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Lagrangian fluid transport simulation using mobile devices 利用移动装置模拟拉格朗日流体输运
IF 3.5 2区 计算机科学 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-10-11 DOI: 10.1016/j.simpat.2025.103214
Martin Opat , Julian Koellermeier , Christian Kehl
Simulating the transport of plastics, nutrients and pollutants in the ocean is important to address societal questions in environmental management and sustainability. Many Lagrangian transport simulators have been introduced in the past decades, yet they all share two distinct limitations, namely, long compute times and reliance on large compute equipment. These limitations hinder a transient incorporation of outdoor observations for Lagrangian physical simulations. This paper introduces a novel particle advection approach for Lagrangian ocean transport simulations, specifically designed for mobile devices and field use. A proof-of-concept for particle advection via 4th order Runge–Kutta time integration is presented and validated across different datasets. The approach is parallelized for SIMD architectures on mobile platforms. The results demonstrate a time-integration of 500,000 particles in approximately 10.2 ms per timestep, enabling an interactive co-visualization of the simulation. Achieved runtimes on mobile devices are within the same order of magnitude as established non-portable Lagrangian ocean-transport simulators, such as TRACMASS and OceanParcels, with comparable scalability. Consequently, this novel simulation approach opens new possibilities for field-conducted simulations in the future.
模拟塑料、营养物质和污染物在海洋中的运输对于解决环境管理和可持续性方面的社会问题非常重要。在过去的几十年里,许多拉格朗日输运模拟器被引入,但它们都有两个明显的局限性,即计算时间长和依赖于大型计算设备。这些限制阻碍了拉格朗日物理模拟中室外观测的短暂结合。本文介绍了一种新颖的粒子平流方法,用于拉格朗日海洋输运模拟,专为移动设备和现场使用而设计。通过四阶龙格-库塔时间积分对粒子平流进行了概念验证,并在不同的数据集上进行了验证。该方法对移动平台上的SIMD架构进行了并行化处理。结果表明,在每个时间步长约10.2 ms的时间内,500,000个粒子的时间积分,使模拟的交互式协同可视化成为可能。在移动设备上实现的运行时间与已建立的非便携式拉格朗日海洋运输模拟器(如TRACMASS和oceanparcel)具有相同的数量级,具有可伸缩性。因此,这种新颖的模拟方法为未来的现场模拟开辟了新的可能性。
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引用次数: 0
A dual-circulation train-TPSS integrated simulation strategy for urban rail system 城市轨道系统双循环列车- tpss集成仿真策略
IF 3.5 2区 计算机科学 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-10-08 DOI: 10.1016/j.simpat.2025.103215
Renyu Wang , Gang Zhang , Hong Yu , Jiaqi Yang , Wei Xiong , Wei Wei
Urban rail system is a complex integrated system that combines trains and traction power supply system (TPSS). However, existing simulation method overlooks deep coupling between operation status of trains and power flow status of TPSS, impeding accurate deduction and analysis of overall operational status. Therefore, this paper delves into the bidirectional coupling characteristics between trains and TPSS, and then proposes a dual-circulation strategy for integrated simulation. Firstly, fluctuations of power flow are analyzed under traction and braking conditions, while exploring the reverse impact of voltage fluctuations on train operational performance. This reveals bidirectional coupling between trains and TPSS, leading to the development of an integrated system model. Subsequently, a dual-circulation strategy is designed. It enables integrated simulation considering bidirectional coupling characteristics under different operational conditions. Finally, verification is conducted based on actual line parameters, with comparative analysis of simulation results from 7 node types. It is demonstrated that the dual-circulation strategy effectively captures bidirectional coupling characteristics under different conditions. This paper establishes a crucial foundation for comprehensive and accurate deduction of train-TPSS integrated system, paving the way for overall analysis and decision-making of urban rail transit.
