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Predicting unsaturated soil strength of coarse-grained soils for mobility assessments 为流动性评估预测粗粒土的非饱和土壤强度
IF 2.4 3区 工程技术 Q1 Engineering Pub Date : 2024-05-20 DOI: 10.1016/j.jterra.2024.100977
Matthew D. Bullock, Joseph Scalia IV, Jeffrey D. Niemann

Accurately estimating surficial soil moisture and strength is integral to determining vehicle mobility and is especially important over large spatial extents at fine resolutions. While methods exist to estimate soil strength across landscapes, they are empirical and rely on class average soil behavior. The Strength of Surficial Soils (STRESS) model was developed to estimate moisture-variable soil strength with a physics-based approach. However, there is a lack of field data from a diverse landscape to evaluate the STRESS model. To test the STRESS model, a field study was conducted in northern Colorado. Soil moisture and strength were measured on 10 dates. Data from the surficial layer (0–5 cm) were used to test the STRESS model and determine if soil strength trends could be estimated from topographical and soil textural differences. High variability was observed in soil strength measurements stemming from fine-scale terrain features and user variability. Observations show lower soil strengths for greater soil moistures, steeper slopes, higher vegetation, and lower soil fines content. STRESS estimated rating cone index values with a mean relative error of 37.5 %, while a pre-existing model had a mean relative error of 47.4 %. The STRESS model outperforms the current RCI prediction method, but uncertainty remains large.

准确估算表层土壤湿度和强度对于确定车辆的机动性不可或缺,尤其是在精细分辨率的大空间范围内。虽然有一些方法可以估算整个地貌的土壤强度,但这些方法都是经验性的,依赖于土壤的类平均行为。表层土壤强度(STRESS)模型是基于物理方法开发的,用于估算随湿度变化的土壤强度。然而,目前缺乏来自不同地貌的实地数据来评估 STRESS 模型。为了测试 STRESS 模型,我们在科罗拉多州北部进行了实地研究。在 10 个日期测量了土壤水分和强度。来自表层(0-5 厘米)的数据被用来测试 STRESS 模型,并确定是否可以根据地形和土壤质地差异估算出土壤强度趋势。在土壤强度测量中发现,由于地形特征和使用者的差异,土壤强度测量结果存在很大差异。观测结果表明,土壤湿度越大、坡度越陡、植被越多、土壤细粒含量越低,土壤强度就越低。STRESS 估算的评级锥指数值的平均相对误差为 37.5%,而之前已有模型的平均相对误差为 47.4%。STRESS 模型优于当前的 RCI 预测方法,但不确定性仍然很大。
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引用次数: 0
Applied mathematical modelling to analyze terrain-roadway-vehicle interaction of flexible-rigid foldable roadway 应用数学模型分析柔性-刚性可折叠路面的地形-路面-车辆相互作用
IF 2.4 3区 工程技术 Q1 Engineering Pub Date : 2024-05-18 DOI: 10.1016/j.jterra.2024.100976
Fengxiao Liu , Hao Wu , Hualin Fan , Wang Li

Based on decoupled technique and superposition principle, an applied mathematical modelling method was developed to analyze soil-roadway-vehicle interaction and roadway sinkage for a rapidly deployable foldable roadway. A tensionless soil-structure model was applied to model the interaction between the soil and the roadway. The roadway is flexible longitudinally and rigid transversely. The three-dimensional (3D) plate-like problem was decoupled by two two-dimensional (2D) structural models, a longitudinal membrane-like structural model and a transverse elastic beam model. The total sinkage of the roadway is the superposition of the calculations of these two structural models. The mathematical modelling is consistent with the experimental result and its rationality has been verified.

