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Earthquake-induced landslides hazard assessment with fused newmark displacement and multi-event inventories 融合新标记位移和多事件清单的地震诱发滑坡危险性评估
IF 4.2 2区 工程技术 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2026-03-10 DOI: 10.1007/s10064-026-04825-2
Yingbin Zhang, Jinyang Tan, Jing Liu, Haotian Yang, Ying Zeng, Yu Sun, Zhenhai Feng, Yonghang Liu

Earthquake-induced landslides pose significant threats to human life and property. Assessing their hazard reveals the probability of regional landslide occurrence under seismic action, providing a basis for pre-earthquake planning and post-earthquake rescue operations. This study integrates landslide data from 26 historical earthquakes through efficient data preprocessing. A Fault Direction Effect (FDE) factor is introduced, quantitatively characterizing the angle between natural slope aspect and fault rupture direction, establishing a seismic geological effect evaluation index with defined physical significance. We constructed a multi-factor database comprising 18 disaster-inducing factors and conducted statistical analyses of the spatial distribution of earthquake-induced landslides. Based on the Newmark model, we developed eighteen coupled Newmark and machine learning models suitable for shallow translational failures, hereafter referred to as the Newmarki-X dual-drive models. Using metrics such as AUC, precision, recall, F1 score, and Kappa coefficient, supplemented by leave-one-out cross-validation, and taking the 2008 Wenchuan, 2015 Nepal, and 2010 Haiti earthquake data, the best performing model (improved Newmark coupled with Backpropagation Neural Network(BPNN) incorporating peak ground acceleration (PGA)) showed significant performance improvements: pre-earthquake prediction AUC reached 0.88 and post-earthquake inversion AUC 0.94, outperforming traditional single-method models in both accuracy and stability. By employing big data analysis, machine learning, and model integration techniques, this study develops a multi-technique earthquake-induced landslide hazard evaluation system, offering quantitative support for regional disaster risk management.

地震引发的山体滑坡对人类生命财产构成重大威胁。通过对其危险性的评估,揭示地震作用下区域滑坡发生的概率,为震前规划和灾后救援行动提供依据。本研究通过高效的数据预处理,整合了26次历史地震的滑坡数据。引入断层方向效应因子,定量表征自然坡向与断层破裂方向之间的夹角,建立具有明确物理意义的地震地质效应评价指标。构建了包含18个诱发因素的多因子数据库,对地震诱发滑坡的空间分布进行了统计分析。基于Newmark模型,我们开发了18个适用于浅平移故障的Newmark和机器学习耦合模型,以下简称Newmark - x双驱动模型。利用AUC、精度、召回率、F1得分和Kappa系数等指标,并以留一交叉验证为补充,以2008年汶川、2015年尼泊尔和2010年海地地震数据为例,表现最佳的模型(改进的Newmark与考虑峰值地面加速度(PGA)的反向传播神经网络(BPNN)相结合)显示出显著的性能改进:震前预报AUC和震后反演AUC分别达到0.88和0.94,精度和稳定性均优于传统的单方法模型。运用大数据分析、机器学习和模型集成技术,构建多技术地震诱发滑坡危险性评价体系,为区域灾害风险管理提供定量支持。
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引用次数: 0
Study on acoustic emission characteristics and failure precursors of Malan loess under uniaxial compression 马兰黄土单轴压缩声发射特征及破坏前兆研究
IF 4.2 2区 工程技术 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2026-03-10 DOI: 10.1007/s10064-026-04835-0
Xiaohui Sun, Yanrong Li, Zhibin Wang, Jianbo Zhao, Xiaoyu Yang, Ke Zhang

