used as an effective method to reflect the degree of anisotropy in situ by wave measurement. And the applicability of the expression of small-strain shear modulus is also discussed.</p>","PeriodicalId":49308,"journal":{"name":"Acta Geotechnica","volume":"4 1","pages":""},"PeriodicalIF":5.7,"publicationDate":"2024-08-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142214267","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
Landslide susceptibility mapping using physics-guided machine learning: a case study of a debris flow event in Colorado Front Range 利用物理引导的机器学习绘制滑坡易发性地图:科罗拉多前沿山脉泥石流事件案例研究
IF 5.6 1区 工程技术
Acta Geotechnica Pub Date : 2024-08-13 DOI: 10.1007/s11440-024-02384-y
Te Pei, Tong Qiu
{"title":"Landslide susceptibility mapping using physics-guided machine learning: a case study of a debris flow event in Colorado Front Range","authors":"Te Pei,&nbsp;Tong Qiu","doi":"10.1007/s11440-024-02384-y","DOIUrl":"10.1007/s11440-024-02384-y","url":null,"abstract":"<div><p>Landslides are common geohazards worldwide, resulting in significant losses to economies and human lives. Data-driven approaches, especially machine learning (ML) models, have been widely used recently for landslide susceptibility mapping (LSM) by extracting features from geospatial variables based on their contribution to landslide occurrences using known distributions of landslides as the training dataset. However, challenges remain in applying ML models for LSM models due to the scarcity and uneven spatial distribution of landslide data coupled with the spatial heterogeneity of hillslope conditions. Moreover, ML models developed with limited data often exhibit unexpected behaviors, resulting in poor interpretability and predictions that deviate from intuitive expectations and established domain knowledge. To overcome these challenges, this study proposes a physics-guided machine learning (PGML) framework that integrates landslide domain knowledge into ML models for LSM. The PGML framework was developed and assessed using a detailed debris flow inventory from a storm event in the Colorado Front Range. Based on the infinite slope model, the factor of safety for the study area was first determined and was subsequently used to constrain the prediction of ML models through a modified loss function and measure the physics consistency of model predictions. To evaluate the robustness and generalizability of the models, this study uses geographical sample selections for model performance evaluation, where ML models are trained and tested across heterogeneous ecoregions. The results of this study demonstrated the efficacy of both physics-based and data-driven methods in determining landslide susceptibility in the study area; however, pure data-driven ML models produced physically unrealistic results and poor generalization performance in new ecoregions. With the incorporation of physical constraints, the PGML model demonstrated notable enhancements in physics consistency and generalization capability, along with reduced model uncertainties across various ecoregions, surpassing the performance of benchmark ML models.</p></div>","PeriodicalId":49308,"journal":{"name":"Acta Geotechnica","volume":"19 10","pages":"6617 - 6641"},"PeriodicalIF":5.6,"publicationDate":"2024-08-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142214271","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
Effect of stress conditions on concentrated leak erosion resistant of fine-grained soils with different characteristics 应力条件对不同特性细粒土抗集中渗漏侵蚀性的影响
IF 5.6 1区 工程技术
Acta Geotechnica Pub Date : 2024-08-12 DOI: 10.1007/s11440-024-02376-y
Sadettin Topçu, Hasan Savaş, Hasan Tosun
{"title":"Effect of stress conditions on concentrated leak erosion resistant of fine-grained soils with different characteristics","authors":"Sadettin Topçu,&nbsp;Hasan Savaş,&nbsp;Hasan Tosun","doi":"10.1007/s11440-024-02376-y","DOIUrl":"10.1007/s11440-024-02376-y","url":null,"abstract":"<div><p>Internal erosion is one of the most important factors that cause earth structures that retain water, such as embankment dams, to collapse. Concentrated leak erosion, one of the forms of internal erosion, occurs in cracked fine-grained soils and pressurized flow conditions. To evaluate the concentrated leak erosion risk of cracks/voids, it is necessary to ascertain the erosion resistance of these materials. The