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Tyre tread estimation from 3D contact patch measurements on the inside of a deformed tyre 轮胎胎面估计从三维接触补丁测量在一个变形轮胎的内部
IF 3.7 3区 工程技术 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2026-01-01 Epub Date: 2025-11-15 DOI: 10.1016/j.jterra.2025.101102
Thomas B. Kabutz, P. Schalk Els
This study investigates the feasibility of using measurements of the geometry on the inner surface of a tyre to predict the geometry of the tread on the outside. The proposed method offsets the deformed inner surface along its normal directions by the tread thickness.
Initially, a simple 2D cross-section model proved the feasibility of this method. This led to the development of a full 3D tyre model that can estimate the tread of a deformed tyre. Photogrammetry was used to capture a complete 3D geometry model of an unloaded and uninflated tyre, from which the inner and outer surfaces are used to calculate a displacement map for the model. Results indicate that the model can estimate the tread of both a SUV tyre and a large lug agricultural tyre to within about 2.5 mm of measurements of the deformed tread. This tyre is approximately 750 mm in diameter. The remaining error is likely due to the accuracy of the inner and outer surface measurements. The findings pave the way to predict soil volume displacement and contact area, providing crucial insights for vehicle control and mitigating environmental impacts in offroad scenarios. The system is expected to provide extremely useful data for future tyre-terrain interaction research.
本研究探讨了利用测量轮胎内表面的几何形状来预测轮胎外表面胎面几何形状的可行性。该方法利用胎面厚度法向补偿变形的内表面。最初,一个简单的二维截面模型证明了该方法的可行性。这导致了一个完整的3D轮胎模型的发展,可以估计变形轮胎的胎面。摄影测量法用于捕捉一个完整的3D几何模型的一个卸载和未充气的轮胎,从内部和外部表面被用来计算一个位移图的模型。结果表明,该模型可以对SUV轮胎和大型农用轮胎的胎面进行估计,其胎面变形误差在2.5 mm左右。这个轮胎直径约750 毫米。剩余的误差可能是由于内外表面测量的准确性。这些发现为预测土壤体积位移和接触面积铺平了道路,为车辆控制和减轻越野场景下的环境影响提供了重要见解。该系统有望为未来的轮胎-地形相互作用研究提供极其有用的数据。
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引用次数: 0
Multi-layer skid controller design of distributed electric drive mobile platform based on the optimal slip rate to improve its driving stability 基于最优滑移率的分布式电驱动移动平台多层滑移控制器设计,提高其行驶稳定性
IF 3.7 3区 工程技术 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2026-01-01 Epub Date: 2025-11-03 DOI: 10.1016/j.jterra.2025.101099
Feng Chen , Junjie Ding , Long Chen , Enlai Zheng , Zhitao Luo , Yingtao Lu , Yinyan Shi , Xiaochan Wang , Lianglong Hu , Shanhu Zhao
To improve the driving stability and safety of electric drive mobile platforms (EDMP) for protected horticulture, it is essential to minimize the excessive slip of driving wheels. Therefore, a tire-soil model is established and a dynamic model of EDMP with implement considering the influence of wheel slip on longitudinal motion is developed. Subsequently, a linear parameter-varying model incorporating longitudinal speed and wheel force is established. A state estimator utilizing an improved adaptive strong tracking unscented Kalman filter (ASTUKF) algorithm is proposed to obtain real-time friction coefficients of four wheels and determine the optimal slip rate. Based on this, a robust model predictive controller (RMPC) with the employment of linear matrix inequality is designed to suppress EDMP slip. Finally, to validate the effectiveness of the proposed controller, a real test system for the EDMP is developed. It’s demonstrated that the slip rate of the EDMP can be significantly reduced through the implementation of the proposed skid control strategy. The average estimation errors of the ASTUKF are reduced by 95.5% and 81.6% compared to the KF and UKF, respectively. Under both straight and continuous steering conditions, the wheel slip rate errors are reduced by 48.33% and 55.63%, respectively.
