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Exploring heat transfer in freezing supercooled water droplet through high-speed infrared thermography 通过高速红外热成像探索冻结过冷水滴中的热传递
IF 3.8 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-11-07 DOI: 10.1016/j.coldregions.2024.104358
Hassan Abbas Khawaja , Samaneh Keshavarzi , Adeel Yousuf , Manaf Muhammed , Muhammad Shakeel Virk , Derek Harvey , Gelareh Momen
This study explores the intricate heat transfer dynamics and thermographic patterns during the phase change from supercooled liquid water to ice. Using high-resolution, high-speed infrared thermography, real-time temperature data were captured during the freezing process. The resulting temperature profiles reveal critical insights into the freezing dynamics, particularly highlighting the rapid phenomena of recalescence in supercooled conditions. Notably, this study represents the first time recalescence, a rapid and previously elusive phenomenon, captured and documented in the scientific literature. Additionally, a mathematical model is developed to describe the recalescence phase on macro scale. These findings have practical relevance for various industries, aiding in the design of more efficient anti−/de-icing technologies, refrigeration systems, weather prediction models, and cryopreservation techniques. The study also opens new avenues for further exploration in understanding phase transitions in supercooled water.
这项研究探索了从过冷液态水到冰的相变过程中错综复杂的传热动力学和热成像模式。利用高分辨率、高速红外热成像技术,在冷冻过程中采集了实时温度数据。由此获得的温度曲线揭示了冷冻动力学的重要见解,尤其突出了过冷条件下的快速再凝聚现象。值得注意的是,这项研究首次在科学文献中捕捉和记录了再凝聚这一以前难以捉摸的快速现象。此外,还建立了一个数学模型来描述宏观尺度上的再凝聚阶段。这些发现对各行各业都有实际意义,有助于设计更高效的防冰/除冰技术、制冷系统、天气预测模型和低温保存技术。这项研究还为进一步探索了解过冷水的相变开辟了新途径。
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引用次数: 0
Hydro-thermal processes and deformation of highway embankment in the active layer in a high-latitude permafrost region of Inner Mongolia in Northeast China 中国东北内蒙古高纬度冻土区活动层公路路堤的水热过程与变形
IF 3.8 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-11-03 DOI: 10.1016/j.coldregions.2024.104357
Chunlei Xie , Yaqian Dong , Ze Zhang , Xianglong Li , Andrei Zhang , Doudou Jin
Construction of embankments in the permafrost region significantly changes the heat exchange conditions and hydrothermal transport processes between permafrost and the external environment, causing changes in the state of permafrost under the embankment, which in turn affects the long-term stability of embankment impacts. Considering more complex forest environment and higher technical standard for expressway than ordinary highway, the hydrothermal and deformation characteristics of the embankment are investigated through a full-scale field experimental embankment of the Genhe-Labdalin highway. Further, the study delves into the influence of changes in the active layer thickness, hydrothermal processes, and water above the frozen layer on embankment stability. The main conclusions are as follows: 1) The permafrost table, temperature, moisture and deformation of the embankment showed lateral heterogeneity, with the three-former showing a “concave shape” and the left side (sunny slope) being lower than the right side (shady slope). 2) The permafrost table appears to be unconnected (thawing interlayer), creating preferential flow, thaw zones and even through-thaw zones. 3) Accompanied by the freezing and thawing process of the embankment, the deformation of the pavement is less delayed. These findings will be helpful for better understanding the hydrothermal characteristics of embankments in different frozen ground regions, and for providing important technical guidance to ensure the safe operation of engineering projects.