erosion rate and critical shear stresses determine internal erosion resistance in concentrated leak erosion. This study determined soil’s concentrated leak erosion resistance using test equipment that allowed the flow to pass through a hole with stress-free (no loading), anisotropic-compression stress, anisotropic-expansion stress, and isotropic stress conditions. The stresses that developed in the samples’ hole wall where erosion occurred were determined with numerical modeling as pre-experimental stress conditions. The experiments were performed under a single hydraulic head on four selected cohesive soils with different erosion sensitivity. Time-dependent flow rates obtained from the test system can be used to determine hydraulic parameters, such as energy grade lines, with the help of basic theorems of pipe hydraulics in theoretical hydraulic models. Moreover, the erosion rates were quantitatively determined using the continuity equation, while critical shear stresses were qualitatively compared for concentrated leak erosion developed by the dispersion mechanism. As a result of the experiments, stress conditions influence the concentrated leak erosion resistance in the soil samples with dispersive erosion. Moreover, the shear strength in the Mohr–Coulomb hypothesis can explain the erosion resistance in these soils under stress conditions depending on the sand/clay ratio.</p></div>","PeriodicalId":49308,"journal":{"name":"Acta Geotechnica","volume":"19 12","pages":"7967 - 7988"},"PeriodicalIF":5.6,"publicationDate":"2024-08-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s11440-024-02376-y.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142214269","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Modelling of granular materials at crushing-dominant stage 颗粒物料在破碎主导阶段的建模
IF 5.6 1区 工程技术
Acta Geotechnica Pub Date : 2024-08-09 DOI: 10.1007/s11440-024-02383-z
Yaolan Tang, Chunshun Zhang, Congying Li, Weiru Zhou, Junfeng Qian, Jian Zhao
{"title":"Modelling of granular materials at crushing-dominant stage","authors":"Yaolan Tang,&nbsp;Chunshun Zhang,&nbsp;Congying Li,&nbsp;Weiru Zhou,&nbsp;Junfeng Qian,&nbsp;Jian Zhao","doi":"10.1007/s11440-024-02383-z","DOIUrl":"10.1007/s11440-024-02383-z","url":null,"abstract":"<div><p>Granular crushing significantly changes mechanical behaviours, especially under elevated stress levels. Therefore, this study aims to develop a model to simulate the constitutive behaviours of granular materials at the crushing-dominant stage. Firstly, the contour of elastic potential energy is demonstrated and employed to derive the yield surface or function, acknowledging that the stored elastic energy dominates the breakage yield criterion. The versatility of the proposed yield function in accurately capturing the features of yield surfaces is verified with three cases, including Cam-clay models, test results, and an empirical yield function. Next, a hardening parameter, <i>H</i>, is formulated, considering the extent of crushing, <i>B</i>, and the void ratio, <i>e</i>, to reflect the expansion of the yield surface during hardening. The proposed simple hardening formulation favourably represents compression characteristics under elevated stress levels. Combining the above results of yield and hardening functions, a new elastic–plastic-crushing constitutive model is developed; the model’s capability to describe crushable granular material behaviours is validated against experimental counterparts.</p></div>","PeriodicalId":49308,"journal":{"name":"Acta Geotechnica","volume":"19 10","pages":"6535 - 6551"},"PeriodicalIF":5.6,"publicationDate":"2024-08-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141923702","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
Grouting mechanism of quick-setting slurry in fracture with random fracture opening considering time–space characteristics of viscosity 考虑粘度时空特性的随机断裂口中速凝浆液的灌浆机理
IF 5.6 1区 工程技术
Acta Geotechnica Pub Date : 2024-08-07 DOI: 10.1007/s11440-024-02378-w
Shu Zhu, Jianfu Shao, Hexuan Zhu, Zhende Zhu, Feiyang Wang, Junyu Wu