城市轨道交通系统是集列车与牵引供电系统(TPSS)为一体的复杂综合系统。然而,现有的仿真方法忽略了列车运行状态与TPSS潮流状态之间的深度耦合,阻碍了对整体运行状态的准确推断和分析。因此,本文深入研究列车与TPSS之间的双向耦合特性,提出双循环策略进行综合仿真。首先,分析了牵引工况和制动工况下的潮流波动,探讨了电压波动对列车运行性能的反向影响。这揭示了列车和TPSS之间的双向耦合,从而导致了集成系统模型的发展。随后,设计了双循环策略。考虑了不同工况下的双向耦合特性,实现了综合仿真。最后根据实际线路参数进行验证,对比分析7种节点类型的仿真结果。结果表明,双循环策略有效地捕捉了不同条件下的双向耦合特性。本文为列车- tpss综合系统的全面准确推导奠定了重要基础,为城市轨道交通的整体分析和决策奠定了基础。
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引用次数: 0
Research on critical criteria for crowd instability based on system entropy 基于系统熵的群体不稳定关键准则研究
IF 3.5 2区 计算机科学 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-10-04 DOI: 10.1016/j.simpat.2025.103213
Hongcheng Lu , Siming Wang , Ran Ye , Yulong Li , Jinghong Wang , Jialin Wu , Yan Wang
During emergency evacuation, dense crowd aggregation in passages can trigger instability and stampede accidents, impairing evacuation and rescue effectiveness. This paper proposes an analytical method integrating computer vision and simulation to quantify crowd instability thresholds. Initially, accurate pedestrian detection is achieved using the YOLOv8n model trained on the CrowdHuman dataset, combined with the Deepsort algorithm to extract parameters (density, speed, and system entropy) from perspective-corrected accident scenes. Through analysis, a multi-dimensional instability criterion is derived. Video monitoring data is analyzed in simulation software (using AnyLogic state diagrams). Dynamic evaluation of multiple critical parameter thresholds is conducted through state diagram models, thereby enabling the technical integration mechanism between the two to be established. Analysis of incidents like the Itaewon stampede identifies critical thresholds: density (6.875 - 6.971 ped/m²), speed (0.177 - 0.179 m/s), and system entropy (555.796 - 582.194). Compared to single-density metrics, system entropy as a composite indicator more precisely captures multi-mechanism instability precursors, providing critical data support for early warning systems. Simulations indicate that passages with widths of 2.9 - 3.4 meters and lengths greater than or equal to 30 meters exhibit lower instability risks and higher pedestrian capacity. Sensitivity analysis reveals that the critical crowd size is more affected by passage width in flat areas and by length in sloped areas. The transition time from critical to safe pedestrian levels follows a linear distribution, with sloped passages exhibiting longer transition times and higher risks.
在紧急疏散过程中,通道内人群密集聚集会引发不稳定和踩踏事故,影响疏散和救援效果。本文提出了一种结合计算机视觉和仿真的分析方法来量化人群不稳定阈值。最初,使用在CrowdHuman数据集上训练的YOLOv8n模型实现准确的行人检测,并结合Deepsort算法从角度校正的事故场景中提取参数(密度、速度和系统熵)。通过分析,导出了一个多维失稳判据。在仿真软件中分析视频监控数据(使用AnyLogic状态图)。通过状态图模型对多个关键参数阈值进行动态评估,从而建立两者之间的技术集成机制。对梨泰院踩踏事件等事件的分析确定了临界阈值:密度(6.875 ~ 6.971 ped/m²)、速度(0.177 ~ 0.179 m/s)和系统熵(555.796 ~ 582.194)。与单密度指标相比,系统熵作为一种复合指标更精确地捕捉多机制不稳定前兆,为预警系统提供关键数据支持。模拟表明,宽度为2.9 - 3.4米,长度大于或等于30米的通道具有较低的不稳定风险和较高的行人通行能力。敏感性分析表明,平坦地区的临界人群规模受通道宽度的影响较大,而斜坡地区受通道长度的影响较大。从关键行人水平到安全行人水平的过渡时间遵循线性分布,坡度通道的过渡时间更长,风险更高。
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引用次数: 0
Optimization of passenger evacuation path in flood scenarios considering companion behaviors 考虑同伴行为的洪水情景下乘客疏散路径优化
IF 3.5 2区 计算机科学 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-10-01 DOI: 10.1016/j.simpat.2025.103212
Xiaoxia Yang , Jiahui Wan , Haojie Zhu , Chuan-Zhi (Thomas) Xie , Botao Zhang