基于解耦技术和叠加原理,开发了一种应用数学建模方法,用于分析可快速部署的折叠式路面的土壤-路面-车辆相互作用和路面下沉。无张力土壤-结构模型用于模拟土壤与路面之间的相互作用。路面纵向是柔性的,横向是刚性的。三维(3D)板状问题由两个二维(2D)结构模型(纵向膜状结构模型和横向弹性梁模型)解耦。巷道的总下沉量是这两个结构模型计算结果的叠加。数学模型与实验结果一致,其合理性已得到验证。
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引用次数: 0
Rapid and precise calibration of soil microparameters for high-fidelity discrete element models in vehicle mobility simulation 快速精确校准土壤微参数,用于车辆移动模拟中的高保真离散元件模型
IF 2.4 3区 工程技术 Q1 Engineering Pub Date : 2024-05-11 DOI: 10.1016/j.jterra.2024.100985
Chen Hua , Runxin Niu , Xinkai Kuang , Biao Yu , Chunmao Jiang , Wei Liu

In the realm of numerical simulations concerning vehicle mobility, the establishment of a high-fidelity soil discrete element model often necessitates substantial parameter adjustments to align with the mechanical responses of actual soil. In pursuit of a rapid and precise calibration of the microparameters of the soil model, this paper describes an approach rooted in machine learning surrogate models. This method calibrates the corresponding discrete element microparameters based on the macroscopic Mohr–Coulomb parameters derived from actual soil direct shear tests. The distinct contribution lies in the creation of a dataset that bridges the soil microparameters and macroparameters through simulated direct shear tests, which serves as training data for machine learning algorithms. Additionally, an adaptive particle swarm optimization neural network algorithm is proposed to represent the nonlinear relationships among parameters within the dataset, thus achieving intelligent calibration. To verify the reliability of the proposed soil calibration model in the context of vehicle mobility simulations, a co-simulation is conducted using a vehicle multibody dynamics simulation model and the calibrated soil model, with validation conducted across multiple criteria.

在有关车辆机动性的数值模拟领域,建立高保真土壤离散元件模型往往需要对参数进行大量调整,以符合实际土壤的机械响应。为了快速精确地校准土壤模型的微参数,本文介绍了一种基于机器学习代用模型的方法。该方法根据从实际土壤直接剪切试验中得出的宏观莫尔-库仑参数校准相应的离散元素微参数。其独特之处在于,通过模拟直接剪切试验创建了一个数据集,将土壤微观参数和宏观参数连接起来,作为机器学习算法的训练数据。此外,还提出了一种自适应粒子群优化神经网络算法,用于表示数据集中各参数之间的非线性关系,从而实现智能校准。为了验证所提出的土壤标定模型在车辆行驶模拟中的可靠性,我们使用车辆多体动力学模拟模型和标定的土壤模型进行了联合模拟,并通过多个标准进行了验证。
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引用次数: 0
Unleashing the potential of IoT, Artificial Intelligence, and UAVs in contemporary agriculture: A comprehensive review 释放物联网、人工智能和无人机在当代农业中的潜力:全面回顾
IF 2.4 3区 工程技术 Q1 Engineering Pub Date : 2024-05-10 DOI: 10.1016/j.jterra.2024.100986
Mustapha El Alaoui , Khalid EL Amraoui , Lhoussaine Masmoudi , Aziz Ettouhami , Mustapha Rouchdi

This study explores the potential of Precision Agriculture (PA) and Smart Farming (SF) using cutting-edge technologies like Artificial Intelligence (AI), the Internet of Things (IoT), and Unmanned Aerial Vehicles (UAVs) to address global challenges such as food shortages and population growth. The research focuses on recent developments in SF, including data collection, analysis, visualization and viable solutions, highlighting the role of IoT and 5G networks. The paper also discusses the application of robots and UAVs in agricultural tasks, showcasing their integration with IoT, AI, Deep Learning (DL), Machine Learning (ML), and wireless communications. Moreover, Smart Decision Support Systems (SDSS) are explored for real-time soil analysis and decision-making. The study underscores the significance of these technologies in PA, propelling traditional farming practices into an era of intelligent and sustainable farming solutions. This Overview is grounded in a thorough analysis of 80 recent research articles, covering the period from 2019 to 2023, within the domain of SF. This study highlights notable trends and advancements in this ever-evolving sector. Furthermore, this paper delves into the nuances of addressing particular challenges prevalent in developing nations, strategies aimed at surmounting constraints related to infrastructure and resource availability, and the pivotal role of governmental and private sector support in fostering the growth of Smart Agriculture (SA).