{"title":"Grouting mechanism of quick-setting slurry in fracture with random fracture opening considering time–space characteristics of viscosity","authors":"Shu Zhu,&nbsp;Jianfu Shao,&nbsp;Hexuan Zhu,&nbsp;Zhende Zhu,&nbsp;Feiyang Wang,&nbsp;Junyu Wu","doi":"10.1007/s11440-024-02378-w","DOIUrl":"10.1007/s11440-024-02378-w","url":null,"abstract":"<div><p>The coupling effect between the spatial variability of slurry diffusion and the time-varying viscosity of quick-setting slurry is the time–space characteristics of slurry viscosity (TSCSV). The TSCSV is the governing factor for the complex and uncontrollable flow of slurry in fractures. In this regard, the flow pattern of quick-setting slurry is considered as a Bingham fluid with viscosity spatiotemporal characteristics. Using the fractal function with random parameters (W-M function), a single fracture with random fracture opening (RFO) is drawn, and a theoretical model on grouting diffusion in fractures is established considering the TSCSV. The RFO is corrected for head loss, and the spatiotemporal distribution equation of the RFO grouting pressure is derived. The relationship between grouting pressure, grouting time, and slurry diffusion distance is obtained. Additionally, the effects of the RFO, the fractal dimension of the fracture curve, the horizontal movement distance of the lower end face of the fracture, and the effects of viscosity and grouting rate on the viscosity and grouting pressure in the slurry diffusion space are discussed. Finally, by predefining the spatial distribution function of slurry viscosity for a single fracture in the numerical calculation model, a numerical simulation of random fracture distribution grouting considering viscosity spatiotemporal characteristics is achieved. The rationality of the model is validated through a comparison of theoretical analysis and numerical simulation, providing reference for the determination of grouting parameters in practical grouting projects.</p></div>","PeriodicalId":49308,"journal":{"name":"Acta Geotechnica","volume":"19 10","pages":"6517 - 6534"},"PeriodicalIF":5.6,"publicationDate":"2024-08-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141941898","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
Important considerations in machine learning-based landslide susceptibility assessment under future climate conditions 未来气候条件下基于机器学习的滑坡易发性评估的重要考虑因素
IF 5.7 1区 工程技术
Acta Geotechnica Pub Date : 2024-08-03 DOI: 10.1007/s11440-024-02363-3
Yi Han, Shabnam J. Semnani
{"title":"Important considerations in machine learning-based landslide susceptibility assessment under future climate conditions","authors":"Yi Han, Shabnam J. Semnani","doi":"10.1007/s11440-024-02363-3","DOIUrl":"https://doi.org/10.1007/s11440-024-02363-3","url":null,"abstract":"<p>Rainfall-induced landslides have caused a large amount of economic losses and casualties over the years. Machine learning techniques have been widely applied in recent years to assess landslide susceptibility over regions of interest. However, a number of challenges limit the reliability and performance of machine learning-based landslide models. In particular, class imbalance in the dataset, selection of landslide conditioning factors, and potential extrapolation problems for landslide prediction under future conditions need to be carefully addressed. In this work, we introduce methodologies to address these challenges using XGBoost to train the landslide prediction model. Data resampling techniques are adopted to improve the model performance with the imbalanced dataset. Various models are trained and their performances are evaluated using a combination of different metrics. The results show that synthetic minority oversampling technique combined with the proposed gridded hyperspace sampling technique performs better than the other imbalance learning techniques with XGBoost. Subsequently, the extrapolation performance of the XGBoost model is evaluated, showing that the predictions remain valid for the projected climate conditions. As a case study, landslide susceptibility maps in California, USA are generated using the developed model and are compared with the historical California landslide catalog. These results suggest that the developed model can be of great significance in global landslide susceptibility mapping under climate change scenarios.</p>","PeriodicalId":49308,"journal":{"name":"Acta Geotechnica","volume":"19 1","pages":""},"PeriodicalIF":5.7,"publicationDate":"2024-08-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141884481","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
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