为了提高电动园艺移动平台的行驶稳定性和安全性,必须尽量减少驱动轮的过度滑移。为此,建立了车胎-土模型,建立了考虑轮滑对车体纵向运动影响的带履带式EDMP动力学模型。随后,建立了考虑纵向速度和车轮力的线性参数变化模型。提出了一种利用改进的自适应强跟踪无嗅卡尔曼滤波(ASTUKF)算法的状态估计器,实时获取四轮摩擦系数并确定最优滑移率。在此基础上,设计了一种利用线性矩阵不等式的鲁棒模型预测控制器(RMPC)来抑制EDMP滑移。最后,为了验证所提控制器的有效性,开发了一个真实的EDMP测试系统。结果表明,通过实施所提出的打滑控制策略,可以显著降低EDMP的打滑率。与KF和UKF相比,ASTUKF的平均估计误差分别降低了95.5%和81.6%。在直线转向和连续转向工况下,轮滑率误差分别降低了48.33%和55.63%。
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引用次数: 0
The bevameter technique – Its developments and a proposed framework for its recommended practice 测径仪技术。其发展及其推荐实践的建议框架
IF 3.7 3区 工程技术 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2026-01-01 Epub Date: 2025-09-02 DOI: 10.1016/j.jterra.2025.101086
J.Y. Wong
This paper provides a concise comparison of the features and applications between the cone penetrometer technique and the bevameter technique. The developments of the bevameter technique since its inception in the 1960s are reviewed. Its roles in characterizing terrain engineering properties for evaluating off-road vehicle mobility are highlighted. A framework for the recommended practice for the bevameter technique is proposed for the consideration of the professional community in the terramechanics field.
本文简要比较了圆锥贯深仪技术和波径仪技术的特点和应用。回顾了自20世纪60年代测井仪技术问世以来的发展。强调了其在表征地形工程特性和评价越野车辆机动性方面的作用。提出了一种建议实施的框架,以供地质力学领域的专业团体考虑。
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引用次数: 0
A vehicle dynamics-oriented estimator for soft soil/tyre contact parameters from experimental testing 一种基于车辆动力学的软土/轮胎试验接触参数估计方法
IF 3.7 3区 工程技术 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2026-01-01 Epub Date: 2025-09-02 DOI: 10.1016/j.jterra.2025.101087
Luca Zerbato , Angelo Domenico Vella , Enrico Galvagno , Alessandro Vigliani , Silvio Carlo Data , Matteo Eugenio Sacchi
Modelling the interaction between tyres and unconsolidated soft surfaces has assumed a crucial role in predicting off-road vehicle performance in different machine areas such as planetary exploration and agriculture. The direct measurement of the soft soil/tyre contact parameters is a challenging task, addressed by expensive experimental campaigns and specific tools such as sensor-equipped wheels. In this paper an alternative cost-effective approach is proposed to estimate the contact parameters for semi-empirical formulations. The method relies on the experimental measurement typically available on the CAN bus of passenger vehicles. Specifically, the algorithm is tested with data gathered during acceleration manoeuvres performed on two different soft surfaces, i.e., snow and sand. The experimental signals are used to feed a 5 Degree Of Freedom (DOF) virtual vehicle equipped with a custom semi-empirical soil contact model. An optimisation problem with the target of minimising the differences between experimental and numerical traction performance is designed for the estimation of the sinkage module, cohesion, friction angle, elastic recovery and the multi-pass factor. Finally, the estimated parameters are validated using different experimental signals and data from literature, demonstrating the robustness of the methodology.
