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Validation, interpretation and use of railway track acceleration data 铁路轨道加速度数据的验证、解释和使用
Q1 Engineering Pub Date : 2025-05-28 DOI: 10.1016/j.treng.2025.100353
William Powrie , David Milne , Geoff Watson , Ben Lee , Louis Le Pen
It has for many years been relatively straightforward to attach an accelerometer to a railway track and obtain data of track accelerations as trains pass. However, not all devices are suitable and there are a number of potential pitfalls in processing and interpreting the signal. The Paper discusses these, starting with issues associated with the measurement itself including the frequency of sampling, filtering and noise. Aspects of interpretation and use of train signature data are then considered. Areas of current debate and disagreement are highlighted, and some degree of resolution proposed, with reference to original and published data. This resolution, and new data on the performance of a complex set of switches and crossings, are the significant contributions to current knowledge.
多年来,在铁路轨道上安装一个加速度计,并在火车通过时获取轨道加速度数据,一直是相对简单的方法。然而,并非所有的设备都适用,并且在处理和解释信号时存在许多潜在的陷阱。本文讨论了这些问题,从与测量本身相关的问题开始,包括采样频率、滤波和噪声。然后考虑列车特征数据的解释和使用方面。强调了当前辩论和分歧的领域,并根据原始和已发表的数据提出了某种程度的解决方案。这一决议,以及关于一组复杂开关和交叉性能的新数据,是对当前知识的重大贡献。
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引用次数: 0
Unveiling pedestrian injury severity risk factors: A comparative analysis of machine learning and deep learning methods 揭示行人伤害严重程度风险因素:机器学习和深度学习方法的比较分析
Q1 Engineering Pub Date : 2025-05-25 DOI: 10.1016/j.treng.2025.100352
Zia Ur Rehman , Jiang Chaozhe , Arshad Jamal , Yahya Almarhabi , Chenzhu Wang , Edris Alam , Md Kamrul Islam
Pedestrian safety poses a pressing public health concern globally, accounting for a significant proportion of traffic-related injuries. Understanding the risk factors in vehicle crashes involving pedestrians is vital to developing and implementing effective countermeasures and policies. Existing studies have mainly focused on identifying pedestrians’ risk predictors through conventional statistical and machine learning models. Despite the growing importance of these models in traffic safety, the consistency of risk factors among machine learning and deep learning approaches has been scarcely explored. This study fills a research gap by modeling pedestrian traffic collisions through systematic machine and deep learning frameworks and comparing the consistency of severity risk factors between both methods. Pedestrian crash data from Rawalpindi, Pakistan, are used to develop two machine learning models (Random Forest and Gradient-Boosted Trees) and a Deep Neural Network (DNN) model. Further, a comprehensive analysis of vehicle-hit pedestrian crashes is conducted using the Shapley Additive exPlanations (SHAP) analytics. Modeling results revealed that the DNN model outperformed other models, achieving a prediction accuracy of 93.51 %. Analysis for critical risk factors using the Random Forest model indicates that variables such as season of the year, weather types, and crash characteristics (such as overspeeding, distractions, and vehicle-pedestrian collision types), time of the crash are consistent with those obtained from DNN model. These consistent results highlight the ability of machine learning and deep learning models to provide interpretable insights that can direct the development of affordable and effective safety measures to enhance pedestrian safety
行人安全是全球一个紧迫的公共卫生问题,在交通相关伤害中占很大比例。了解涉及行人的车辆碰撞的风险因素对于制定和实施有效的对策和政策至关重要。现有的研究主要集中在通过传统的统计和机器学习模型识别行人的风险预测因子。尽管这些模型在交通安全中的重要性越来越大,但机器学习和深度学习方法之间风险因素的一致性却很少被探讨。本研究通过系统的机器学习和深度学习框架对行人交通碰撞进行建模,并比较两种方法之间严重风险因素的一致性,填补了研究空白。来自巴基斯坦拉瓦尔品第的行人碰撞数据被用于开发两个机器学习模型(随机森林和梯度增强树)和一个深度神经网络(DNN)模型。此外,使用Shapley加性解释(SHAP)分析对车辆撞击行人的碰撞进行了全面分析。建模结果表明,DNN模型优于其他模型,预测准确率达到93.51%。使用随机森林模型对关键风险因素进行分析表明,一年中的季节、天气类型、碰撞特征(如超速、分心和车辆与行人碰撞类型)、碰撞时间等变量与DNN模型获得的结果一致。这些一致的结果突出了机器学习和深度学习模型提供可解释的见解的能力,这些见解可以指导开发负担得起的有效安全措施,以提高行人安全
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引用次数: 0
Contributing to synchromodality through the implementation of a federated data space in Inland Waterway Transport 通过在内河运输中实施联合数据空间,促进同步性
Q1 Engineering Pub Date : 2025-05-22 DOI: 10.1016/j.treng.2025.100351
Juan Manuel Pulido , Ivan Cardenas , Valentin Carlan , Tom Bergmans , Thierry Vanelslander
Synchromodality aims to enhance freight transport efficiency by the synchronization of intermodal transport elements achieved through accurate, timely, and transparent information exchange, enabling real-time decision-making. Despite advancements in information technology and due to trust issues, data often remains siloed, which hinders synchromodality performance and operational targets. Federated data spaces offer a solution by creating decentralized ecosystems that facilitate the leveraging of critical data. This paper explores the potential of data spaces in the context of synchromodality. Through a case study in inland waterway transport, we demonstrate the practical application of a decentralized, open-source approach, illustrating how data space technologies can enable synchromodal transport. Our findings from the use case indicate that integrating data space technological actors beyond traditional transport stakeholders is essential for successfully implementing synchromodality. These actors can resolve interoperability and data quality issues, enforce data usage policies, and provide applications within the data space to execute needed tasks and services. We conclude that the effectiveness of data space deployment depends on well-defined, robust data usage policies, permitting data exchange among participants under agreed-upon conditions. Lastly, we recommend further research on governance mechanisms, value propositions, and business models for data spaces within the context of synchromodality.