Loess collapse is highly concealed and abrupt. Consequently, traditional displacement monitoring is ineffective in capturing early instability signals and disaster warning timeliness is poor, a key challenge in loess disaster prevention. Hence, this paper focused on nonforce field monitoring and uses acoustic emission (AE) technology to conduct uniaxial compression tests on Malan loess. Tests explored AE responses during loess deformation/failure, analyzed AE parameter anomalies near failure, and established precursor criteria. Results show distinct AE signals throughout the process are strongly correlated with failure stages. Near peak strength, the AE ringing count rises rapidly and peaks before specimen failure, which confirms AE anomalies precede macroscopic strain changes. Before peak strength, the AE b-value drops abruptly, high-frequency signals disappear, and low-frequency signals surge. This paper identified three reliable AE-based failure precursors: sudden increase in AE ringing count, abrupt b-value drop, and “high-frequency disappearance–low-frequency surge.” This paper confirmed AE monitoring’s feasibility for loess collapse early warning and provides a technical basis to enhance disaster prevention efficiency and protect infrastructure/ecology in loess regions.

黄土塌陷隐蔽性强,突发性强。因此,传统的位移监测难以捕捉早期失稳信号,灾害预警及时性差,是黄土灾害防治面临的关键挑战。为此,本文以非应力场监测为重点,利用声发射技术对马兰黄土进行单轴压缩试验。试验探讨了黄土变形/破坏过程中的声发射响应,分析了破坏附近的声发射参数异常,建立了前兆判据。结果表明,在整个过程中明显的声发射信号与失效阶段密切相关。在峰值强度附近,声发射振铃计数迅速上升,并在试样破坏前达到峰值,这证实了声发射异常先于宏观应变变化。峰值强度前,声发射b值急剧下降,高频信号消失,低频信号浪涌。本文确定了三种可靠的基于AE的故障前兆:AE振铃计数突然增加、b值突然下降和“高频消失-低频浪涌”。证实了声发射监测在黄土塌陷预警中的可行性,为提高黄土地区的防灾效率、保护基础设施和生态提供了技术依据。
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引用次数: 0
Study on the evolution law of disturbed stress in soft rock tunnel constructed by three-bench method 三台架法软岩巷道扰动应力演化规律研究
IF 4.2 2区 工程技术 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2026-03-09 DOI: 10.1007/s10064-026-04858-7
Yuanguang Zhu, Haoyuan Xue, Bin Liu, Xuewei Liu, Xuanyao Wang

The three-bench method is extensively applied in deeply buried soft rock tunnel construction. Its multiple construction steps cause significant spatial and temporal effects on surrounding rock stress evolution, which brings challenges for tunnel excavation and support design. This study monitors stress evolution of Muzhailing highway tunnel via the Rheological Stress Recovery method, conducts creep-based numerical simulation for entire excavation process, and compares results using the Stress Disturbance Index (SDI) analysis method. The results reveal: (1) Stress disturbance starts when the upper bench is 8 m from the monitoring cross-section and stabilizes post invert arch lining. (2) The range of the stress disturbance zone is 2.5 times the tunnel radius R0 (R0 = 6.48 m), with stress states varying by depth—σz > σy > σx at depths < 0.3 R0, σy > σz > σx at depths of 0.3–1 R0, and σy > σx > σz at depths > 1 R0. (3) Overall, σx exhibits a decreasing trend with the excavation progression, while σz exhibits an increasing trend. The peak values of σx, σy, σz are 16.74 MPa, 17.02 MPa, and 16.55 MPa, respectively. (4) Middle bench and left lower bench excavations induce significant stress variation amplitudes and stress average variation rates. (5) Through the SDI analysis method, the monitoring and simulation results exhibit good consistency in evolutionary patterns.