The optimization of emergency evacuation paths for passengers in underground rail transit hubs has become a critical challenge in urban flood prevention and disaster mitigation systems. Most previous evacuation path optimization methods assume passengers move independently as individuals without considering socially connected groups traveling together. To address this, this paper proposes a novel passenger evacuation path optimization method considering companion behavior during subway station flooding incidents, and develops an innovative ETACO algorithm to solve the path optimization model. Taking an actual subway station as a case study, a station simulation system constructed using PathFinder is employed to simulate passenger evacuation processes, demonstrating the effectiveness of the proposed path optimization scheme. An improved entropy weight method is introduced to conduct a multidimensional evaluation of evacuation performance. The results indicate that: (1) Companion behavior significantly inhibits evacuation efficiency, with higher proportions of grouped evacuees leading to increased evacuation time and reduced average movement speed; (2) The proposed ETACO dynamic optimization strategy remarkably enhances the convergence performance of the path optimization model solution, achieving a 16% improvement in average optimal objective improvement rate compared to conventional ACO, while generating more efficient path optimization strategies; (3) Increasing numbers of interrupted road sections progressively slow down passenger evacuation; (4) Evacuation effectiveness evaluation further verifies the enhancement of station safety performance through the path optimization strategy. This research provides a more realistic solution for evacuation path optimization considering companion behavior in complex flood scenarios.
地下轨道交通枢纽乘客应急疏散路径优化已成为城市防洪减灾系统面临的重要挑战。以往的疏散路径优化方法大多假设乘客作为个体独立移动,而不考虑社会联系群体的共同移动。针对这一问题,本文提出了一种考虑同伴行为的地铁车站洪水事件乘客疏散路径优化方法,并开发了一种创新的ETACO算法来求解路径优化模型。以实际地铁车站为例,利用PathFinder构建的车站仿真系统对乘客疏散过程进行仿真,验证了所提路径优化方案的有效性。引入改进的熵权法对疏散性能进行多维评价。结果表明:(1)同伴行为显著抑制疏散效率,组团疏散比例增大,导致疏散时间增加,平均移动速度降低;(2)提出的ETACO动态优化策略显著提高了路径优化模型解的收敛性能,与常规蚁群算法相比,平均最优目标改进率提高了16%,同时生成了更高效的路径优化策略;(3)越来越多的中断路段逐渐减缓了乘客的疏散;(4)疏散效果评价进一步验证了路径优化策略对车站安全性能的提升。该研究为复杂洪水场景下考虑同伴行为的疏散路径优化提供了更为现实的解决方案。
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引用次数: 0
Error estimation and step size control with minimal subsystem interfaces 最小子系统接口误差估计与步长控制
IF 3.5 2区 计算机科学 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-09-29 DOI: 10.1016/j.simpat.2025.103209
Lars T. Kyllingstad , Severin Sadjina , Stian Skjong
We review error estimation methods for co-simulation, in particular methods that are applicable when the subsystems provide minimal interfaces. By this, we mean that subsystems do not support rollback of time steps, do not output derivatives, and do not provide any other information about their internals besides the output variables that are required for coupling with other subsystems. Such “black-box” subsystems are common in industrial applications, and the ability to couple them and run large-system simulations is one of the major attractions of the co-simulation paradigm. We also describe how the resulting error indicators may be used to automatically control macro time step sizes to strike a good balance between simulation speed and accuracy. The various elements of the step size control algorithm are presented in pseudocode so that readers may implement them and test them in their own applications. We provide practicable advice on how to use error indicators to judge the quality of a co-simulation, how to avoid common pitfalls, and how to configure the step size control algorithm.
