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Non-destructive testing and intelligent evaluation of road structural conditions using GPR and FWD 基于探地雷达和FWD的道路结构状态无损检测与智能评价
IF 7.4 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2025-06-01 Epub Date: 2025-06-05 DOI: 10.1016/j.jtte.2023.09.006
Zhen Liu , Siqi Wang , Xingyu Gu , Qiao Dong
Aiming at the assessment of road structural conditions, a method of combining ground penetrating radar (GPR) and falling weight deflectometer (FWD) for assessing the pavement structural integrity and strength was proposed in this study. First, 3D GPR was performed to detect the thickness and internal distress of pavement structural layers using the canny edge detection and you only look once version eight (YOLOv8) detection algorithms. Results showed that the error of thickness extraction was approximately 3%, and the distress detection achieved a mean average precision (mAP) of 0.859 and an inference time of 11.43 ms with a GTX 1070 GPU. Then, the extracted thickness was used for the modulus (E) inversion of pavement structure layers based on FWD test data and regression analysis. Finally, the distress ratio inside pavement structures (DRIPS) was proposed as a structural integrity index. The relationship between E and DRIPS was revealed and showed a good correlation. The greater the DRIPS value, the worse the pavement structural integrity and strength. It provides a reference for the evaluation of road structural conditions. This strategy proved to be reliable for nondestructive testing and evaluation of road structures, which could improve the comprehensiveness and effectiveness for evaluating road structural conditions.
针对道路结构状况评估,提出了一种结合探地雷达(GPR)和落重偏转仪(FWD)的路面结构完整性和强度评估方法。首先,使用canny边缘检测进行3D探地雷达检测路面结构层的厚度和内部损伤,并且只需要查看一次版本8 (YOLOv8)检测算法。结果表明,在GTX 1070 GPU下,厚度提取的误差约为3%,遇险检测的平均精度(mAP)为0.859,推断时间为11.43 ms。然后,基于FWD试验数据和回归分析,将提取的厚度用于路面结构层模量(E)反演。最后,提出了路面结构内部破损率(DRIPS)作为结构完整性指标。揭示了E与DRIPS之间的关系,并显示出良好的相关性。DRIPS值越大,路面结构完整性和强度越差。为道路结构状况评价提供参考。实践证明,该方法用于道路结构无损检测与评价是可靠的,可以提高道路结构状况评价的全面性和有效性。
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引用次数: 0
A comprehensive review of the resilient behaviour of unbound granular pavement materials 对松散颗粒路面材料弹性行为的全面回顾
IF 7.4 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2025-06-01 Epub Date: 2025-06-04 DOI: 10.1016/j.jtte.2024.06.004
Ayesh Dushmantha, Shiran Jayakody, Yilin Gui, Chaminda Gallage
Flexible pavements rely heavily on unbound granular materials for their base and subbase layers, where their performance under repetitive loading is critical. This performance is gauged by two main parameters: resilient modulus and permanent deformation, which are influenced by both intrinsic material properties such as gradation, moisture content, and density and external factors such as applied stress and load repetitions. Over time, variations in these elements can lead to diminished strength and increased non-recoverable strain, highlighting the necessity for routine evaluation of the pavement’s resilient behavior to maintain its longevity and durability. Given the practical difficulties of frequent field testing, computational models have emerged as vital tools for simulating the resilient modulus and predicting plastic strain, incorporating diverse influencing factors, and calibrated with lab and in-situ data. This paper delves into the properties affecting the resilient behavior of unbound granular pavement materials, emphasizing that stress level and moisture content significantly impact the resilient modulus, while load cycles and stress level notably influence permanent deformation. Central to this study is the exploration of the integrated effect of these factors on resilient behavior. Additionally, it evaluates the current landscape of computational modeling, showcasing the capabilities of the most used models for predicting these parameters through comparative analysis of existing literature. It suggests that to enhance pavement reliability and durability, models must evolve to include predictions on density and gradation for future improvement. This study further identifies key causes of pavement deterioration, helping develop targeted rehabilitation strategies and select accurate models for predicting resilience, ensuring robust pavement design. Furthermore, this review advances the field by merging new insights on the resilience of unbound granular materials with a critical evaluation of computational models. It introduces fresh perspectives and trends, bridging gaps in earlier reviews and paving the way for future research in pavement engineering.