轮胎与松散软表面之间相互作用的建模在预测不同机械领域(如行星探索和农业)的越野车辆性能方面起着至关重要的作用。软土/轮胎接触参数的直接测量是一项具有挑战性的任务,需要昂贵的实验活动和特定的工具,如配备传感器的车轮。本文提出了一种具有成本效益的替代方法来估计半经验公式的接触参数。该方法依赖于乘用车CAN总线上的典型实验测量。具体来说,该算法在两种不同的软表面(即雪和沙)上进行加速操作时收集的数据进行了测试。实验信号被用来馈送一个5自由度(DOF)的虚拟车辆,该虚拟车辆配备了定制的半经验土壤接触模型。设计了一个优化问题,以最小化实验和数值牵引性能之间的差异为目标,用于估计下沉模块,内聚,摩擦角,弹性恢复和多通道因子。最后,使用不同的实验信号和文献数据对估计参数进行验证,证明了方法的鲁棒性。
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引用次数: 0
Real-time terrain classification for all-wheel drive robotic electric tractors using multi-sensor fusion and machine learning 基于多传感器融合和机器学习的全轮驱动机器人电动拖拉机实时地形分类
IF 3.7 3区 工程技术 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2026-01-01 Epub Date: 2025-10-10 DOI: 10.1016/j.jterra.2025.101098
Tamiru Tesfaye Gemechu , Jun Zhou , Guoliang Lai , Ibrar Ahmad , Luke Toroitch Rottok , Yade Li , Tabinda Naz Syed , Muhammad Aurangzaib
Accurate terrain classification is essential for the effective and efficient operation of autonomous robots and off-road vehicles. This study proposes a novel multi-sensor fusion technique for off-road terrain classification using a robotic platform that matches the practical features of an electric tractor. The method employs proprioceptive signals from the vehicle body and all four wheels, including wheel torque, wheel speed, wheel slippage, and vibration. A high-speed counter was programmed using the STEP 7 Microwin environment and uploaded onto an S7-200 PLC to measure wheel torque and speed. An inertial measurement unit and a three-axis digital accelerometer were used to record vibrations from the vehicle body and wheel bracket, respectively. MATLAB Simulink was employed to synchronise sensors data. Signal pre-processing, segmentation, Savitzky-Golay filtering, feature-level fusion, and the Random Forest algorithm were incorporated into the developed terrain classification model. The proposed Random Forest-based model, validated using K-fold cross-validation, achieved up to 90% test accuracy. Performance on unseen labelled data demonstrated consistent classification accuracy between 80% and 90%, indicating strong generalisation across terrain types. Real-time testing with unseen and unlabelled data demonstrated the model’s robustness and stability, enabling reliable terrain prediction with minimal latency, suitable for real-world off-road autonomous vehicle applications.
准确的地形分类对于自主机器人和越野车辆的有效运行至关重要。本研究提出了一种新的多传感器融合技术,用于越野地形分类,该技术使用的机器人平台与电动拖拉机的实际特征相匹配。该方法利用来自车身和所有四个车轮的本体感受信号,包括车轮扭矩、车轮速度、车轮滑移和振动。使用STEP 7 Microwin环境编写高速计数器,并将其上传到S7-200 PLC上,用于测量车轮扭矩和转速。使用惯性测量单元和三轴数字加速度计分别记录来自车身和车轮支架的振动。采用MATLAB Simulink对传感器数据进行同步。将信号预处理、分割、Savitzky-Golay滤波、特征级融合和随机森林算法纳入到所开发的地形分类模型中。本文提出的基于随机森林的模型,使用K-fold交叉验证进行验证,达到了高达90%的测试准确率。在未见标记数据上的表现表明,分类准确率在80%到90%之间,表明在地形类型上具有很强的泛化性。使用未见过的和未标记的数据进行的实时测试表明,该模型具有鲁棒性和稳定性,能够以最小的延迟进行可靠的地形预测,适用于现实世界的越野自动驾驶汽车应用。
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引用次数: 0
Log detection for autonomous forwarding using auto-annotated data from a real-time virtual environment 使用来自实时虚拟环境的自动注释数据进行自主转发的日志检测
IF 3.7 3区 工程技术 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2026-01-01 Epub Date: 2025-09-20 DOI: 10.1016/j.jterra.2025.101096
Mattias Lehto, Håkan Lideskog, Magnus Karlberg