三台阶法在深埋软岩隧道施工中得到了广泛的应用。它的多个施工步骤对围岩应力演化产生显著的时空影响,给隧道开挖和支护设计带来了挑战。采用流变应力恢复法对木寨岭公路隧道的应力演化进行监测,对整个开挖过程进行基于蠕变的数值模拟,并采用应力扰动指数(SDI)分析法对结果进行比较。结果表明:(1)应力扰动始于上台阶距监测断面8 m处,对后仰拱衬砌产生稳定作用。(2)应力扰动区范围为隧道半径R0的2.5倍(R0 = 6.48 m),应力状态随深度的变化而变化:σz >; σy > σy > σy > σy > σy > σz > σx (0.3 - 1); σy > σx; σz;(3)总体上,σx随开挖的进行呈减小趋势,σz呈增大趋势。σx、σy、σz的峰值分别为16.74 MPa、17.02 MPa和16.55 MPa。(4)中阶和左下阶开挖引起了显著的应力变幅和应力平均变化率。(5)通过SDI分析方法,监测结果与模拟结果在演化模式上具有较好的一致性。
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引用次数: 0
Study on impulse wave propagation attenuation generated by the failure of large deposits in a reservoir of the Lancang River 澜沧江某水库大型沉积物破坏产生的冲击波传播衰减研究
IF 4.2 2区 工程技术 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2026-03-09 DOI: 10.1007/s10064-026-04857-8
Yuhao Liu, Guoxiang Tu, Jingtao Shi, Bo Luo, Yanmei Zhang, Xin Zhang, Hao Tang, Qifeng Luo

Impulse wave generated by the failure of large deposits in reservoirs directly affect dam safety. This study takes a large potential reservoir deposit in southwest China’s Lancang River as an example, determines its failure mode using centrifuge tests, investigates the propagation attenuation characteristics of impulse waves generated by RS deposit failure by constructing 1:200 large-scale physical simulation tests and numerical simulations based on fluid‒solid coupling, and explores the mechanism and influencing factors of impulse wave propagation attenuation in mountainous reservoir channels. The failure of the deposits produced maximum wave amplitude in excess of 30 m in the river channel. In this study, we obtained the ratio of wave amplitude attenuation along the propagation of impulse waves generated by RS deposit failure and analyzed the wave attenuation characteristics: waves are generated, climb toward the opposite shore and then fall back and show periodic attenuation, the wave form propagating downstream gradually breaks irregularly, the waves are in sharp attenuation within 1.5 km from the deposits, after which they slowly attenuate but with small fluctuations in some areas, and the attenuation ratio is the largest in the nearly straight river channel. When the impulse wave propagates in the river channel of mountain reservoirs, its wave amplitude as a whole decreases with increasing propagation distance, but the degree of attenuation is different in different areas. Its propagation is mainly affected by the obstruction of the bend, frictional resistance, bank bounce interference, and the width change of the river channel.

水库中大型沉积物破坏产生的冲击波直接影响大坝安全。以澜沧江西南地区某大型潜在储层矿床为例,采用离心机试验确定其破坏模式,通过1:200大规模物理模拟试验和基于流固耦合的数值模拟,研究RS矿床破坏产生的冲击波传播衰减特征。探讨了山区水库河道中冲击波传播衰减的机理及影响因素。沉积物的破坏在河道中产生了超过30m的最大波幅。在本研究中,我们得到了RS沉积破坏产生的冲击波沿传播的振幅衰减比,并分析了波的衰减特征:波浪产生后,向对岸爬升,然后回落,呈现周期性衰减,向下游传播的波形逐渐不规则破碎,在距矿床1.5 km范围内波浪呈急剧衰减,之后波浪缓慢衰减,但部分区域波动较小,在近直河道处衰减比最大。冲击波在山地水库河道中传播时,随着传播距离的增加,其波幅整体呈下降趋势,但不同区域的衰减程度不同。其传播主要受弯道阻力、摩擦阻力、河岸弹跳干扰、河道宽度变化等因素的影响。
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引用次数: 0
Quantitative forecasting of river-blocking catastrophes: decoupling the roles of geomorphic, hydrologic and seismic drivers in post-earthquake debris flow sequences 拦河灾害的定量预测:分离震后泥石流序列中地貌、水文和地震驱动因素的作用
IF 4.2 2区 工程技术 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2026-03-07 DOI: 10.1007/s10064-026-04872-9
Ming Chen, Chuan Tang, Ming Chang, Jiang Xiong