柔性路面的基层和亚基层严重依赖于未粘结的颗粒材料,在重复载荷下的性能至关重要。该性能由两个主要参数来衡量:弹性模量和永久变形,这两个参数受材料的固有特性(如级配、含水率和密度)和外部因素(如施加应力和负载重复)的影响。随着时间的推移,这些因素的变化会导致强度下降和不可恢复应变的增加,因此需要对路面的弹性行为进行常规评估,以保持其寿命和耐久性。考虑到频繁的现场测试的实际困难,计算模型已经成为模拟弹性模量和预测塑性应变的重要工具,包括各种影响因素,并通过实验室和现场数据进行校准。本文深入研究了影响散体颗粒路面材料回弹性能的特性,强调应力水平和含水率对回弹模量有显著影响,而荷载循环次数和应力水平对永久变形有显著影响。本研究的核心是探索这些因素对弹性行为的综合影响。此外,它还评估了计算建模的当前前景,通过对现有文献的比较分析,展示了最常用模型预测这些参数的能力。这表明,为了提高路面的可靠性和耐久性,模型必须不断发展,以包括对未来改善的密度和等级的预测。这项研究进一步确定了路面退化的主要原因,有助于制定有针对性的修复策略,并选择准确的模型来预测复原力,确保路面设计的稳健。此外,这篇综述通过合并对未结合颗粒材料的弹性的新见解和对计算模型的关键评估来推进该领域。它介绍了新的观点和趋势,弥合了早期评论的差距,并为路面工程的未来研究铺平了道路。
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引用次数: 0
Traffic prediction in time series, spatialtemporal, and OD data: A systematic survey 交通预测在时间序列,时空和OD数据:一个系统的调查
IF 7.4 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2025-06-01 Epub Date: 2025-06-05 DOI: 10.1016/j.jtte.2025.03.001
Kai Du , Xingping Guo , Letian Li , Jingni Song , Qingqing Shi , Mengyao Hu , Jianwu Fang
The burgeoning field of intelligent transportation systems (ITS) has been pivotal in addressing contemporary traffic challenges, significantly benefiting from the evolution of computational capabilities and sensor technologies. This surge in technical advancement has paved the way for extensive reliance on deep-learning methodologies to exploit large-scale traffc data. Such efforts are directed toward decoding the intricate spatiotemporal dynamics inherent in traffc prediction. This study delves into the realm of traffc prediction, encompassing time series, spatiotemporal, and origin-destination (OD) predictions, to dissect the nuances among various predictive methodologies. Through a meticulous examination, this paper highlights the efficacy of spatiotemporal coupling techniques in enhancing prediction accuracy. Furthermore, it scrutinizes the existing challenges and delineates open and new questions within the traffc prediction domain, thereby charting out prospective avenues for future research endeavors.
智能交通系统(ITS)这一新兴领域在解决当代交通挑战方面发挥了关键作用,它极大地受益于计算能力和传感器技术的发展。这种技术进步的激增为广泛依赖深度学习方法来利用大规模交通数据铺平了道路。这些努力的目的是解码交通预测中固有的复杂时空动态。本研究深入探讨交通预测领域,包括时间序列、时空和始发目的地(OD)预测,剖析各种预测方法之间的细微差别。通过细致的研究,本文强调了时空耦合技术在提高预测精度方面的有效性。此外,它仔细审查了现有的挑战,并描绘了交通预测领域内的开放和新的问题,从而为未来的研究工作绘制出了前瞻性的途径。
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引用次数: 0
A scientometric review of research on built environment influence on public transportation demand 建筑环境对公共交通需求影响的科学计量学研究综述
IF 7.4 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2025-06-01 Epub Date: 2025-06-04 DOI: 10.1016/j.jtte.2024.01.003
Yuji Shi, Zan Zhang, Zhuofan Yan
There is a rich amount of reviews offer valuable references on the topic of exploring relationship between built environment and public transportation demand, but they often focus on certain perspectives and none of them provide a comprehensive and quantitative overview on available publications. To fill this gap, this study employed bibliometric analysis to develop a comprehensive review of relevant literature retrieved from the WOS core collection database from 2001 to 2022, aiming to identify the evolutionary trends and hot topics at global level, including historical and geographical trends, leading journals and institutions, keyword characteristics, citation network analysis and content analysis. The output results show that there is an increasing geographic spread along with the growth spurt of research publications on the topic of built environment influence on public transportation demand. According to results output from the keywords’ distribution and citation network analysis, hot topics of available studies as well as future research directions were identified based on their research objects, built environment measurement, and applied models. It is hoped that the output results will help researchers gain a deeper understanding of the development of research in this area, and help urban planning decision makers determine the most effective decisions and the most appropriate practices.