本研究利用人工智能 (AI)、物联网 (IoT) 和无人机 (UAV) 等尖端技术,探索精准农业 (PA) 和智能农业 (SF) 的潜力,以应对粮食短缺和人口增长等全球性挑战。研究重点是 SF 的最新发展,包括数据收集、分析、可视化和可行的解决方案,强调物联网和 5G 网络的作用。论文还讨论了机器人和无人机在农业任务中的应用,展示了它们与物联网、人工智能、深度学习(DL)、机器学习(ML)和无线通信的整合。此外,还探讨了用于实时土壤分析和决策的智能决策支持系统(SDSS)。研究强调了这些技术在农业生产中的重要意义,推动传统农业实践进入智能和可持续农业解决方案时代。本《概述》基于对 SF 领域内 80 篇最新研究文章的全面分析,研究时间跨度为 2019 年至 2023 年。本研究强调了这一不断发展的领域的显著趋势和进步。此外,本文还深入探讨了应对发展中国家普遍存在的特殊挑战的细微差别、旨在克服与基础设施和资源可用性相关的制约因素的战略,以及政府和私营部门的支持在促进智能农业(SA)发展中的关键作用。
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引用次数: 0
Enhanced assessment framework of static stability of tracked vehicles in consideration of multi-directional loading 考虑多向载荷的履带式车辆静态稳定性强化评估框架
IF 2.4 3区 工程技术 Q1 Engineering Pub Date : 2024-05-07 DOI: 10.1016/j.jterra.2024.100984
Ning Zhao , Youkou Dong , Dingtao Yan , Xiaowei Feng , Lan Cui

Tracked vehicles are widely used in transportation, excavation, and site investigation due to their advantages of maneuverability and off-road ability. Static stability of tracked vehicles has been characterized with the static stability factor (SSF) and the static roll threshold (SRT) by assuming the ground as perfectly rigid. Considering the interaction between the vehicle and the ground, the traditional studies assess the static stability of vehicles under uni-directional loads by ignoring coupling effect between the load components. This paper enhances the traditional framework by evaluating the static stability of tracked vehicles under multi-directional loads. The two tracks of a tracked vehicle are considered as two parallel shallow foundations. The failure envelope method is adopted to capture the maximum allowable loads through swipe test and fixed ratio test. A new coefficient, factor of stability (FOS), is introduced to quantify the static stability of the tracked vehicles. Various track configurations and load combinations have been considered. The judgment process of tracked vehicle’s stability and the calculation method of FOS are detailed. The results show that the FOS obtained from the enhanced framework is more conservative than that from the traditional one.

履带式车辆因其机动性和越野能力强等优点,被广泛应用于运输、挖掘和现场勘查等领域。履带式车辆的静态稳定性是通过静态稳定系数(SSF)和静态滚动阈值(SRT)来描述的,假设地面是完全刚性的。考虑到车辆与地面之间的相互作用,传统研究评估车辆在单向负载下的静态稳定性时忽略了负载分量之间的耦合效应。本文通过评估履带式车辆在多方向载荷作用下的静态稳定性,对传统框架进行了改进。履带式车辆的两条履带被视为两个平行的浅基础。采用破坏包络法,通过掠过试验和固定比率试验来捕捉最大允许载荷。引入了一个新系数--稳定系数(FOS),用于量化履带式车辆的静态稳定性。考虑了各种轨道配置和负载组合。详细介绍了履带车辆稳定性的判断过程和 FOS 的计算方法。结果表明,与传统框架相比,增强框架得到的 FOS 更为保守。
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引用次数: 0
Semi-empirical terramechanics modelling of rough terrain represented by a height field 用高度场表示粗糙地形的半经验地形力学模型
IF 2.4 3区 工程技术 Q1 Engineering Pub Date : 2024-05-03 DOI: 10.1016/j.jterra.2024.100975
Eric Karpman , Jozsef Kövecses , Marek Teichmann