Object detectors for autonomous forestry operations have previously been developed mainly by training on physical manually annotated data, which is both time-consuming and costly. Since the ground truth in the virtual model is known, the training data can be auto-annotated, enabling the creation of larger training datasets, while also improving time and cost efficiency. In this work, a virtual environment in Unity is used in co-simulation with a real-time digital twin of a physical forestry vehicle, to generate realistic auto-annotated training data, as captured by an onboard stereo camera. First, it is shown that a log detector trained on physical data can detect logs in the virtual environment. Second, new detectors are trained, using different shares of virtual and physical data. It is shown that a detector trained using only virtual data, can learn to detect logs in the physical world. Moreover, virtual pre-training is shown to improve the performance of physically trained and tested detectors, both at low availability of physical training data, and in terms of domain generalization. A detailed detector performance analysis also highlights further potential and opportunities for future improvements. Furthermore, the real-time capable virtual models enable future machine learning tasks utilizing different levels of Hardware-in-the-Loop.
以前,用于自主林业作业的目标探测器主要是通过对物理手动注释数据进行训练来开发的,这既耗时又昂贵。由于虚拟模型中的真实情况是已知的,因此可以对训练数据进行自动注释,从而可以创建更大的训练数据集,同时还可以提高时间和成本效率。在这项工作中,Unity中的虚拟环境用于与物理林业车辆的实时数字双胞胎共同模拟,以生成逼真的自动注释训练数据,由车载立体摄像机捕获。首先,证明了在物理数据上训练的日志检测器可以检测虚拟环境中的日志。其次,使用虚拟和物理数据的不同份额来训练新的检测器。结果表明,仅使用虚拟数据训练的检测器可以学习检测物理世界中的日志。此外,虚拟预训练可以提高物理训练和测试检测器的性能,无论是在物理训练数据可用性较低的情况下,还是在领域泛化方面。详细的检测器性能分析还强调了未来改进的进一步潜力和机会。此外,具有实时功能的虚拟模型可以利用不同级别的硬件在环实现未来的机器学习任务。
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引用次数: 0
Development of Testing Apparatus and Postprocessing Methodology for Characterization of Contact Patch Dimensions and Vertical Stress in Deformable Soils 变形土中接触片尺寸和垂直应力特性测试装置和后处理方法的发展
IF 3.7 3区 工程技术 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2026-01-01 Epub Date: 2025-11-05 DOI: 10.1016/j.jterra.2025.101100
Chaitanya Shekhar Sonalkar, Alexandru Vilsan, Mohit Nitin Shenvi, Nikhil Ravichandran, Corina Sandu
Vertical stress distribution is of prime importance when it comes to determining the soil compaction and the dynamics of tire-soil interaction. It affects the performance of tires, enhancing or limiting mobility of vehicles passing on it. This work aims to develop novel pressure sensing setup using FlexiForce A401 piezoresistive pressure sensors. The pressure sensing apparatus is placed under the soil at a certain depth, and a tire passes over it. Tests are conducted at different slip ratios to measure the vertical stresses induced in the soil due to the tire-soil interaction. Using stress sensors and stereo cameras, we estimate the size and shape of the contact patch. The results from the experimental data are then compared with the analytical model developed using the Boussinesq’s equation. The novelty of this work consists of the development of an experimental setup and an experimentation methodology to characterize the contact patch size and the pressure distribution in the contact patch. The study shows good agreement between the analytical model and the experimental data, thus validating the proposed methodology and the accuracy of the analytical model.