在探索建筑环境与公共交通需求之间的关系这一主题上,有大量的综述提供了有价值的参考,但它们往往侧重于某些角度,没有一篇综述对现有出版物进行全面和定量的概述。为了填补这一空白,本研究采用文献计量学分析方法,对WOS核心馆藏数据库2001 - 2022年的相关文献进行了综合分析,旨在从历史和地理趋势、主要期刊和机构、关键词特征、引文网络分析和内容分析等方面,识别全球范围内的演变趋势和热点问题。输出结果表明,随着建筑环境对公共交通需求影响这一主题的研究出版物的激增,地理分布也在不断扩大。根据关键词分布和引文网络分析输出的结果,根据研究对象、建筑环境测量和应用模型,确定了现有研究的热点和未来的研究方向。希望输出结果能够帮助研究者更深入地了解这一领域的研究进展,并帮助城市规划决策者确定最有效的决策和最合适的实践。
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引用次数: 0
Machine detectability of road markings analysed with classical image processing techniques towards demand-oriented road operations for automated vehicles 用经典图像处理技术分析道路标记的机器可检测性,以满足自动驾驶车辆的道路操作需求
IF 7.4 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2025-06-01 Epub Date: 2025-06-04 DOI: 10.1016/j.jtte.2024.11.003
Stefan Biermeier , Dirk Kemper , Tomasz E. Burghardt , Alvaro Garcia-Hernandez
This paper investigates the machine detectability (MD) of road markings under various environmental conditions, crucial for the definition of operational design domains (ODD) of automated driving systems as well as the assessment of operational domains (OD). By analysing the correlation between MD parameters, specifically contrast, gradient, and edge detectability, and common photometric properties of road markings currently used for maintenance management (retroreflectivity and daytime visibility), the paper aims to bridge the gap in current road marking detectability research and OD assessment. The methodology encompassed a detailed examination of road markings on a motorway under different lighting and weather conditions, employing both camera and LiDAR sensors for data collection. The findings reveal that the retroreflectivity is a consistent predictor for MD in camera images during nighttime and for LiDAR contrast in dry and moist conditions, whereas the daytime visibility fails to reliably predict MD in daytime conditions. Moreover, the study introduces a multi-parameter approach that transcends sole contrast analysis as well as the usage of off-the-shelf machine vision systems, proposing a new set of MD parameters for a broader and transparent evaluation of road marking detectability. This comprehensive assessment highlights the need for quality standards for road markings that would accommodate varying environmental impacts on MD of road markings. Ultimately, this research provides valuable insights and recommendations on research approaches to find demand-oriented minimum standards for MD of road markings, enabling comprehensive OD assessments, and facilitating safer navigation for automated vehicles.