同步性旨在通过准确、及时和透明的信息交换实现多式联运要素的同步,从而实现实时决策,从而提高货物运输效率。尽管信息技术取得了进步,但由于信任问题,数据往往仍然是孤立的,这阻碍了同步性能和操作目标。联邦数据空间通过创建分散的生态系统提供了一种解决方案,可以促进关键数据的利用。本文探讨了数据空间在同步性背景下的潜力。通过对内河运输的案例研究,我们展示了分散、开源方法的实际应用,说明了数据空间技术如何实现同步式运输。我们在用例中的发现表明,整合数据空间技术参与者,超越传统的运输利益相关者,对于成功实现同时性至关重要。这些参与者可以解决互操作性和数据质量问题,执行数据使用策略,并在数据空间内提供应用程序来执行所需的任务和服务。我们的结论是,数据空间部署的有效性取决于定义良好、健壮的数据使用策略,允许参与者在商定的条件下交换数据。最后,我们建议在同步性背景下对数据空间的治理机制、价值主张和业务模型进行进一步研究。
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引用次数: 0
Dynamic mechanical characteristics and anti-thaw measures of warm frozen soil 暖性冻土动态力学特性及抗融措施
Q1 Engineering Pub Date : 2025-05-18 DOI: 10.1016/j.treng.2025.100346
Jiankun Liu , Zhaohui Sun , Yinghui Cui , Tianfei Hu , Bowen Tai
Permafrost is widely distributed across the Qinghai-Tibet Plateau, and under the influence of climate warming, low-temperature frozen soil is gradually degrading into warm frozen soil. The ratio of ice to unfrozen water in warm frozen soil is highly sensitive to temperature changes, resulting in significant instability in its mechanical properties. To ensure the long-term stability of structures overlying permafrost foundations, conducting research on the mechanical characteristics of warm frozen soil and proposing effective measures to mitigate thaw settlement are crucial. This paper presents the research progress of our team in the field of warm frozen soil dynamics. Using a dynamic triaxial apparatus for frozen soil and a self-developed dynamic direct shear apparatus, we investigated the behavior of warm frozen soil under different temperatures, revealing the influence of temperature on its dynamic stress-strain relationship and dynamic parameters. The development of frozen soil creep theory is reviewed, and advancements in frozen soil dynamics research are summarized and discussed. This paper proposes the use of solar refrigeration technology to protect permafrost, introducing a solar-powered compression refrigeration device and its working principles. The active cooling performance of the device was tested through model experiments and field trials. Additionally, the design and construction techniques of all-season cooling embankments are discussed, providing theoretical and technical support for the stability control of subgrade engineering in permafrost regions.