垂直应力分布是确定土壤压实和轮胎-土壤相互作用动力学的最重要因素。它影响轮胎的性能,增强或限制车辆通过它的机动性。本工作旨在利用FlexiForce A401压阻式压力传感器开发新型压力传感装置。将压力传感装置放置在一定深度的土壤下,轮胎在其上通过。在不同的滑移比下进行了试验,以测量由于轮胎-土壤相互作用在土壤中引起的垂直应力。利用应力传感器和立体摄像机,我们估计了接触贴片的大小和形状。然后将实验数据的结果与利用Boussinesq方程建立的分析模型进行了比较。这项工作的新颖之处在于开发了一种实验装置和实验方法来表征接触贴片的尺寸和接触贴片中的压力分布。研究表明,分析模型与实验数据吻合良好,从而验证了所提出的方法和分析模型的准确性。
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引用次数: 0
A novel soil stress estimation method of wheel-soil interaction using photoelasticity 基于光弹性的轮-土相互作用土应力估算新方法
IF 2.4 3区 工程技术 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-10-01 Epub Date: 2025-07-17 DOI: 10.1016/j.jterra.2025.101076
Kenji Nagaoka, Yuto Yoshida
This paper proposes a new approach to understanding the wheel-soil interaction, which is an indirect estimation method of soil stress distributions beneath a traveling wheel soil using a photoelastic method. Thus far, several photoelastic methods have been discussed for the wheel-soil terramechanics, but it is difficult for the previous configuration to simulate the dynamic behaviors of natural soil, e.g., compaction, failure, or wheel ruts. Accordingly, achieving both the stress visualization and the dynamic behaviors of soil is a significant challenge to make the photoelastic method more practical. To cope with this challenging issue, we have developed a novel experimental setup consisting of a photoelastic wheel (top layer), soil (middle layer), and a photoelastic plate (bottom layer). By vertically sandwiching the soil between the photoelastic wheel and plate, the soil stresses can be indirectly estimated to satisfy the boundary stress conditions. To achieve this approach, we conducted calibration tests of the photoelastic wheel and plate, and then identified the force vector and contact patch corresponding to the visualized stresses. In this paper, we demonstrate that it is possible to indirectly estimate how the stress propagates and attenuates in the soil by the proposed method.
本文提出了一种新的认识轮土相互作用的方法,即利用光弹性法间接估计轮下土体的应力分布。到目前为止,已经讨论了几种光弹性方法用于车轮-土壤的地形力学,但是以前的配置很难模拟自然土壤的动态行为,例如压实,破坏或车轮车辙。因此,实现应力可视化和土的动力特性是使光弹性方法更加实用的重要挑战。为了应对这一具有挑战性的问题,我们开发了一种新的实验装置,由光弹性轮(顶层),土壤(中间层)和光弹性板(底层)组成。通过将土垂直夹在光弹性轮和板之间,可以间接估计出满足边界应力条件的土应力。为了实现这一方法,我们对光弹性轮和板进行了标定试验,然后识别出与可视化应力相对应的力矢量和接触贴片。在本文中,我们证明了通过提出的方法间接估计应力如何在土壤中传播和衰减是可能的。
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引用次数: 0
Effect of rubber-tracked chassis roller on soil surface vertical stress distribution based on finite element method 基于有限元法的橡胶履带底盘滚轮对土壤表面垂直应力分布的影响
IF 2.4 3区 工程技术 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-10-01 Epub Date: 2025-07-15 DOI: 10.1016/j.jterra.2025.101080
Zhuohuai Guan , Haitong Li , Tao Jiang , Licheng Xing , Min Zhang , Dong Jiang , Mei Jin
Due to the flexible characteristics of the rubber track, the ground pressure distribution on the soil is uneven, which will greatly increase the risk of soil compaction. Roller in the tracked chassis is a key influencing factor. Therefore, accurate analysis of the effect of the rollers on soil surface vertical stress distribution is important. In this research, the simulation of soil surface vertical stress distribution under rubber track with different roller structures and arrangements was carried out and experimentally validated. Firstly, a load transfer model of the roller-rubber track-soil system was developed. Then, a FEM simulation model of the roller −rubber track-soil system was constructed. The effect a single roller structure and the arrangement of multiple rollers was analyzed. Finally, field tests were carried out to test the soil surface vertical stress distribution with rollers of uniform distribution and dense at both sides. Results showed that the stress peaks were 69.3 kPa and 62.4 kPa, respectively. The soil surface vertical stress under the roller-track contact location was more than twice the average over the whole track surface. The diameter of a single roller and the arrangement of multiple rollers were the most important factors on the stress distribution.