在冻土区修建路堤会显著改变冻土与外界环境的热交换条件和水热输运过程,引起路堤下冻土状态的变化,进而影响路堤的长期稳定性。考虑到比普通公路更复杂的森林环境和高速公路更高的技术标准,本研究通过根河至拉布大林高速公路的全尺寸野外试验路堤,研究了路堤的水热和变形特性。此外,研究还深入探讨了活动层厚度变化、水热过程和冻结层上方的水对路堤稳定性的影响。主要结论如下1) 堤坝的冻土层、温度、湿度和变形呈现横向异质性,三变形体呈 "凹形",左侧(阳坡)低于右侧(阴坡)。2) 多年冻土表层似乎互不相连(解冻夹层),形成了优先流、解冻区甚至贯通解冻区。3) 伴随路堤的冻融过程,路面的变形延迟较小。这些研究结果将有助于更好地了解不同冻土地区路堤的水热特性,为确保工程项目的安全运行提供重要的技术指导。
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引用次数: 0
Investigation of coupled thermo-hydro-mechanical processes on soil slopes in seasonally frozen regions 季节性冰冻地区土坡热-水-机械耦合过程研究
IF 3.8 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-11-03 DOI: 10.1016/j.coldregions.2024.104356
Qimin Chen , Yong Liu , Yang Wang , Libin Su , Yonggang Cheng
Freeze-thaw cycles significantly affect slope stability in seasonally frozen regions, posing serious threats to the functionality and safety of infrastructure. This study developed a coupled thermo-hydro-mechanical (THM) model of frozen soils that accounts for water migration, water-ice phase change, groundwater recharge, frost heave and thaw settlement deformation. The accuracy and reliability of the model was verified based on soil column test results. The change of temperature, water content, and displacement of a soil slope during freeze-thaw process was investigated. The results show that the water-heat transfer and deformation mainly occur in the shallow soils of the slope with changes in air temperature. The temperature fluctuations at the shoulder and face of the slope are more pronounced than those at the toe and crest of the slope. Water migration from the unfrozen zone to the freezing front due to the temperature gradient results in an increase in water content in the frozen zone. The slope shoulder exhibits the largest temperature fluctuations, leading to increased water migration and greater deformation. The rising groundwater table increases the total water content at the slope toe and base, exacerbating the frost heave and thaw settlement deformation, and reasonable groundwater table control intervals are provided. This study elucidates the thermo-hydro-mechanical coupling process and deformation mechanism of seasonally frozen soil slopes, and summarizes the failure modes, which provides a reference for the stability assessment and disaster prevention of soil slopes in cold regions.
冻融循环严重影响季节性冰冻地区的边坡稳定性,对基础设施的功能和安全构成严重威胁。本研究开发了冻土的热-水-力学(THM)耦合模型,该模型考虑了水迁移、水冰相变、地下水补给、冻胀和融冻沉降变形。该模型的准确性和可靠性已根据土柱测试结果得到验证。研究了冻融过程中土坡温度、含水量和位移的变化。结果表明,随着气温的变化,水热传递和变形主要发生在边坡浅层土壤中。坡肩和坡面的温度波动比坡脚和坡顶更为明显。由于温度梯度,水从未冻区向冻结前沿迁移,导致冻结区含水量增加。坡肩的温度波动最大,导致水迁移增加,变形加大。地下水位的上升增加了坡脚和坡底的总含水量,加剧了冻胀和融冻沉降变形,并提供了合理的地下水位控制区间。该研究阐明了季节性冻土边坡的热-水-机械耦合过程和变形机理,总结了其破坏模式,为寒冷地区土质边坡的稳定性评估和灾害防治提供了参考。
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引用次数: 0
Comparative study of thaw settlement susceptibility mapping for the Qinghai-Tibet Plateau based on index and machine learning models 基于指数和机器学习模型的青藏高原冻融沉降易感性绘图比较研究
IF 3.8 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-10-28 DOI: 10.1016/j.coldregions.2024.104354
Renwei Li , Mingyi Zhang , Wansheng Pei , Zhao Duan , Haitao Jin , Xin Li
Climate warming has caused frequent thaw settlement in the permafrost region of the Qinghai-Tibet Plateau (QTP), significantly threatening the ecological environment and infrastructure. This study assesses thaw settlement susceptibility using index and machine learning (ML) models and compares their accuracies. The settlement index (Is), risk zonation index (Ir), and geohazard index (Ia) models were selected to map thaw settlement susceptibility, and their results were combined to construct a comprehensive index (Ic) model using a majority vote criterion. Based on 12 conditioning factors related to topography, soil, vegetation, and climate, susceptibility studies using artificial neural network (ANN), K-nearest neighbor (KNN), support vector machine (SVM), and random forest (RF) models were conducted. The results indicate that although the Ic model improves the accuracies of the Is, Ir and Ia models, it remains limited, with 75.06% of thaw settlements occurring in low and moderate susceptibility areas. Conversely, the ML models demonstrated superior accuracy, with the RF model performing the best, which remained only 13.87% of thaw settlements in low to moderate susceptibility regions, effectively pinpointing the Qiangtang Plateau (QP) and Three Rivers Source (TRS) region as high susceptibility areas. Notably, the Budongquan-Beiluhe sections of the Qinghai-Tibet Highway (QTH) and Qinghai-Tibet Railway (QTR) were identified as potential high-risk regions for thaw settlement. These findings offer valuable insights for thaw settlement susceptibility evaluation and disaster risk management in the QTP.