Dynamic simulations of various types of off-road vehicles, from planetary rovers to agricultural equipment, have long relied on well-established semi-empirical terramechanics models. While these models do have drawbacks and reliability issues that have been addressed by numerous works in the decades since the models were first introduced, semi-empirical approaches remain one of the few ways to simulate realistic wheel-soil interaction in real-time. One of their drawbacks is their assumption that the terrain is a flat plane. The models work by integrating normal and shear stresses along the wheel-terrain contact patch. The normal stress at each point along the contact patch is determined using an equation that computes soil pressure based on semi-empirical parameters, the dimensions of the wheel and the sinkage, which is determined based on the distance between the point and the plane that defines the terrain. Other works simplify the rough terrain contact problem by defining an equivalent contact plane at each time step in order to continue to be able to use semi-empirical models - modified to work with slanted planes - to compute the interaction forces. In this work, we propose a new, modified version of the semi-empirical model in which interaction forces for a wheel travelling on rough terrain can be computed without the need to use an equivalent contact plane. To highlight the advantages of our proposed approach, we compare our simulation results to the results of simulations using an existing approach for modelling a wheel travelling over rough terrain using traditional semi-empirical models.

长期以来,从行星漫游车到农用设备等各类越野车的动态模拟都依赖于成熟的半经验地形力学模型。虽然这些模型确实存在一些缺点和可靠性问题,但自模型首次推出以来的几十年中,已有大量工作解决了这些问题,半经验方法仍然是实时模拟真实车轮与土壤相互作用的少数方法之一。半经验方法的缺点之一是假设地形是一个平面。这些模型通过整合车轮与地形接触面上的法向应力和剪切应力来工作。接触面上每一点的法向应力都是通过一个方程确定的,该方程根据半经验参数、车轮尺寸和下沉量计算土壤压力,而下沉量是根据该点与地形平面之间的距离确定的。其他研究通过在每个时间步长定义一个等效接触平面来简化粗糙地形接触问题,以便继续使用半经验模型计算相互作用力--该模型经过修改以适用于倾斜平面。在这项工作中,我们提出了一种新的、经过修改的半经验模型,在这种模型中,车轮在崎岖地形上行驶时的相互作用力无需使用等效接触平面即可计算。为了突出我们提出的方法的优势,我们将模拟结果与使用传统半经验模型模拟车轮在崎岖地形上行驶的现有方法的模拟结果进行了比较。
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引用次数: 0
Experimental study and analysis of the position and attitude deviation of planetary rover during driving 行星漫游车行驶过程中位置和姿态偏差的实验研究与分析
IF 2.4 3区 工程技术 Q1 Engineering Pub Date : 2024-04-11 DOI: 10.1016/j.jterra.2024.100974
Zhicheng Jia , Jingfu Jin , Xinju Dong , Lianbin He , Meng Zou , Yingchun Qi

Reducing the position and attitude deviation of the planetary rover while driving is an important issue that needs to be considered in the design and controller development of the new types of planetary rovers at this stage. It is also the basis for whether the rovers can carry out exploration missions with high precision requirements on the complex terrain of planetary surfaces. A systematic study of the deviation problems generated by planetary rovers under the most basic open-loop path control is of great significance to improve the effectiveness of planetary detection. In this study, based on simulated Martian terrain and soil, planetary rover driving experiments under various scenes were conducted to test the resulting position and attitude deviation and evaluation indexes under different path types, terrain distributions, driving speeds and steering radius. By combining the experimental phenomena, the action characteristics of single wheel with ground and its influence on the state of the whole vehicle during the deviation generation process are analyzed. And finally, the discussion and conclusion are directed to how to optimize the planetary rover path control. These systematic experiments and analyses can provide valuable references for researchers engaged in the development of mobile controllers for planetary rovers.