本文研究了各种环境条件下道路标记的机器可检测性(MD),这对于自动驾驶系统的操作设计域(ODD)的定义以及操作域(OD)的评估至关重要。通过分析MD参数(特别是对比度、梯度和边缘可检测性)与目前用于养护管理的道路标线的常见光度特性(反射率和日间能见度)之间的相关性,本文旨在弥补当前道路标线可检测性研究和OD评估之间的差距。该方法包括在不同照明和天气条件下对高速公路上的道路标记进行详细检查,并使用摄像头和激光雷达传感器收集数据。研究结果表明,反射率是夜间相机图像中MD和干燥和潮湿条件下LiDAR对比度的一致预测因子,而白天能见度不能可靠地预测白天条件下的MD。此外,该研究引入了一种超越单一对比分析和现有机器视觉系统使用的多参数方法,提出了一套新的MD参数,用于更广泛和透明的道路标记可检测性评估。这项全面的评估强调需要制定道路标记的质量标准,以适应不同的环境对道路标记MD的影响。最终,本研究提供了有价值的见解和建议的研究方法,以找到以需求为导向的道路标记MD最低标准,实现全面的OD评估,并促进自动驾驶车辆更安全的导航。
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引用次数: 0
Assessing the factors associated with pedestrian injury in motorcycle-pedestrian crashes in Ghana 评估加纳摩托车-行人碰撞事故中行人受伤的相关因素
IF 7.4 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2025-04-01 Epub Date: 2025-04-02 DOI: 10.1016/j.jtte.2023.12.002
Emmanuel Kofi Adanu , Robert Ambunda , William Agyemang , Moses Tefe , Steven Jones
In road safety analysis, motorcyclists and pedestrians constitute the most vulnerable road user groups. However, in the interaction between motorcycles and pedestrians, pedestrians tend to be at a greater risk of injury and death. In safety literature, much research has been dedicated to the study of motor vehicle-motorcycle and motor vehicle-pedestrian crashes, and very little research has been done on motorcycle-pedestrian crashes. This study contributes to efforts to fill in the gap in this important safety area from the perspective of a rapidly developing middle-income country, Ghana, where the growth in motorcycle activities has been exponential over the past few years. To achieve this, motorcycle-pedestrian crash data for Ghana from 2015 to 2019 were obtained from the Ghana National Road Traffic Accident database at the Building and Road Research Institute (BRRI) of the Council for Scientific and Industrial Research (CSIR). After cleaning, a total of 2655 motorcycle-pedestrian crash observations were available for analysis and model estimation. The distribution of crashes by severity shows that 16.69% were fatal, 53.10% were incapacitating injuries, and 30.21% were minor injury crashes. The study adopted the random parameters logit with heterogeneity in means and variances approach to develop an injury severity model to understand how various crash factors influence pedestrian injury outcomes. The model estimation results reveal that pedestrians who were struck while crossing the road were more likely to be killed or seriously injured. The likelihood of fatal injury was found to be high at night and when the motorcyclists bolt after hitting a pedestrian. Speeding was also found to be associated with fatal injury outcome. This study is expected to stimulate conversations in the road safety community to pay attention to this silent safety concern. Ultimately, the findings of the study provide data-driven evidence to support countermeasure development and implementation, using the safe systems approach.