青藏高原多年冻土分布广泛,在气候变暖的影响下,低温冻土正逐步退化为暖性冻土。温冻土中冰与未冻水的比例对温度变化高度敏感,导致其力学性能显著不稳定。为了保证多年冻土基础上覆结构的长期稳定,研究暖冻土的力学特性并提出有效的减缓融化沉降措施至关重要。本文介绍了本课题组在暖冻土动力学领域的研究进展。利用冻土动力三轴仪和自行研制的动力直剪仪,研究了不同温度下暖冻土的动态特性,揭示了温度对其动态应力-应变关系和动态参数的影响。综述了冻土蠕变理论的发展,并对冻土动力学研究进展进行了总结和讨论。本文提出利用太阳能制冷技术保护冻土,介绍了一种太阳能压缩制冷装置及其工作原理。通过模型实验和现场试验对该装置的主动冷却性能进行了测试。此外,还讨论了全季节冷却路堤的设计和施工技术,为多年冻土区路基工程的稳定控制提供了理论和技术支持。
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引用次数: 0
Design, implementation and monitoring of a Demand Responsive Transport service for student leisure transfers: The case study of University of Trieste 学生休闲换乘需求响应交通服务的设计、实施和监控:以的里雅斯特大学为例
Q1 Engineering Pub Date : 2025-05-18 DOI: 10.1016/j.treng.2025.100345
Caterina Caramuta, Alessia Grosso, Giovanni Longo, Chiara Ricchetti, Lucia Rotaris
Given their high flexibility, Demand Responsive Transport (DRT) services have been increasingly implemented in recent years to address mobility challenges associated with environmental and social sustainability. Such transport solutions are particularly suited to satisfy the needs of specific customer categories and territories, and to serve peak-off periods. Efficiency in resource allocation and cooperation among the involved stakeholders represent crucial aspects to ensure the successful implementation of DRT services. To prove this, the study describes the results of the fruitful collaboration between the University of Trieste, Italy, and the local public transport operator in the design and implementation of a DRT service to accommodate the evening and night leisure transfers of university students. To this end, a questionnaire was administered to students in order to perform a demand analysis: notably, a discrete choice experiment was carried out to define the characteristics of the service in terms of city area served, booking time, fare and service timing. According to a logit model, the probability of students of choosing a certain service alternative was defined, suggesting the preferred service configuration. Consequently, a mobile application was developed to digitize the procedures of booking, tracing and paying bus transfers, other than monitoring the performances of the DRT service. Data collected during six months of service operation show promising results, having recorded a peak of 500 served students in one shift. A satisfactory survey revealed that the main service advantages perceived by users deal with an increase in economic convenience, transfer flexibility and personal security.
鉴于其高度的灵活性,需求响应交通(DRT)服务近年来越来越多地实施,以解决与环境和社会可持续性相关的交通挑战。这种运输解决方案特别适合满足特定客户类别和地区的需求,并服务于高峰时段。资源配置效率和相关利益攸关方之间的合作是确保DRT服务成功实施的关键方面。为了证明这一点,该研究描述了意大利的里雅斯特大学与当地公共交通运营商在DRT服务的设计和实施方面富有成效的合作结果,以适应大学生的傍晚和夜间休闲接送。为此,我们对学生进行了问卷调查,以进行需求分析:值得注意的是,我们进行了离散选择实验,从服务的城市区域、预订时间、票价和服务时间等方面定义了服务的特征。根据logit模型,定义学生选择某一服务方案的概率,给出首选服务配置。因此,开发了一个移动应用程序,将预订、跟踪和支付公交车换乘的程序数字化,而不是监控DRT服务的表现。在六个月的服务运行中收集的数据显示出良好的效果,在一个班次中服务的学生达到了500人的峰值。一项令人满意的调查显示,用户感受到的主要服务优势涉及经济便利性、转账灵活性和个人安全性的增加。
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引用次数: 0
Comparative study of Vibe 2-Zone and Multiple Vibe 2-Zone combustion models on combustion, performance, and emissions of a diesel engine Vibe 2-Zone和多个Vibe 2-Zone燃烧模型对柴油机燃烧、性能和排放的比较研究
Q1 Engineering Pub Date : 2025-05-16 DOI: 10.1016/j.treng.2025.100348
Long Hoang Duong , Son Hoang Do , Hieu Xuan Vo , Minh Quang Pham , Thang Viet Vu , Thong Duc Hong
This work evaluates the differences in combustion, performance, and emission characteristics between two combustion models of the Vibe 2-Zone and Multiple Vibe 2-Zone on a single cylinder diesel engine. The AVL Boost software was used to investigate the engine at its 85 % load with differences in the PRs, ignition timings, and combustion durations. The simulation results based on the two combustion models will be analyzed and compared to show their similarities and differences. The findings indicate that there is an insignificant difference between the two models in terms of power, torque, and brake-specific fuel consumption. The highest differences between the two models are 0.75, 2.48, and 2.48 % for power, torque, and brake specific fuel consumption, respectively. For peak cylinder temperature and pressure, the largest difference between the two models is 2.07 % and 15.47 %. The difference in emissions between the two models is quite significant, especially with NOx. The most considerable differences between the two models are 7.52 %, 11.34 %, and 42.67 % for CO, soot, and NOx, respectively. The study highlights that the Vibe 2-Zone combustion model is preferable for engine performance simulations due to its advantages, including reduced input parameter requirements and time efficiency. However, the Multiple Vibe 2-Zone combustion model is recommended for greater accuracy, particularly in emission predictions.