River blockage serves as a critical link in the cascading hazards of post-earthquake debris flows. The early identification of potential debris flows that may block the river is essential for post-earthquake disaster prevention and risk reduction. Based on multi-source remote sensing images, field surveys and data collection, we compiled a dataset of river blockage events caused by debris flows following the 2008 Wenchuan earthquake. Simultaneously, we identified the primary controlling factors of the river blockages by post-earthquake debris flows and developed the prediction models based on data-driven and artificial intelligence. The results show that the root mean square error of Random Forest (RF), Extreme Gradient Boosting (XGBoost), and Light Gradient Boosting Machine (LightGBM) were 0.141, 0.134 and 0.086, respectively. Among the three models, LightGBM performed with higher prediction accuracy and lower variability. Based on Shapley Additive Explanation (SHAP), we found that the co-seismic landslide area connectivity (LSN) and the slope of the deposition area (FANS) are the first-order dominant controlling factors of the river blockage hazards caused by post-earthquake debris flows, followed by the topographic roughness index (TRI), the stream power index (SPI), the average slope of the catchment (CAS), the hypsometric integral (HI), the flow accumulation ratio (FR), and the stream steepness index (KSN). Subsequently, we further examined the relationship between the debris flow river-blockage index (PBR) and its influencing factors, and determined factor thresholds that correspond to the high hazard of river blockage. This research can provide insights for the prediction and risk mitigation of river blockage hazards caused by post-earthquake debris flows.

河流堵塞是地震后泥石流级联灾害的关键环节。早期识别可能阻塞河流的潜在泥石流对于震后防灾和降低风险至关重要。基于多源遥感影像、实地调查和数据采集,构建了2008年汶川大地震后泥石流河道堵塞事件数据集。同时,确定了地震后泥石流淤塞的主要控制因素,并建立了基于数据驱动和人工智能的预测模型。结果表明,随机森林(RF)、极端梯度增强(XGBoost)和光梯度增强机(LightGBM)的均方根误差分别为0.141、0.134和0.086。在三个模型中,LightGBM具有较高的预测精度和较低的变率。基于Shapley加性解释(SHAP),发现同震滑坡区连连性(LSN)和沉积区坡度(FANS)是地震后泥石流淤塞危害的一级主导控制因素,其次是地形粗糙度指数(TRI)、河流功率指数(SPI)、流域平均坡度(CAS)、等高积分(HI)、流量累积比(FR)和河流陡度指数(KSN)。随后,我们进一步研究了泥石流河道堵塞指数(PBR)与其影响因子之间的关系,确定了河道堵塞高危险性对应的因子阈值。该研究可为震后泥石流河道堵塞灾害的预测和减灾提供参考。
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引用次数: 0
Systematic analysis and quantitative study on water-resisting property of the top portion of the Ordovician limestone aquifer in North China coalfield 华北煤田奥陶系灰岩含水层顶部阻水性的系统分析与定量研究
IF 4.2 2区 工程技术 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2026-03-07 DOI: 10.1007/s10064-026-04865-8
Han Fang, Shuyun Zhu, Xiangcheng Lu, Maobin Ran

In recent years, it has been pointed out that there is a relative aquifuge in the top portion of the Ordovician limestone aquifer. To further explore the water-resisting property of Ordovician limestone, systematic tests were conducted on the O-7 borehole samples, including well logging curves analysis, physical and mechanical property tests, X-ray diffraction (XRD), nuclear magnetic resonance (NMR), and scanning electron microscopy (SEM). The results confirmed the existence of the relatively aquifuge. Compared to conventional Ordovician limestone samples, the presence of minerals such as kaolinite, a large proportion of micropores, and the filling of fissures under the microscopic structure jointly revealed the mechanism of enhanced water-resisting property: macropores and fissures were filled by weathering substances and decomposed into mesopores or micropores, thereby forming an impermeable texture in the rock, and thus creating an impermeable structure on a large scale. Based on the quantified thickness of the aquifuge, the potential risk of the lower coal seam mining in Yangcun Coal Mine was assessed using the water inrush coefficient method. The existence of the aquifuge would expand the field coverage of the mining safety zone. This indicates that the existence of the aquifuge and further quantification has great practical significance for reducing the management cost of the Ordovician limestone aquifer and raising the mining limit.