在道路安全分析中,摩托车手和行人是最脆弱的道路使用者群体。然而,在摩托车与行人的相互作用中,行人往往处于更大的受伤和死亡风险中。在安全文献中,很多研究都致力于机动车-摩托车和机动车-行人碰撞的研究,而对摩托车-行人碰撞的研究却很少。从快速发展的中等收入国家加纳的角度来看,本研究有助于填补这一重要安全领域的空白,加纳的摩托车活动在过去几年中呈指数级增长。为了实现这一目标,从加纳科学和工业研究委员会(CSIR)建筑和道路研究所(BRRI)的加纳国家道路交通事故数据库中获得了2015年至2019年加纳摩托车-行人碰撞数据。清理后,共有2655个摩托车-行人碰撞观测数据可供分析和模型估计。事故严重程度的分布表明,致死性事故占16.69%,致失能性事故占53.10%,轻伤事故占30.21%。本研究采用均值异质性和方差异质性随机参数logit方法建立损伤严重程度模型,了解不同碰撞因素对行人损伤结局的影响。模型估计结果表明,行人在过马路时被撞死亡或重伤的可能性更大。研究发现,在夜间以及摩托车手在撞到行人后逃跑时,造成致命伤害的可能性很高。超速也被发现与致命伤害的结果有关。本研究希望能激发道路安全界的对话,关注这一无声的安全问题。最终,研究结果提供了数据驱动的证据,以支持使用安全系统方法制定和实施对策。
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引用次数: 0
Study on performance and microscopic mechanism of hydrogen peroxide treated waste crumb rubber modified asphalt 双氧水处理废橡胶屑改性沥青的性能及微观机理研究
IF 7.4 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2025-04-01 Epub Date: 2025-04-02 DOI: 10.1016/j.jtte.2023.03.004
Xinjun Feng, Hao Fu, Zijian Dai, Wang Li
The application of waste crumb rubber to modified asphalt can not only improve pavement performance, but also make full use of renewable resources, which is of great significance to environmental protection. However, the waste crumb rubber modified asphalt has some disadvantages such as poor storage stability, high viscosity and high construction temperature requirement, which restricts the application of crumb rubber modified asphalt in road engineering. In order to improve the storage stability and construction workability of waste crumb rubber modified asphalt, in this paper hydrogen peroxide is adopted for the surface oxidation treatment of waste crumb rubber, to prepare five kinds of hydrogen peroxide treated waste crumb rubber modified asphalt with waste crumb rubber dosage of 15%, 20%, 25%, 30%, and 35% (wt%). The pavement performance was studied by conventional performance tests and rheological properties tests. Then, the microscopic mechanism was studied by scanning electron microscopy, infrared spectroscopy and thermogravimetric analysis. The results show that the waste crumb rubber becomes fluffy and has a richer pore structure on the surface after hydrogen peroxide treatment, which makes it easier for the light components in the asphalt to penetrate into the waste crumb rubber, and thus promotes its dissolution in asphalt, thereby improving the storage stability, construction workability, and low temperature performance of waste crumb rubber modified asphalt, but reduces the high temperature and elastic properties. At the same time, the surface polarity of activated waste crumb rubber is enhanced, and esterification reaction occurs with carboxyl groups, sulfoxides and acid anhydrides in asphalt, which effectively increases the interface bonding between asphalt and the waste crumb rubber, and further improves the storage stability, construction workability and low temperature performance of the waste crumb rubber modified asphalt. The optimum dosage of waste crumb rubber modified asphalt treated with hydrogen peroxide is 30%.
将废橡胶屑应用于改性沥青中,不仅可以提高路面性能,而且可以充分利用可再生资源,对环境保护具有重要意义。然而,废橡胶屑改性沥青存在储存稳定性差、粘度高、施工温度要求高等缺点,制约了橡胶屑改性沥青在道路工程中的应用。为了提高废橡胶屑改性沥青的贮存稳定性和施工和易性,本文采用双氧水对废橡胶屑进行表面氧化处理,制备了废橡胶屑用量分别为15%、20%、25%、30%、35% (wt%)的五种双氧水处理废橡胶屑改性沥青。通过常规性能试验和流变性能试验对其路面性能进行了研究。然后通过扫描电镜、红外光谱和热重分析对其微观机理进行了研究。结果表明:双氧水处理后的废橡胶屑变得蓬松,表面孔隙结构更丰富,使沥青中的轻组分更容易渗透到废橡胶屑中,从而促进其在沥青中的溶解,从而提高废橡胶屑改性沥青的储存稳定性、施工和易性和低温性能,但降低了其高温和弹性性能。同时,活化废橡胶屑的表面极性增强,与沥青中的羧基、亚砜、酸酐发生酯化反应,有效增加了沥青与废橡胶屑的界面键合,进一步提高了废橡胶屑改性沥青的储存稳定性、施工和易性和低温性能。双氧水处理废橡胶屑改性沥青的最佳投加量为30%。
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引用次数: 0
CAV-generated mobility data modeling mechanism for adaptive signal control 自适应信号控制的自动驾驶汽车生成的移动数据建模机制
IF 7.4 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2025-04-01 Epub Date: 2025-04-04 DOI: 10.1016/j.jtte.2023.11.008
Wei Lin , Heng Wei , Lan Yang , Xiangmo Zhao