气候变暖导致青藏高原(QTP)冻土区频繁出现融冻沉降,严重威胁生态环境和基础设施。本研究采用指数和机器学习(ML)模型对融冻沉降敏感性进行评估,并比较其准确性。研究选取了沉降指数(Is)、风险分区指数(Ir)和地质灾害指数(Ia)模型来绘制解冻沉降易感性图,并采用多数票标准将它们的结果组合起来构建综合指数(Ic)模型。根据与地形、土壤、植被和气候相关的 12 个条件因子,使用人工神经网络 (ANN)、K-近邻 (KNN)、支持向量机 (SVM) 和随机森林 (RF) 模型进行了易感性研究。结果表明,虽然 Ic 模型提高了 Is、Ir 和 Ia 模型的精确度,但仍有局限性,75.06% 的解冻沉降发生在低度和中度易感地区。相反,ML 模型则表现出更高的准确性,其中 RF 模型表现最佳,仅有 13.87% 的融冻沉降发生在中低易感地区,有效地将羌塘高原和三江源地区定位为高易感地区。值得注意的是,青藏公路(QTH)和青藏铁路(QTR)的布东泉至北路河段被确定为潜在的融雪沉降高风险区。这些发现为青藏高原地区的融冻沉降易感性评估和灾害风险管理提供了宝贵的启示。
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引用次数: 0
Relationship of physical and mechanical properties of sea ice during the freeze-up season in Nansen Basin 南森盆地冻结期海冰物理和机械特性的关系
IF 3.8 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-10-28 DOI: 10.1016/j.coldregions.2024.104353
Vegard Hornnes , Evgenii Salganik , Knut Vilhelm Høyland
Sea-ice properties, such as porosity and strength, can have significant spatial variability at small scales. Quantifying this variability may give better estimates of the ice properties and their interrelation. Additionally, correlating in situ ice strength measurements and ice properties, including porosity, may improve understanding of the factors influencing ice strength. This paper presents measurements of sea-ice properties and strength on first- and second-year sea ice during the GoNorth expedition to the Arctic Ocean in October 2022. In situ borehole indentation measurements were co-located with measurements of physical properties, and the meter-scale variability of the physical properties and strength was investigated. Bulk density values found from hydrostatic weighing were 911 ± 5 kg m−3 for first-year and 904 ± 5 kg m−3 for second-year ice, with significantly less uncertainty than density values from the mass/volume method or from freeboard/draft measurements. The second-year ice was relatively saline, with a mean bulk salinity of 3.1 ± 0.5, and the ice was desalinated in the upper and lower 0.2 m. The bulk gas fraction in the second-year ice was 2.5 ± 0.5 %, similar to the first-year ice gas fraction of 2.8 ± 0.5 %. Gas fractions up to 6.5 % were observed in the second-year ice without any obvious correlation with the brine fraction. The second-year ice had larger spatial variability in thickness, porosity, grain structure, and ice strength compared to the first-year ice. Variability in bulk density and gas fraction were similar for first- and second-year ice, as the larger variability was mostly seen below the upper 0.4 m of the second-year ice. The borehole strength was 26.0 ± 4.4 MPa for first-year and 41.0 ± 12.1 MPa for second-year ice. There were indications that the total microporosity at indentation depth was related to in situ borehole strength (R2 = 0.82), and that brine volume was the most influential parameter. The relative variability in the local microporosity in the second-year ice (0.43) was greater than the relative variability in borehole strength (0.27), while the opposite was true for the first-year ice (0.09 versus 0.17).