减少行星漫游车在行驶过程中的位置和姿态偏差,是现阶段新型行星漫游车设计和控制器开发需要考虑的一个重要问题。这也是漫游车能否在地形复杂的行星表面执行高精度要求的探测任务的基础。系统研究行星漫游车在最基本的开环路径控制下产生的偏差问题,对于提高行星探测的有效性具有重要意义。本研究以模拟火星地形和土壤为基础,进行了行星漫游车在不同场景下的行驶实验,测试了不同路径类型、地形分布、行驶速度和转向半径下产生的位置和姿态偏差及评价指标。结合实验现象,分析了偏差产生过程中单轮与地面的作用特性及其对整车状态的影响。最后,针对如何优化行星漫游车路径控制进行了讨论和总结。这些系统的实验和分析可为从事行星漫游车移动控制器开发的研究人员提供有价值的参考。
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引用次数: 0
Assessment of remote sensing in measuring soil parameters for precision tillage 遥感技术在测量精准耕作土壤参数方面的评估
IF 2.4 3区 工程技术 Q1 Engineering Pub Date : 2024-04-06 DOI: 10.1016/j.jterra.2024.100973
Ishmael Nartey Amanor , Ricardo Ospina Alarcon , Noboru Noguchi

Precision tillage (PT) is an innovative method that aims to take mechanical actions in the soil only where it is needed to curb the impact of heavy machinery usage on the soil. This research explores the use of remote sensing to measure relevant soil parameters to implement a PT strategy. This was achieved by combining traditional soil properties measurements and a non-contact approach based on taking hyperspectral camera (HSC) data in the field. Six methods were generated and divided into two sets to determine soil properties to make PT decisions. The first set includes mathematical functions that were generated from the ground true data (GTD). The second set includes functions that were generated from the remotely sensed HSC data and have a relationship with the methods in the first set. It was possible to tune the functions’ parameters to increase the accuracy. In addition, prediction error categories set at 5 % intervals were used to select the best method. The results show that a tuned method based on the GTD has an overall error below 5 %, and a tuned method based on HSC data has an overall error below 10 %.

精确耕作(PT)是一种创新方法,旨在只在需要的地方对土壤采取机械措施,以抑制重型机械使用对土壤的影响。这项研究探讨了如何利用遥感技术测量相关土壤参数,以实施精准耕作战略。通过结合传统的土壤特性测量方法和基于在田间获取高光谱相机(HSC)数据的非接触式方法,实现了这一目标。共产生了六种方法,并将其分为两套,用于确定土壤特性,以做出 PT 决策。第一套包括从地面真实数据(GTD)中生成的数学函数。第二组包括根据遥感 HSC 数据生成的函数,这些函数与第一组中的方法有关联。可以通过调整函数参数来提高精度。此外,还采用了间隔为 5% 的预测误差类别来选择最佳方法。结果显示,基于 GTD 的调整方法的总体误差低于 5%,而基于 HSC 数据的调整方法的总体误差低于 10%。
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引用次数: 0
Parameter study and identification of DEM modeling for varied sand moisture content based on bulldozing experiment 基于推土实验的参数研究和不同含沙量 DEM 模型的识别
IF 2.4 3区 工程技术 Q1 Engineering Pub Date : 2024-04-05 DOI: 10.1016/j.jterra.2024.100971
Naohiro Sato, Genya Ishigami

The discrete element method (DEM) has been widely used to simulate varied sand particles interacting with earthmoving machines. However, past research using DEM barely addressed accurate verification and validation for different sand moisture content. Therefore, the main purpose of this paper is to reveal the range of key parameters of an adhesive force model used in the DEM simulation corresponding to the specific sand moisture content. We considered the bulldozing phenomenon to be typical earthmoving work and performed the bulldozing experiments under different sand moisture levels to investigate the bulldozing force variations. Subsequently, the DEM simulation with an adhesive force model calculated the bulldozing force corresponding to the experimental results. The values for two adhesive parameters, i.e., a scaling magnitude and the maximum adhesive distance between particles, were adjusted such that the maximum bulldozing force calculated in the DEM coincides with that of the experiments under different moisture contents. The experimental verification of the DEM revealed the relationship curves between these two key parameters corresponding to the different moisture content. The relationship obtained in this paper implies that the DEM simulation carefully adjusting the adhesive force parameters can reproduce machine interaction on moist sand environments accurately.