近年来,人们指出奥陶系灰岩含水层顶部存在相对含水层。为进一步探索奥陶系灰岩的抗水性能,对O-7井样进行了测井曲线分析、物理力学性能测试、x射线衍射(XRD)、核磁共振(NMR)、扫描电镜(SEM)等系统测试。结果证实了相对水层的存在。与常规奥陶系灰岩样品相比,高岭石等矿物的存在、微孔的大量存在以及微观结构下裂隙的充填共同揭示了抗水性能增强的机理:大孔和裂隙被风化物质填充,分解成中孔或微孔,从而在岩石中形成不透水的结构,从而形成大规模的不透水结构。在对隔水层厚度进行量化的基础上,采用突水系数法对杨村煤矿下煤层开采的潜在风险进行了评价。隔水层的存在将扩大采矿安全区的现场覆盖范围。说明隔水层的存在及其进一步量化对降低奥陶系灰岩含水层管理成本、提高开采极限具有重要的现实意义。
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引用次数: 0
Mechanical behaviour and microstructural evolution of organic material-stabilized sandy soil under freeze‒thaw cycles 冻融循环作用下有机质稳定沙土力学行为及细观结构演化
IF 4.2 2区 工程技术 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2026-03-07 DOI: 10.1007/s10064-026-04815-4
Bentao Ma, Yingbin Guo, Peiyuan Zhan, Chunye Ying, Hanbo Gao

Alpine grasslands in the seasonally frozen source region of the Yellow River experience severe sandification, intensified by freeze‒thaw (FT) cycles. In this study, the efficacy of two organic stabilizers, polyacrylamide (PAM) and modified polyvinyl alcohol (SH), in reinforcing local sandy soil was investigated. Through laboratory experiments, including direct shear tests, unconfined compressive strength (UCS) tests, X-ray diffraction (XRD), scanning electron microscopy (SEM), and nuclear magnetic resonance (NMR), the mechanical properties and microstructural evolution of the stabilized soil in terms of different additive dosages and numbers of FT cycles were evaluated. Both stabilizers significantly increased the cohesion and UCS of the soil before FT cycling. After ten cycles, compared with PAM, SH performed markedly better, exhibiting lower cohesion loss and a unique, substantial increase in UCS. Microstructural analysis indicated that although both stabilizers initially reinforced the soil through encapsulation, cementation, and entanglement, they subsequently experienced macroscopic degradation due to adverse pore structure evolution, particularly an increase in total and macroporosity that occurred primarily during the first two cycles. In contrast, SH developed a denser and more robust network under FT cycling, which presumably accounted for its distinct increase in UCS. Considering both mechanical performance and cost, a 3% dosage of SH was recommended for sand fixation projects in the Yellow River source region.

黄河季节性冻结源区的高寒草原经历了严重的沙化,冻融循环加剧了沙化。本文研究了聚丙烯酰胺(PAM)和改性聚乙烯醇(SH)两种有机稳定剂对局部沙土的加固效果。通过直剪试验、无侧限抗压强度(UCS)试验、x射线衍射(XRD)、扫描电镜(SEM)、核磁共振(NMR)等室内试验,评价了不同添加量和不同FT循环次数下稳定土的力学性能和微观结构演变。两种稳定剂均显著提高了FT循环前土体的黏聚力和单抗强度。10个循环后,与PAM相比,SH的表现明显更好,具有更低的内聚损失和独特的、显著的UCS增加。微观结构分析表明,虽然这两种稳定剂最初通过包封、胶结和缠结对土壤进行加固,但由于不利的孔隙结构演化,它们随后经历了宏观降解,特别是主要发生在前两个循环期间的总孔隙率和宏观孔隙率的增加。相比之下,SH在FT循环下形成了一个更密集、更强大的网络,这可能是其UCS明显增加的原因。从力学性能和成本两方面考虑,黄河源区固沙工程推荐使用3%的石笋。
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引用次数: 0
Deformation characteristics of freeze–thaw silty clay under intermittent cyclic loading 冻融粉质粘土在间歇性循环荷载作用下的变形特性
IF 4.2 2区 工程技术 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2026-03-07 DOI: 10.1007/s10064-026-04848-9
Xin Tang, Huayang Lei, Wuyu Zhang, Yinggang Xu