海冰特性,如孔隙度和强度,在小尺度上会有很大的空间变化。量化这种变异性可以更好地估计冰的特性及其相互关系。此外,将原位冰强度测量结果与包括孔隙度在内的冰属性联系起来,可以加深对影响冰强度的因素的理解。本文介绍了 2022 年 10 月在北冰洋 GoNorth 考察期间对第一年和第二年海冰的特性和强度进行的测量。现场钻孔压痕测量与物理性质测量同时进行,并对物理性质和强度的米级变化进行了研究。通过静力学称重发现,第一年冰的体积密度值为 911 ± 5 kg m-3,第二年冰的体积密度值为 904 ± 5 kg m-3,其不确定性明显小于质量/体积法或自由板/透气度测量法得出的密度值。第二年冰的盐度相对较高,平均体积盐度为 3.1 ± 0.5,冰的上部和下部 0.2 米处脱盐。在第二年冰层中观测到的气体分数高达 6.5%,但与盐水分数没有明显的相关性。与第一年冰相比,第二年冰在厚度、孔隙度、晶粒结构和冰强度方面的空间变化较大。第一年和第二年冰的容积密度和气体组分的变异性相似,因为较大的变异性主要出现在第二年冰的上层 0.4 米以下。第一年冰的钻孔强度为 26.0 ± 4.4 兆帕,第二年冰的钻孔强度为 41.0 ± 12.1 兆帕。有迹象表明,压痕深度的总微孔与现场钻孔强度有关(R2 = 0.82),而盐水体积是影响最大的参数。二年冰局部微孔的相对变异性(0.43)大于钻孔强度的相对变异性(0.27),而一年冰的情况正好相反(0.09 对 0.17)。
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引用次数: 0
Prototype observation and analysis of static ice pressure on reservoir piers in cold regions 寒冷地区水库码头静冰压力的原型观测与分析
IF 3.8 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-10-28 DOI: 10.1016/j.coldregions.2024.104352
Wenliang Qiu , Kuan Li , Xin Zhao , Zhaolong Hou , Zhenguo Wang , Junpeng Yu
Static ice pressure is an important factor threatening the structural safety of bridges built in cold region reservoirs. Bridge piers will be subjected to high static ice pressure during the conversion of water to ice, which may cause deformation or even failure of piers. To investigate the spatial and temporal distribution of static ice pressure, this study carried out a two-year field observation experiment on the ice sheet of the Xilamulun Reservoir in Inner Monggol, China. A novel ice pressure panel was designed to measure static ice pressure in this work. Meanwhile, the air temperature, ice temperature, and ice thickness were recorded to analyze the influencing factors of static ice pressure. The results show that the new ice pressure panel provided an accurate measurement of the varying ice pressure and its vertical distribution within the ice sheet. The ice thickness growth factor was calculated based on the Freezing Ice Degree Day model, and snowfall was the critical parameter affecting the ice thickness growth factor. The new formulas for calculating the temperature distribution within the ice sheet were presented, in which critical parameters were determined based on measured data. The calculated ice pressures matched well with the observed values, which indicates the validity of the presented formulas. The maximum ice pressure on piers occurred at 1/3 to 1/2 of the ice thickness below the ice surface and gradually moved downward as the ice thickness increased. Moreover, the ice pressure is not only affected by the air temperature but also by the cracking state of the ice sheet, constraints, sunshine time, etc. This study can be used to predict ice sheet growth, ice pressure, and ice temperature distribution and contribute to the ice-resistant design of bridge piers in cold region reservoirs.