离散元素法(DEM)已被广泛用于模拟各种沙粒与推土机的相互作用。然而,过去使用 DEM 进行的研究几乎没有涉及对不同沙子含水量的精确验证和确认。因此,本文的主要目的是揭示在 DEM 模拟中使用的粘着力模型的关键参数范围与特定沙子含水量的对应关系。我们将推土现象视为典型的土方工程,并在不同沙子湿度下进行了推土实验,以研究推土力的变化。随后,利用粘附力模型进行 DEM 仿真,计算出与实验结果相对应的推土力。调整了两个粘附参数的值,即缩放幅度和颗粒间的最大粘附距离,使 DEM 计算出的最大推土力与不同含水量下的实验结果相吻合。DEM 的实验验证揭示了这两个关键参数与不同含水量之间的关系曲线。本文得出的关系曲线表明,通过仔细调整粘附力参数,DEM 仿真能够准确再现潮湿砂土环境下的机器相互作用。
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引用次数: 0
Numerical investigations of traction behaviors of a pneumatic tire on wet granular terrains: DE/FE simulations 对充气轮胎在潮湿颗粒地形上的牵引行为进行数值研究:DE/FE 模拟
IF 2.4 3区 工程技术 Q1 Engineering Pub Date : 2024-04-03 DOI: 10.1016/j.jterra.2024.100972
Haiyang Zeng , Xuelian Tang , Shunhua Chen , Hengwei Qi

This paper presents a discrete element/finite element (DE/FE) coupling method to investigate the trafficability of off-road tires on wet granular terrains. Firstly, a DE model of the wet terrain is established, and a linear contact model is adopted to describe the interaction between particles, while the adhesion effect between wet particles is simulated by a liquid bridge force model. An FE model of an off-road tire is then developed, and the Yeoh hyperelastic material model is used to describe the large deformations and nonlinear mechanical behaviors of the off-road tire. Furthermore, numerical simulations of the angle of repose of wet particles are compared with experimental studies to verify the effectiveness of the DE/FE coupling method. Finally, the tire traction behavior under different complex working conditions is predicted by the presented DE/FE coupling approach. The simulation results show that the absolute value of tire sinkage increases almost linearly (the sinkage is 97.1 mm at 25% moisture content) with the rise of moisture content among particles. The rate of change of sinkage is greater for small friction coefficients (< 0.3) than that for large friction coefficients (0.3). The drawbar pull experiences a rapid increase for the slide friction coefficient with a range 0.3 and 0.7, after which the rate of change slows down (0.7). However, the drawbar pull exhibits an opposite trend as the tire pressure and height of the tread pattern increase. Numerical results also indicate that the smaller the slide friction coefficient, the larger the soil deformation, flow, and failure area in wet granular terrains.

本文提出了一种离散元/有限元(DE/FE)耦合方法,用于研究越野轮胎在潮湿颗粒地形上的行车性能。首先,建立了潮湿地形的离散元模型,并采用线性接触模型描述颗粒间的相互作用,同时采用液桥力模型模拟潮湿颗粒间的粘附效应。然后建立了越野轮胎的 FE 模型,并使用 Yeoh 超弹性材料模型来描述越野轮胎的大变形和非线性力学行为。此外,还将湿颗粒休止角的数值模拟与实验研究进行了比较,以验证 DE/FE 耦合方法的有效性。最后,通过提出的 DE/FE 耦合方法预测了不同复杂工况下的轮胎牵引行为。模拟结果表明,随着颗粒间含水量的增加,轮胎下沉量的绝对值几乎呈线性增加(含水量为 25% 时下沉量为 97.1 mm)。小摩擦系数(< 0.3)的轮胎下沉量变化率大于大摩擦系数(⩾0.3)的轮胎下沉量变化率。当滑动摩擦系数在 0.3 和 0.7 之间时,拉杆拉力迅速增加,之后变化速度减慢 (⩾0.7)。然而,随着轮胎压力和胎面花纹高度的增加,牵引杆拉力呈现出相反的趋势。数值结果还表明,在潮湿的颗粒状地形中,滑动摩擦系数越小,土壤变形、流动和破坏面积就越大。
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引用次数: 0
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