由于橡胶履带的柔性特性,地面压力在土壤上的分布不均匀,会大大增加土壤压实的风险。滚轮在履带式底盘中是一个关键的影响因素。因此,准确分析滚轮对土体表面竖向应力分布的影响具有重要意义。在本研究中,模拟了不同滚轮结构和布置的橡胶履带下的土壤表面垂直应力分布,并进行了实验验证。首先,建立了滚轮-橡胶履带-土体系统的荷载传递模型。然后,建立了滚轮-橡胶履带-土体系统的有限元仿真模型。分析了单辊结构和多辊布置的影响。最后,采用均匀分布、两侧密实的滚轮进行现场试验,测试土体表面竖向应力分布。结果表明,应力峰值分别为69.3 kPa和62.4 kPa。滚轮轨道接触位置下的土壤表面垂直应力是整个轨道表面平均值的2倍以上。单辊直径和多辊布置是影响应力分布的最重要因素。
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引用次数: 0
In-house instrument development and updated classical equations for compacted snow characterization 内部仪器的发展和更新的经典方程压实雪表征
IF 2.4 3区 工程技术 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-10-01 Epub Date: 2025-05-22 DOI: 10.1016/j.jterra.2025.101069
Mohit Nitin Shenvi , Corina Sandu , Costin Untaroiu
Testing and evaluation of commercial passenger car and truck tires for severe snow usage are performed on compacted snow tracks based on the ASTM F1805-20 standard. The snow track is characterized for these tests using the CTI penetrometer. Evaluating the compactness of the snow track as an index number is helpful, but it does not provide information that can be useful from a simulation/modeling perspective.
In this work, a new device was developed that was inspired by the ‘Russian snow penetrometer’ to help evaluate the compressive and shear properties of snow. It was found that the classical methods of analysis used for Rammsonde penetrometers and Clegg hammers had some discrepancies that partially stem from assumptions made in their formulations. This work proposes modifications to the equations thereby improving their outputs to align with a more physics-oriented approach. The assumptions in the formation of classical equations are not incorrect but may not be completely accurate for cones with a higher surface area to base area ratio.
Future work could be assessing the accuracy of the devised equations in different terrain conditions and a sensitivity study to identify critical cone angles in different conditions.
根据ASTM F1805-20标准,商用乘用车和卡车轮胎在压实的雪地轨道上进行了严重积雪使用的测试和评估。在这些测试中使用CTI穿透计表征雪迹。将雪道的密实度作为索引值进行评估是有帮助的,但它不能提供从模拟/建模角度来看有用的信息。在这项工作中,受“俄罗斯雪穿透仪”的启发,开发了一种新设备,以帮助评估雪的压缩和剪切特性。人们发现,用于雷蒙德穿透仪和克莱格锤的经典分析方法存在一些差异,部分原因在于它们的公式中所做的假设。这项工作提出了对方程的修改,从而改善了它们的输出,使其与更面向物理的方法保持一致。经典方程形成中的假设并非不正确,但对于具有较高表面积与基面积比的锥体可能不完全准确。未来的工作可能是评估设计方程在不同地形条件下的准确性,以及在不同条件下识别临界锥角的敏感性研究。
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引用次数: 0
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Journal of Terramechanics
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