静冰压力是威胁寒冷地区水库桥梁结构安全的一个重要因素。桥墩在水冰转换过程中会承受较高的静冰压力,可能导致桥墩变形甚至失效。为了研究静冰压力的时空分布,本研究在中国内蒙古锡林郭勒盟西拉木伦水库的冰层上进行了为期两年的野外观测实验。本研究设计了一种新型冰压板来测量静态冰压。同时,记录了气温、冰温和冰厚,分析了静态冰压的影响因素。结果表明,新型冰压板可准确测量冰层内的变化冰压及其垂直分布。冰层厚度增长因子是根据冻冰度日模型计算得出的,降雪量是影响冰层厚度增长因子的关键参数。提出了计算冰原内部温度分布的新公式,其中关键参数是根据测量数据确定的。计算得出的冰压力与观测值非常吻合,这表明所提出的公式是正确的。桥墩上的最大冰压力出现在冰面以下 1/3 至 1/2 的冰厚度处,并随着冰厚度的增加逐渐向下移动。此外,冰压不仅受气温影响,还受冰层开裂状态、制约因素、日照时间等因素的影响。这项研究可用于预测冰层生长、冰压和冰温分布,有助于寒冷地区水库桥墩的抗冰设计。
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引用次数: 0
Mesoscopic shear evolution characteristics of frozen soil-concrete interface 冻土-混凝土界面的介观剪切演变特征
IF 3.8 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-10-22 DOI: 10.1016/j.coldregions.2024.104342
Xusheng Wan , Hao Zhou , Fengxi Zhou , Jishuai Zhu , Khan Muhammad Shahab
The mechanical properties of frozen-concrete interfaces affect the stability and durability of engineering structures in cold regions. To investigate these properties, laboratory tests and numerical simulations were conducted to study the mesoscopic evolution of the shear stress-displacement relationship and the shearing process at the interface. The direct shear tests were performed at different environmental temperatures (−2 °C, −5 °C, and −10 °C) and normal stresses (100 kPa, 200 kPa, and 300 kPa) on the frozen soil-concrete interface, and Particle Flow Code (PFC) model of direct shear was developed. The mesoscopic parameters (particle displacement, rotation, force chain, stress, coordination number, porosity, fabric, etc.) of the interface during shearing were simulated using the PFC model. Moreover, the relationship among the interface temperature, cohesion, and friction coefficient was determined based on experimental data, and the accuracy of the PFC model was verified using previous experimental data. The results of the PFC shear model aligned well with those of the laboratory test, and the formation of shear bands was simulated well. The displacement of the soil particles on the upper layer outside the shear zone was uniform, and the direction was the same, whereas the particles inside the shear zone showed significant differences in the dislocation and rotation of the soil particles. The force chain, stress field, coordination number, and porosity were similar in the shear process and showed a concentrated distribution in the opposite direction of the shear motion, which reflected the consistency of the microcosmic response of the particles under the action of macroscopic external forces. The regression equations for the temperature, cohesion, and friction coefficient in this study can be used to simulate the shear behavior of frozen soil-concrete interfaces under different temperatures and normal stresses.