我们回顾了联合仿真的误差估计方法,特别是当子系统提供最小接口时适用的方法。通过这一点,我们的意思是子系统不支持时间步骤的回滚,不输出导数,并且除了与其他子系统耦合所需的输出变量之外,不提供关于其内部的任何其他信息。这样的“黑盒”子系统在工业应用中很常见,耦合它们并运行大型系统仿真的能力是联合仿真范式的主要吸引力之一。我们还描述了如何使用产生的误差指标来自动控制宏时间步长,以在仿真速度和精度之间取得良好的平衡。步长控制算法的各种元素以伪代码的形式呈现,以便读者可以在自己的应用程序中实现和测试它们。我们就如何使用误差指标来判断联合模拟的质量,如何避免常见的陷阱,以及如何配置步长控制算法提供了切实可行的建议。
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引用次数: 0
Analysis of different functional split options for XR traffic in 5G-LENA 5G-LENA中XR流量的不同功能拆分选项分析
IF 3.5 2区 计算机科学 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-09-29 DOI: 10.1016/j.simpat.2025.103211
Ana Larrañaga-Zumeta , Neco Villegas , Katerina Koutlia , Luis Diez , Ramón Agüero , Sandra Lagén
Virtualized Radio Access Networks (vRAN) allow the disaggregation of the RAN protocol stack into different network units. This disaggregation depends on the selected Functional Split (FS), ranging from Option 1 to Option 8. The possible combination of this virtualization paradigm with different FS configurations could enhance the agility, flexibility, and scalability of 5G and beyond networks. Several studies exploring FSs use open-source platforms such as srsRAN, which provide full-stack 4G and 5G RAN software. However, these platforms have limitations for large-scale network analysis and usually require hardware for realistic testing. In contrast, system-level simulators such as ns-3 5G-LENA accurately model key 5G RAN functionalities and provide a flexible, scalable, and entirely software-based environment to implement, test, and evaluate a wide range of features. Based on the above, in this work we present a software-based model for the ns-3 5G-LENA simulator that allows simulating various FS options. We study and evaluate these FS options, specifically Options 6, 7.3, 7.2, and 7.1. Moreover, we analyze their impact on the end-to-end system performance using eXtended Reality (XR) traffic and under diverse network conditions. Our analysis shows that an appropriate FS selection can improve overall performance, helping the system more effectively handle XR traffic demands across different network conditions. Specifically, when Fronthaul (FH) and bandwidth are not limiting, all FS configurations yield similar throughput and latency, with XR delays mostly below 11 ms and data rates closely matching the offered load. Under FH constraints, lower FSs (e.g., Options 6 or 7.3) are preferable due to large, bursty XR packets. Otherwise, for standardized Open RAN (O-RAN) 7.2 or 7.1 FSs, delays may exceed 50 ms and data rates degrade, significantly affecting XR traffic performance. This work provides the research community with an accessible tool for studying FSs in realistic 5G environments.
虚拟化无线接入网(vRAN)允许将RAN协议栈分解为不同的网络单元。这种分解取决于所选的功能分裂(FS),范围从选项1到选项8。这种虚拟化范例与不同FS配置的可能组合可以增强5G及以后网络的敏捷性、灵活性和可伸缩性。几项探索fs的研究使用开源平台,如srsRAN,提供全栈4G和5G RAN软件。然而,这些平台对于大规模网络分析有局限性,并且通常需要硬件来进行实际测试。相比之下,ns-3 5G- lena等系统级模拟器可以精确模拟关键的5G RAN功能,并提供灵活、可扩展、完全基于软件的环境,以实现、测试和评估各种功能。基于上述,在这项工作中,我们提出了一个基于软件的ns-3 5G-LENA模拟器模型,该模型允许模拟各种FS选项。我们研究和评估这些FS选项,特别是选项6、7.3、7.2和7.1。此外,我们使用扩展现实(XR)流量和在不同的网络条件下分析了它们对端到端系统性能的影响。我们的分析表明,适当的FS选择可以提高整体性能,帮助系统更有效地处理不同网络条件下的XR流量需求。具体来说,当前传(FH)和带宽没有限制时,所有FS配置都会产生类似的吞吐量和延迟,XR延迟大多低于11 ms,数据速率与提供的负载非常匹配。在跳频限制下,较低的跳频(例如,选项6或7.3)是可取的,因为大的,突发的XR数据包。否则,对于标准化的Open RAN (O-RAN) 7.2或7.1 fs,延迟可能超过50ms,数据速率下降,严重影响XR业务性能。这项工作为研究界提供了一个可访问的工具,用于在现实的5G环境中研究FSs。
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引用次数: 0
Physics-informed data-driven modeling of rock motion dynamics in excavation using a high-fidelity simulator 利用高保真模拟器进行开挖中岩石运动动力学的物理信息数据驱动建模
IF 3.5 2区 计算机科学 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-09-25 DOI: 10.1016/j.simpat.2025.103208