The effectiveness of adaptive traffic signal control highly relies on accurate and accountable identification of dynamic arrival turning movement demand on approaches and other traffic flow parameters measuring traffic states. Emerging connected vehicle (CV) and/or autonomous vehicle (AV)-generated mobility data can be potentially used as a new data source in support of the adaptive signal control. In the long-run, the CV/AV-generated data source could gradually substitute traditional inductive loop data as the maturity levels of the relevant data process techniques are progressively increasing. However, use of the CV/AV-generated data is still yet mature due to lack of the data process mechanism and models to integrate the data into the adaptive traffic signal control system. It is hence an imperative need to develop the mechanism for processing the CV/AV-generated data source in order to facilitate improving the efficiency of the adaptive traffic signal control schemes. This paper presents a developed methodological framework along with associated data models which can be used to configure an intelligent CV/AV data fusion in support of adaptive signal control operations. A proof-of-concept study has been conducted to test the developed models via comparison of the CV/AV-data-driven scenario and the traditional-detection-data-supported scenarios. The paper presents the modeling framework along with performance analysis of the testing study, which demonstrates positive outcomes in terms of reduced queue length and throughput, as well as benefit-cost ratios.
自适应交通信号控制的有效性在很大程度上依赖于对动态到达、转向、路径、运动需求和其他交通流参数的准确、可靠的识别。新兴的互联汽车(CV)和/或自动驾驶汽车(AV)产生的移动数据可能被用作支持自适应信号控制的新数据源。从长期来看,随着相关数据处理技术的成熟度逐步提高,CV/ av生成的数据源可以逐步取代传统的电感回路数据。然而,由于缺乏将这些数据整合到自适应交通信号控制系统中的数据处理机制和模型,CV/ av生成的数据的使用还不成熟。因此,为了提高自适应交通信号控制方案的效率,迫切需要开发对自动驾驶汽车/自动驾驶汽车生成的数据源进行处理的机制。本文提出了一种开发的方法框架以及相关的数据模型,可用于配置智能CV/AV数据融合,以支持自适应信号控制操作。通过比较CV/ av数据驱动的场景和传统的检测数据支持的场景,进行了一项概念验证研究,以测试开发的模型。本文介绍了建模框架以及测试研究的性能分析,它在减少队列长度和吞吐量以及效益-成本比方面展示了积极的结果。
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引用次数: 0
Development and application of metallic dampers in bridge engineering: A review 金属阻尼器在桥梁工程中的发展与应用综述
IF 7.4 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2025-04-01 Epub Date: 2025-04-02 DOI: 10.1016/j.jtte.2024.12.002
Wenxi Wang , Sheng Chen , Bei Chen , Guokun Liu , Xugang Hua , Zhengqing Chen
Bridges may suffer from large-amplitude vibrations due to strong winds, earthquakes, human-induced loads, and vehicle-induced dynamic loads. Metallic dampers employed the energy dissipation from the hysteretic behavior of metal materials are among the most effective methods to mitigate bridge vibrations. This paper reviews the development and application of metallic-yielding dampers for the vibration control of bridges. Various theoretical models for metallic damper analyses are reviewed. Different yielding mechanisms and manufacturing materials of metallic dampers are discussed. Finally, the recent progress and application of bridge engineering are summarized. It can be concluded that each section of the torsion-type metallic damper exhibits a uniform stress state and undergoes plastic deformation simultaneously. Therefore, the damper has a strong energy dissipation capacity. Additionally, self-centering metallic dampers can automatically recover to their initial position after suffering an earthquake. Combined metallic dampers can take advantage of different types of dampers, thereby enhancing damping performance. Finally, these dampers will significantly enhance the seismic performance and overall safety of bridge structures. Future research will likely focus on hybrid systems that combine metallic dampers with other energy consumption mechanisms to further improve adaptability and energy dissipation, advancing the resilience and safety of bridge structures.