受冻混凝土界面的力学性能影响着寒冷地区工程结构的稳定性和耐久性。为了研究这些特性,我们进行了实验室试验和数值模拟,以研究剪应力-位移关系的中观演变和界面的剪切过程。在不同的环境温度(-2 °C、-5 °C 和 -10 °C)和法向应力(100 kPa、200 kPa 和 300 kPa)下,对冻土-混凝土界面进行了直接剪切试验,并建立了直接剪切的粒子流代码(PFC)模型。利用 PFC 模型模拟了剪切过程中界面的中观参数(颗粒位移、旋转、力链、应力、配位数、孔隙度、结构等)。此外,还根据实验数据确定了界面温度、内聚力和摩擦系数之间的关系,并利用先前的实验数据验证了 PFC 模型的准确性。PFC 剪切模型的结果与实验室试验的结果吻合,很好地模拟了剪切带的形成。剪切带外上层土体颗粒位移均匀,方向一致,而剪切带内土体颗粒位错和旋转差异明显。在剪切过程中,力链、应力场、配位数、孔隙度等均相似,并呈现出与剪切运动方向相反的集中分布,反映了颗粒在宏观外力作用下微观响应的一致性。本研究中的温度、内聚力和摩擦系数回归方程可用于模拟冻土-混凝土界面在不同温度和法向应力下的剪切行为。
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引用次数: 0
New insights into icephobic material assessment: Introducing the human motion–inspired automated apparatus (HMA) 疏冰材料评估的新见解:人体运动启发自动仪器(HMA)介绍
IF 3.8 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-10-22 DOI: 10.1016/j.coldregions.2024.104351
Jean-Denis Brassard, Sarah Sobhani, Maria-Lucia Loaiza Osorio, Gelareh Momen
The impact of winter on exposed structures and transportation poses significant dangers and costs to various industries, particularly the transportation sector. Icephobic surfaces are currently being developed to reduce winter-related impacts. Creating such surfaces requires considering various factors, including reducing and preventing ice accumulation, significantly decreasing ice adhesion, and/or delaying water solidification. Although established methods such as centrifugal force and push-off tests exist for measuring ice adhesion, the results may not always correlate or offer the needed information for specific applications. To better assess icephobic properties, we have developed a novel device called the human motion–inspired automated apparatus (HMA) that mimics manual de-icing performed by humans in a scraping mode. The primary objective of the HMA is to emulate human removal of ice-covered surfaces, providing a more realistic evaluation of icephobic properties according to the ease of ice removal. This apparatus aims to revolutionize icephobic material assessment by offering improved accuracy, repeatability, and versatility in testing. We developed a unique procedure using low icing conditions, which are challenging to evaluate using conventional methods, and assessed four surfaces: aluminum as a reference, an epoxy-based hydrophilic coating, a hydrophobic silicone elastomer coating, and a hydrophobic epoxy–silicone coating. Our HMA characterizes surfaces according to several crucial parameters, including the normal force required to initiate ice scraping removal, the maximum force achieved, the angle of attack, and the equivalent force, all consistent with validation tests conducted by humans. Among the evaluated surfaces, the silicone coating required the lowest normal force, and the epoxy–silicone coating had the lowest maximum and equivalent forces. Our HMA results align well with validation tests conducted by humans. The HMA enables evaluating various critical icing conditions and promises a broad range of applications in research and development.
冬季对裸露结构和运输的影响给各行各业,尤其是运输业带来了巨大的危险和成本。目前正在开发疏冰表面,以减少与冬季有关的影响。创建此类表面需要考虑各种因素,包括减少和防止冰的积累、显著降低冰的附着力和/或延迟水的凝固。虽然已有离心力和推脱试验等测量冰附着力的成熟方法,但其结果并不总是相关联,也不能提供特定应用所需的信息。为了更好地评估憎冰特性,我们开发了一种名为 "人体运动启发自动装置(HMA)"的新型装置,该装置可模仿刮冰模式下的人工除冰。HMA 的主要目的是模拟人类清除冰雪覆盖表面的过程,根据除冰的难易程度对疏冰特性进行更真实的评估。该仪器旨在通过提高测试的准确性、可重复性和多功能性,彻底改变疏冰材料评估方法。我们利用传统方法难以评估的低结冰条件开发了一种独特的程序,并对四种表面进行了评估:作为参照的铝、环氧基亲水涂层、疏水性硅弹性体涂层和疏水性环氧硅涂层。我们的 HMA 根据几个关键参数对表面进行表征,包括启动刮冰去除所需的法向力、达到的最大力、攻击角度和等效力,所有这些参数都与人类进行的验证测试一致。在所评估的表面中,硅树脂涂层所需的法向力最小,环氧硅树脂涂层的最大力和等效应力最小。我们的 HMA 结果与人类进行的验证测试非常吻合。HMA 可以评估各种关键结冰条件,有望在研发领域得到广泛应用。
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引用次数: 0
Enhancing artificial permafrost table predictions using integrated climate and ground temperature data: A case study from the Qinghai-Xizang highway 利用综合气候和地温数据加强人工冻土层表预测:青藏公路案例研究
IF 3.8 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-10-18 DOI: 10.1016/j.coldregions.2024.104341
Yu-Zhi Zhang , Shao-Jie Liang , Jian-Bing Chen , Meng Wang , Ming-Tao Jia , Ya-Ting Jiang