Mohammad Heravi, Amirmasoud Molaei, Reza Ghabcheloo
In this paper, the problem of predicting the motion of large rocks during excavation is addressed. During excavation, complex interactions are observed among the excavator bucket, rock, and soil, which are not effectively captured using analytical models due to nonlinearities and unknown phenomena. To address this, a physics-informed, data-driven framework is proposed, in which a predictive model of the rock dynamics is learned using data obtained from a high-fidelity physics-based simulator. Specifically, a physics-informed neural network is employed, structured as a multilayer perceptron that receives the state variables and control inputs from a fixed-length temporal window. A kinematic constraint is incorporated into the loss function to enforce physical consistency. The model is trained and evaluated using data from 200 experiments. The effect of the look-back window length is examined, and a window length of two is found to yield the minimum prediction error. The prediction error distributions are statistically evaluated for different soil and rock scenarios, as well as across different prediction horizons (1–20). The model’s accuracy is shown to be within the desired threshold.
本文研究了大型岩石在开挖过程中的运动预测问题。在挖掘过程中,挖掘斗、岩石和土壤之间存在复杂的相互作用,由于非线性和未知现象,分析模型无法有效地捕捉这些相互作用。为了解决这个问题,研究人员提出了一种基于物理的数据驱动框架,其中使用高保真物理模拟器获得的数据来学习岩石动力学的预测模型。具体来说,采用了物理信息神经网络,其结构为多层感知器,接收来自固定长度时间窗口的状态变量和控制输入。在损失函数中加入了一个运动约束来加强物理一致性。使用200个实验的数据对模型进行了训练和评估。研究了回顾窗口长度的影响,发现两个窗口长度产生最小的预测误差。对不同土壤和岩石情景以及不同预测层的预测误差分布进行了统计评价(1-20)。该模型的精度显示在期望的阈值之内。
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引用次数: 0
Research on allowable deviations of the pilot hole based on TBM conical cutterhead muck discharging simulation in inclined openings 基于TBM斜孔锥形刀盘排泥模拟的导孔允许偏差研究
IF 3.5 2区 计算机科学 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-09-24 DOI: 10.1016/j.simpat.2025.103210
Houzhe Xie , Zhiyong Ji , Xianqiong Zhao , Wei Ke , Jing Xiao , Mei Yang
Due to its high tunneling efficiency under steep conditions, the directed pilot hole in conjunction with the Tunnel Boring Machine (TBM) conical cutterhead has been widely utilized in inclined openings. However, the key factor influencing TBM tunneling efficiency, the mucking efficiency of the conical cutterhead, is significantly affected by unavoidable pilot hole deviations. In this study, the muck flow characteristics of the conical cutterhead with a pilot hole under steep conditions were analyzed using a comprehensive Discrete Element Method simulation that encompassed the stages of falling, shoveling, and discharging. Then the muck discharge efficiency and residual muck efficiency were employed as quantitative indicators to evaluate the cutterhead’s mucking performance and secondary cutter wear. Furthermore, the interactive effects of deviation distance of the pilot hole (DD) and deviation angle of the pilot hole (DA) on mucking performance were investigated. Based on various engineering requirements, a weighted multi-factor analysis method is proposed for determining the allowable deviations of the pilot hole. For a specific inclined shaft with the following characteristics: a cutterhead with a diameter of 7690 mm, a conical angle of 15°, a 2500 mm pilot hole and a tunneling inclination of 55°, the results indicate that DD reaches a minimum value, when DA=112.5°. Specifically, the minimum DD=183 mm when minimizing secondary cutter wear, and 401 mm when enhancing mucking performance. These findings offer theoretical guidance for determining positional parameters of the pilot hole in inclined openings.