The subgrade clay experiences cyclic dynamic loads from passing vehicles and intermittent stages when no vehicles are present. In this study, the deformation characteristics of freeze–thaw silty clay in the Xining subgrade under intermittent stages/cyclic loading were analyzed by dynamic triaxial test considering different loading patterns. The results show that the deformation of silty clay increases as the cyclic dynamic stress ratio (CSR) increases. Additionally, the deformation further increases as the freezing temperature decreases. Furthermore, the intermittent stage facilitates partial recovery of axial strain. Pore pressure, which show hysteresis compared to axial strain, are governed by the degree of freeze–thaw deterioration and stress state. By combining the time hardening method with multiple regression analysis, a deformation prediction model that incorporates freeze–thaw cycles and intermittent stages is proposed, and model predictions closely match experimental results. An evaluation method to quantify the intermittent behavior is established, which focuses on analyzing deformation evolution during the intermittent stage and reveals how pore pressure regulates axial strain. This study can provide a theoretical reference for settlement prediction under traffic loads and long-term performance assessment of subgrade engineering in cold regions.

路基粘土承受过路车辆的循环动荷载和无车辆时的间歇动荷载。采用动力三轴试验方法,分析了不同加载方式下西宁路基冻融粉质粘土在间歇阶段/循环加载下的变形特征。结果表明:粉质粘土的变形随循环动应力比(CSR)的增大而增大;随着冻结温度的降低,变形量进一步增大。此外,间歇阶段有利于轴向应变的部分恢复。孔隙压力相对于轴向应变表现出滞后性,受冻融劣化程度和应力状态的影响。将时间硬化法与多元回归分析相结合,建立了考虑冻融循环和间歇阶段的变形预测模型,模型预测与试验结果吻合较好。建立了一种量化间歇行为的评价方法,重点分析了间歇阶段的变形演变,揭示了孔隙压力对轴向应变的调节作用。该研究可为寒冷地区路基工程在交通荷载作用下的沉降预测和长期性能评价提供理论参考。
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引用次数: 0
Vetiver grass for sustainable slope stabilization: a geoslope-based study on laterite and sand-laterite embankments 香根草对可持续边坡稳定的作用:基于红土和砂红土堤防的地质坡面研究
IF 4.2 2区 工程技术 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2026-03-06 DOI: 10.1007/s10064-026-04837-y
Rinitha P, Vandana Sreedharan

Slope failure poses a significant threat to infrastructure, particularly in regions with heterogeneous soil profiles and steep embankments. This study explores the use of vetiver grass (Chrysopogon zizanioides) as a sustainable bioengineering solution to enhance slope stability across varying geotechnical conditions. The stabilizing effects of vetiver root systems were evaluated on slopes composed of laterite soil and sand-laterite mixtures using GeoSlope’s SLOPE/W module. Slope configurations with angles of 10°, 20°, 30°, 45°, 60°, and 75° were analyzed to assess performance under diverse geometries. Soil properties—cohesion, internal friction angle, and unit weight—were derived from laboratory testing and supplemented with literature values. Vetiver reinforcement was modeled through root-induced cohesion enhancement and adjusted shear strength parameters. The results demonstrate that vetiver grass significantly improves the Factor of Safety (FoS) across all tested conditions, particularly in cohesive soils at moderate slope angles. Reinforced slopes showed delayed failure onset, reduced shear strain, and greater resistance to sliding. The 20% sand-laterite mix with vetiver yielded the most favorable stability outcomes. These findings confirm the potential of Vetiver grass as an environmentally sustainable bioengineering approach for stabilizing vulnerable embankments, especially in areas prone to rainfall-induced failures and erosion. The study contributes to advancing sustainable and practical alternatives to conventional slope reinforcement techniques.