The complexities of permafrost changes, driven by climate warming and engineering activities, coupled with challenges in data acquisition, make it crucial and challenging to accurately predict the artificial permafrost table, particularly for subgrades in high-temperature unstable permafrost regions. To address this, this study developed a hybrid machine learning model (RF-LSTM-XGBoost) for permafrost table prediction. By analyzing climate change and ground temperature data from various positions and depths along the subgrade in the Tuotuo River section of the Qinghai-Xizang Highway, the Spearman correlation coefficient method was initially used to determine the important influencing factors. Random Forest (RF), Long Short-Term Memory Neural Network (LSTM), and Extreme Gradient Boosting (XGBoost) models were used to predict the artificial permafrost table, and grid search and cross-validation methods were employed to optimize the hyperparameters of each model. A linear weighted combination method based on the minimum cumulative absolute error was utilized to merge the models, and its performance was compared with the individual RF, LSTM, and XGBoost models. Subsequently, the feature importance of the variables in the machine learning model was analyzed. The results indicated a strong correlation between artificial permafrost table changes and factors such as daily average atmospheric temperature, subgrade surface ground temperature, and subgrade surface ground heat flux during the freezing-thawing cycle. The combined model highlighted daily atmospheric temperature as the most influential predictor, followed by ground heat flux, with the surface ground temperature being less impactful. The combined model demonstrated improved predictive accuracy, with MSE, MAPE, RMSE, MAE, and R2 values of 0.003, 0.052, 0.0085, 0.029, and 0.989, respectively, surpassing those of individual models. This model offers a rapid, accurate, and reliable approach for permafrost table prediction, advancing subgrade stability research in challenging permafrost environments.
在气候变暖和工程活动的驱动下,冻土层的变化十分复杂,再加上数据采集方面的挑战,因此准确预测人工冻土层表,尤其是高温不稳定冻土地区的下层冻土层表至关重要且极具挑战性。为此,本研究开发了一种用于冻土层预测的混合机器学习模型(RF-LSTM-XGBoost)。通过分析青藏公路沱沱河段路基沿线不同位置和深度的气候变化和地温数据,初步采用斯皮尔曼相关系数法确定了重要的影响因素。采用随机森林(RF)、长短期记忆神经网络(LSTM)和极梯度提升(XGBoost)模型预测人工冻土层表层,并采用网格搜索法和交叉验证法优化各模型的超参数。利用基于最小累积绝对误差的线性加权组合方法合并模型,并将其性能与 RF、LSTM 和 XGBoost 模型进行比较。随后,分析了机器学习模型中变量特征的重要性。结果表明,在冻融循环期间,人工冻土层表层变化与日平均大气温度、基层表层地温和基层表层地热通量等因素之间存在很强的相关性。综合模型突出显示,日大气温度是影响最大的预测因素,其次是地表热通量,而地表地温的影响较小。组合模型提高了预测精度,其 MSE、MAPE、RMSE、MAE 和 R2 值分别为 0.003、0.052、0.0085、0.029 和 0.989,超过了单个模型。该模型为冻土层表层预测提供了一种快速、准确、可靠的方法,推动了具有挑战性的冻土环境中的路基稳定性研究。
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引用次数: 0
Model test investigation on heat and deformation behaviors of canal slopes with protective layers caused by freeze-thaw action 带有保护层的运河边坡在冻融作用下的受热和变形行为的模型试验研究
IF 3.8 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-10-05 DOI: 10.1016/j.coldregions.2024.104338
Haiqiang Jiang , Xingchao Liu , Yuwei Chen , Enliang Wang , Qiang Fu , Junlin He , Hua Zhong
Frost damage is one of the main factors affecting the stability of canal slopes in cold regions. To alleviate the damage, laying protective layers during the construction process has become an indispensable measure. In this study, two slope models were constructed using polyester geotextiles (slope I) and composite geomembranes (slope II) as the protective layer. Additionally, the insulation board in the control group were laid on specific section to examine their anti-frost effect. The temperature, frozen depth, and frost deformations of slope models during the freeze-thaw process were recorded and analyzed. Results suggest that the temperature of slope II is relatively lower than that of slope I in the freezing process. The temperature reduction at all monitoring sections of slope II are larger than that of slope I. The slope I exhibits a significant decrease in maximum frozen depth and maximum frost deformation. In particular, the section with the maximum frost deformation is independent of the type of protective layer, which all occurs in the middle of the slopes. The maximum frost deformations of slope models are 33.60 mm and 37.69 mm, respectively after laying the polyester geotextiles and composite geomembranes. Therefore, the polyester geotextiles have more advantages in reducing frost deformation than composite geomembranes. Additionally, if the insulation board and polyester geotextiles are laid together inside the slope, the maximum frost deformation can be further reduced to 9.72 mm. This study will help in the design and construction of canal slopes in cold regions.