定向导孔配合隧道掘进机锥形刀盘,由于在陡峭条件下具有较高的掘进效率,在倾斜巷道中得到了广泛的应用。然而,影响TBM掘进效率的关键因素——锥形刀盘的排泥效率受到不可避免的导孔偏差的显著影响。在这项研究中,采用离散元法综合模拟,包括下降、铲泥和排出阶段,分析了陡峭条件下带先导孔的锥形刀盘的泥流特性。然后以排渣效率和残余渣土效率作为定量指标,评价刀盘的排渣性能和刀盘二次磨损。此外,还研究了导孔偏差距离(DD)和导孔偏差角度(DA)对排渣性能的交互影响。根据各种工程要求,提出了确定导孔允许偏差的加权多因素分析方法。对于刀盘直径为7690 mm,锥角为15°,导孔为2500 mm,掘进倾角为55°的特定斜井,结果表明,当DA=112.5°时,DD达到最小值。具体而言,当减少二次切削齿磨损时,最小DD=183 mm,当提高排渣性能时,最小DD= 401 mm。研究结果为确定斜孔导孔位置参数提供了理论指导。
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引用次数: 0
Numerical modelling of drop mass shape influence on energy absorption of welded wire mesh in dynamic impact conditions 动态冲击条件下跌落质量形状对焊接网吸能影响的数值模拟
IF 3.5 2区 计算机科学 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-09-17 DOI: 10.1016/j.simpat.2025.103207
Ceren Karatas Batan , Selahattin Akdag , Chengguo Zhang , Joung Oh , Serkan Saydam
Underground mines rely on a ground support system (i.e. reinforcement and surface support elements such as welded wire mesh) to control rock deformation and maintain excavation stability under dynamic loading conditions. Designing an effective ground support system requires a detailed understanding of the mechanical behaviour of these support components and their response to impact scenarios. This study investigates the influence of drop mass geometry on the deformation and failure mechanisms of welded wire mesh utilising a 3D finite element analysis (FEA) based on geometries used in laboratory testing. Five drop mass configurations, prism, spherical, cylindrical, ETAG 027, and irregular, were evaluated under the same energy input to explore their effects on mesh behaviour. Although the developed dynamic testing setup offers valuable insights into mesh performance, the lack of standardised drop mass shapes remains a significant challenge, as it causes inconsistencies in test results and complicates data comparison across different studies or reliable experiment replication. The FEA model was developed and calibrated using experimental data. The results demonstrated that the drop mass shape strongly affects load distribution, displacement patterns and the extent of damage in the mesh. The prism shape, used for calibration, provided a good match with the laboratory result. Cylindrical geometries demonstrated more favourable energy dissipation, absorbing 5.69 kJ, whereas the irregular and spherical shapes exhibited lower energy absorption, 2.83 kJ and 2.55 kJ, respectively, due to the concentrated nature of the initial impact load being distributed over a smaller contact area. The ETAG 027 geometry produced a balanced response, with a peak displacement of approximately 152.77 mm and an energy absorption of 3.06 kJ, accompanied by moderately distributed plastic deformation. This study can support the development of more reliable testing procedures and energy-based design approaches for support systems in dynamic underground environments.