由于强风、地震、人为载荷和车辆动力载荷,桥梁可能遭受振幅较大的振动。金属阻尼器利用金属材料滞回特性的能量耗散是缓解桥梁振动的最有效方法之一。本文综述了金属屈服阻尼器在桥梁振动控制中的发展和应用。综述了金属阻尼器分析的各种理论模型。讨论了金属阻尼器的不同屈服机理和制造材料。最后总结了近年来桥梁工程的进展和应用。结果表明,扭转型金属阻尼器各截面均处于均匀应力状态,同时发生塑性变形。因此,阻尼器具有较强的耗能能力。此外,自定心金属阻尼器可以在遭受地震后自动恢复到初始位置。组合金属阻尼器可以利用不同类型的阻尼器,从而提高阻尼性能。最后,这些阻尼器将显著提高桥梁结构的抗震性能和整体安全性。未来的研究可能会集中在将金属阻尼器与其他耗能机制相结合的混合系统上,以进一步提高桥梁结构的适应性和耗能能力,提高桥梁结构的弹性和安全性。
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引用次数: 0
A VNS-NPGA approach to multi-objective optimization of hub-and-spoke logistics network 轮辐物流网络多目标优化的VNS-NPGA方法
IF 7.4 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2025-04-01 Epub Date: 2025-04-03 DOI: 10.1016/j.jtte.2023.07.014
Changxi Ma , Chuwei Shi , Yun Yang , Yongpeng Zhao , Zhuye Xu , Bo Du
To realize low-cost freight transport in the logistics network and improve the network operation efficiency, a multi-objective optimization model and the corresponding algorithm for a hub-and-spoke logistics network are proposed based on the multi-level location of hub points and channels layout. By considering the structure of the multi-level hub-and-spoke logistics network and the features of the connectivity between the hub and spoke points, the multi-objective optimization model is constructed with two objectives of minimizing the total network operation costs and the total network service time. By considering the characteristics of decision variables and models, a variable neighborhood search (VNS)-niched Pareto genetic algorithm (NPGA) approach with a three-stage encoding structure chromosome is proposed, where the VNS algorithm nested in NPGA is used for individual variable neighborhood search to optimize individual channel level genes, and NPGA is adopted to solve the multi-objective optimization model. To evaluate the performance of the proposed VNS-NPGA approach, a real-life case study based on a small-scale Australia Post data set was conducted, and 25 nodes of the Australia Post and 14 nodes of the Gansu Province 3-level hub-and-spoke logistics networks were established, respectively. The analysis results indicated that the network structure of multi-level hub points could avoid the detour problem existing in the traditional hub-and-spoke network, and showed better applicability in the narrow geographical structure. Compared to the traditional multi-objective evolutionary algorithms, VNS-NPGA can obtain better solutions through the distributed optimization of channel levels, avoiding the problem that a single algorithm cannot effectively deal with coupling relationships in genes.
为实现物流网络中货物的低成本运输,提高网络运行效率,提出了基于枢纽点多层次定位和通道布局的枢纽辐状物流网络多目标优化模型和算法。考虑多层次轮辐物流网络的结构和轮辐点之间的连通性特点,构建了以网络总运行成本最小和网络总服务时间最小为目标的多目标优化模型。考虑决策变量和模型的特点,提出了一种具有三阶段编码结构染色体的可变邻域搜索-小生境帕累托遗传算法(NPGA)方法,利用嵌套在NPGA中的VNS算法进行个体变量邻域搜索,优化个体通道水平基因,并采用NPGA求解多目标优化模型。为了评估所提出的VNS-NPGA方法的性能,基于澳大利亚邮政的小规模数据集进行了现实案例研究,分别建立了澳大利亚邮政的25个节点和甘肃省三级枢纽辐条物流网络的14个节点。分析结果表明,多级枢纽点的网络结构可以避免传统轮辐网络存在的绕行问题,在狭窄的地理结构中具有更好的适用性。与传统的多目标进化算法相比,VNS-NPGA通过通道级别的分布式优化可以获得更好的解,避免了单一算法无法有效处理基因中耦合关系的问题。
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Journal of Traffic and Transportation Engineering-English Edition
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