冻害是影响寒冷地区运河边坡稳定性的主要因素之一。为了减轻冻害,在施工过程中铺设保护层已成为一项不可或缺的措施。本研究使用聚酯土工织物(边坡 I)和复合土工膜(边坡 II)作为保护层,建造了两个边坡模型。此外,还在特定地段铺设了对照组的保温板,以检验其防冻效果。记录并分析了冻融过程中边坡模型的温度、冻结深度和霜冻变形。结果表明,在冻结过程中,斜坡 II 的温度相对低于斜坡 I。边坡 I 的最大冻结深度和最大冻胀变形均有显著下降。特别是,最大冻胀变形段与保护层类型无关,均出现在斜坡中部。在铺设聚酯土工织物和复合土工膜后,边坡模型的最大冻胀变形分别为 33.60 毫米和 37.69 毫米。因此,聚酯土工织物在减少冻害变形方面比复合土工膜更有优势。此外,如果将保温板和聚酯土工织物一起铺设在斜坡内,最大冻胀变形可进一步减小到 9.72 毫米。这项研究将有助于寒冷地区运河边坡的设计和施工。
{"title":"Model test investigation on heat and deformation behaviors of canal slopes with protective layers caused by freeze-thaw action","authors":"Haiqiang Jiang ,&nbsp;Xingchao Liu ,&nbsp;Yuwei Chen ,&nbsp;Enliang Wang ,&nbsp;Qiang Fu ,&nbsp;Junlin He ,&nbsp;Hua Zhong","doi":"10.1016/j.coldregions.2024.104338","DOIUrl":"10.1016/j.coldregions.2024.104338","url":null,"abstract":"<div><div>Frost damage is one of the main factors affecting the stability of canal slopes in cold regions. To alleviate the damage, laying protective layers during the construction process has become an indispensable measure. In this study, two slope models were constructed using polyester geotextiles (slope I) and composite geomembranes (slope II) as the protective layer. Additionally, the insulation board in the control group were laid on specific section to examine their anti-frost effect. The temperature, frozen depth, and frost deformations of slope models during the freeze-thaw process were recorded and analyzed. Results suggest that the temperature of slope II is relatively lower than that of slope I in the freezing process. The temperature reduction at all monitoring sections of slope II are larger than that of slope I. The slope I exhibits a significant decrease in maximum frozen depth and maximum frost deformation. In particular, the section with the maximum frost deformation is independent of the type of protective layer, which all occurs in the middle of the slopes. The maximum frost deformations of slope models are 33.60 mm and 37.69 mm, respectively after laying the polyester geotextiles and composite geomembranes. Therefore, the polyester geotextiles have more advantages in reducing frost deformation than composite geomembranes. Additionally, if the insulation board and polyester geotextiles are laid together inside the slope, the maximum frost deformation can be further reduced to 9.72 mm. This study will help in the design and construction of canal slopes in cold regions.</div></div>","PeriodicalId":10522,"journal":{"name":"Cold Regions Science and Technology","volume":"228 ","pages":"Article 104338"},"PeriodicalIF":3.8,"publicationDate":"2024-10-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142420184","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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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Cold Regions Science and Technology
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