地下矿山在动载条件下,依靠地面支护系统(即钢筋和焊接钢丝网等地表支护元件)控制岩石变形,维持开挖稳定。设计一个有效的地面支撑系统需要详细了解这些支撑部件的机械行为及其对冲击情景的响应。本研究利用基于实验室测试中使用的几何形状的三维有限元分析(FEA)研究了下落质量几何形状对焊接钢丝网变形和破坏机制的影响。在相同的能量输入下,评估了棱镜、球形、圆柱形、ETAG 027和不规则五种水滴质量构型,以探索它们对网格行为的影响。尽管开发的动态测试设置为网格性能提供了有价值的见解,但缺乏标准化的下落质量形状仍然是一个重大挑战,因为它会导致测试结果不一致,并使不同研究之间的数据比较复杂化或可靠的实验复制。利用实验数据建立了有限元模型并进行了标定。结果表明,降质量形状对载荷分布、位移模式和网格损伤程度有较大影响。用于标定的棱镜形状与实验室结果吻合良好。由于初始冲击载荷集中分布在较小的接触面积上,圆柱形结构的能量消耗更有利,吸收了5.69 kJ,而不规则形状和球形结构的能量吸收较低,分别为2.83 kJ和2.55 kJ。ETAG 027的几何形状产生了平衡的响应,峰值位移约为152.77 mm,能量吸收为3.06 kJ,并伴有适度分布的塑性变形。该研究可以为动态地下环境中支撑系统开发更可靠的测试程序和基于能量的设计方法提供支持。
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引用次数: 0
A digital twin-based platform for testing and optimization of path planning algorithms 基于数字孪生的路径规划算法测试与优化平台
IF 3.5 2区 计算机科学 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-09-15 DOI: 10.1016/j.simpat.2025.103206
Guanglie Wang , Zhijia Zhang , Aleksandra Nazarova
With the rapid development of autonomous driving technology, there is an increasing demand for safety, reliability, and optimization efficiency in path planning algorithms. However, traditional physical testing is often costly, time-consuming, and subject to environmental uncertainties, making it difficult to efficiently verify and optimize these algorithms. To address this issue, this paper proposes a high-fidelity digital twin-based platform for testing and optimizing path planning algorithms. By constructing a simulation environment that mirrors the physical world, the platform minimizes the gap between simulation and real-world scenarios, enhancing the safety and stability of path planning. The platform integrates global path planning using the A* algorithm, local path planning with the Timed Elastic Band method, and optimization using Bézier curves to improve the smoothness, feasibility, and safety of the path. Additionally, it incorporates the vehicle’s physical characteristics — such as velocity, steering angle, and drive mode — into the parameter optimization process, ensuring consistency between the simulation and the real-world environment. Experiments were conducted by deploying identical path planning algorithms in both the simulation and the physical environments. The results demonstrate that algorithms optimized through the digital twin platform can be reliably transferred to real-world scenarios, improving obstacle avoidance and overall path planning safety. The planned paths in the physical environment closely matched those in simulation, confirming the effectiveness of the digital twin approach for path planning testing and optimization. This research provides new insights into environmental adaptability, safety assurance, and engineering deployment of path planning in autonomous driving.
随着自动驾驶技术的快速发展,对路径规划算法的安全性、可靠性和优化效率的要求越来越高。然而,传统的物理测试通常是昂贵的,耗时的,并且受到环境不确定性的影响,使得很难有效地验证和优化这些算法。为了解决这一问题,本文提出了一种高保真的基于数字孪生的路径规划算法测试和优化平台。该平台通过构建反映现实世界的仿真环境,最大限度地减少了仿真与现实场景之间的差距,增强了路径规划的安全性和稳定性。该平台采用A*算法进行全局路径规划,采用定时弹性带法进行局部路径规划,采用bsamzier曲线进行优化,提高了路径的平滑性、可行性和安全性。此外,它还将车辆的物理特性(如速度、转向角度和驾驶模式)纳入参数优化过程,以确保模拟与现实环境之间的一致性。通过在仿真和物理环境中部署相同的路径规划算法进行了实验。结果表明,通过数字孪生平台优化的算法可以可靠地转移到现实场景中,提高了避障和整体路径规划的安全性。物理环境下规划的路径与仿真环境下的路径非常吻合,验证了数字孪生方法在路径规划测试和优化方面的有效性。该研究为自动驾驶道路规划的环境适应性、安全保障和工程部署提供了新的见解。
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Simulation Modelling Practice and Theory
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