边坡破坏对基础设施构成重大威胁,特别是在具有异质土壤剖面和陡峭路堤的地区。本研究探讨了香根草(Chrysopogon zizanioides)作为可持续生物工程解决方案的使用,以提高边坡在不同岩土条件下的稳定性。采用GeoSlope的SLOPE/W模块,评价了香根草根系对红土和砂-红土混合边坡的稳定作用。分析了角度为10°、20°、30°、45°、60°和75°的斜坡配置,以评估不同几何形状下的性能。土壤特性——黏聚力、内摩擦角和单位重量——来源于实验室测试,并辅以文献值。通过根诱导黏聚增强和调整抗剪强度参数来模拟香根草加固。结果表明,香根草显著提高了所有测试条件下的安全系数(FoS),特别是在中等坡度的粘性土壤中。加固后的边坡破坏延迟,剪切应变减小,抗滑能力增强。20%砂红土混合香根草的稳定性效果最好。这些发现证实了香根草作为一种环境可持续生物工程方法的潜力,可以稳定脆弱的堤防,特别是在容易受到降雨导致的失败和侵蚀的地区。该研究有助于推进可持续和实用的替代方案,以取代传统的边坡加固技术。
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引用次数: 0
Algorithm for improving drill core sizing accuracy using image segmentation 利用图像分割提高岩心尺寸精度的算法
IF 4.2 2区 工程技术 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2026-03-06 DOI: 10.1007/s10064-025-04774-2
Jhonny Salis, Jhoxer Zevallos, Joel Figueroa

Currently, image processing methods based on segmentation do not achieve sufficient accuracy to reliably capture the actual dimensions of drill core samples, limiting their ability to provide precise quantitative information on the extracted material’s true length. Although core trays are standardized in 50 cm segments, the core samples themselves often vary in size. The measurement of the Length of Intact Rock Core Pieces (LIRCP) is still carried out using empirical tools such as measuring tapes or rulers, and in some cases, unreliable algorithms, leading to operational delays and increased costs despite LIRCP being a key parameter for calculating the Rock Quality Designation (RQD). Furthermore, the core cutting process and LIRCP measurement are typically performed in separate locations. This project aimed to design and implement an integrated system capable of accurately calculating both the actual length and volume of core samples. The methodology was based on the YOLOv11 segmentation model, chosen for its high detection accuracy and speed, from which length and volume were estimated through 2D pixel analysis. This process was supported by experimental validation and statistical error analysis. The system achieved 98% accuracy in estimating both parameters. This study successfully developed and implemented an integrated system capable of accurately calculating the actual length and volume of drill core samples, overcoming the limitations of traditional image processing and manual methods. This innovation significantly improves operational efficiency by reducing time and costs, while providing precise real time data to support informed geological decision making.

目前,基于分割的图像处理方法无法达到足够的精度,无法可靠地捕获岩心样品的实际尺寸,从而限制了它们提供提取材料真实长度的精确定量信息的能力。虽然岩心托盘是标准化的50厘米段,岩心样品本身往往在尺寸上有所不同。尽管完整岩心长度(LIRCP)是计算岩石质量指标(RQD)的关键参数,但测量仍然使用经验工具,如卷尺或尺子,在某些情况下,使用不可靠的算法,导致操作延迟和成本增加。此外,岩心切割过程和LIRCP测量通常在不同的位置进行。本项目旨在设计和实现一个能够准确计算岩心样品实际长度和体积的综合系统。该方法基于YOLOv11分割模型,该模型具有较高的检测精度和速度,通过二维像素分析来估计长度和体积。该过程得到了实验验证和统计误差分析的支持。该系统对两个参数的估计准确率达到98%。本研究成功开发并实现了一个能够准确计算岩心样品实际长度和体积的集成系统,克服了传统图像处理和人工方法的局限性。这项创新通过减少时间和成本,显著提高了作业效率,同时提供精确的实时数据,为明智的地质决策提供支持。
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Bulletin of Engineering Geology and the Environment
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