本研究评估了在单缸柴油发动机上,Vibe 2-Zone和多Vibe 2-Zone两种燃烧模式在燃烧、性能和排放特性方面的差异。使用AVL Boost软件来研究发动机在85%负荷下的pr、点火时间和燃烧持续时间的差异。对基于两种燃烧模型的模拟结果进行分析和比较,以显示它们的异同。研究结果表明,在功率、扭矩和制动油耗方面,两种车型之间的差异不显著。两款车型在动力、扭矩和制动油耗方面的最大差异分别为0.75、2.48%和2.48%。对于峰值气缸温度和压力,两种型号的最大差异分别为2.07%和15.47%。两款车型的排放差异相当显著,尤其是氮氧化物。两种模型中CO、烟尘和NOx的差异最大,分别为7.52%、11.34%和42.67%。该研究强调,Vibe 2-Zone燃烧模型更适合发动机性能模拟,因为它的优点包括减少了输入参数要求和时间效率。但是,推荐使用多重Vibe 2区燃烧模型,以获得更高的准确性,特别是在排放预测方面。
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引用次数: 0
Design and fabrication of a power system with a swinging cylinder: a hinged cylinder-piston layout of pendulum motion 具有摆动气缸的动力系统的设计与制造:摆摆运动的铰接气缸-活塞布局
Q1 Engineering Pub Date : 2025-05-16 DOI: 10.1016/j.treng.2025.100349
Hadi Taghavifar
A new arrangement of the engine is introduced where the cylinder revolves around the hinged structure to let the normal force be exerted on the connecting rod. It is proven that in this case, up to 26.3 % extra force can be obtained compared to a conventional design. In this design, constant maintenance such as lubrication, cooling due to intensive friction, and piston-cylinder sealing is reduced. When the cylinder is hinged, it runs more smoothly, and under the same 1 bar input pressure, the engine speed is 60 rpm more than that of an engine in the conventional configuration. This demonstrates the efficiency of the hinged-cylinder configuration. The consolidated connecting rod/piston assembly in a freely revolving cylindrical duct has a DOF = 2, showing the design's full practical potential. To prove the validity of the proposed power system, the multibody dynamic simulation of assembly is implemented in ADAMS, which again confirms higher force applied to the shaft (Fhinged ≈ 7.5 kN > Ffixed ≈ 1.28 kN).
介绍了一种新的发动机布置方式,气缸围绕铰接结构旋转,使法向力作用在连杆上。事实证明,在这种情况下,与传统设计相比,可以获得高达26.3%的额外力。在这种设计中,减少了润滑、剧烈摩擦引起的冷却和活塞-气缸密封等经常性维护。当气缸铰接时,运行更加平稳,在相同的1 bar输入压力下,发动机转速比传统配置的发动机多60转。这证明了铰链气缸结构的效率。在一个自由旋转的圆柱形管道中,整合的连杆/活塞组件的自由度为2,显示了该设计的全部实用潜力。为了证明所提出的动力系统的有效性,在ADAMS中对装配体进行了多体动力学仿真,再次证实了对轴施加较大的力(铰接≈7.5 kN >;固定≈1.28 kN)。
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引用次数: 0
Towards a sustainable urban mobility: comparing online and in-store shopping choices 迈向可持续的城市交通:比较网上和实体店的购物选择
Q1 Engineering Pub Date : 2025-05-16 DOI: 10.1016/j.treng.2025.100347
Francesco Piras , Gianfranco Fancello , Antonio Comi
In recent years, e-shopping has gained increasing popularity, with more people gradually shifting from traditional shopping channels to online platforms causing significant impacts on city sustainability due to small, frequent, sprawled, and failed deliveries. In fact, due to the necessity of using sometimes-inefficient delivery trips to deliver products to consumers (such as at their residences), this can have a substantial influence on freight traffic in metropolitan regions. Using data from interviews with 509 respondents carried out in Sardinia (Italy) in 2022, the current study investigates how end consumers’ choices between online and physical (in-store) shopping are related. In doing this, two different econometrics models for simulating online and in-store shopping were constructed: a multivariate ordered probit model to understand which covariates influence the propensity to purchase different kinds of products online and in-store; a binary probit model to identify who is more likely to reduce the number of trips due to e-shopping. From the descriptive statistical analysis, it emerged that a majority of individuals in the sample (62.3 %) reduced their number of physical shopping trips due to e-shopping (substitution effect). The multivariate ordered probit model shows that socio-demographic characteristics, land-use attributes, and psychological variables significantly influence shopping behavior. Specifically, the perception of online shopping accessibility and quality positively correlates with the likelihood of purchasing certain product categories online. Conversely, the perceived importance of touching products and in-store safety positively affects in-store shopping preferences. Additionally, positive correlation terms among online and in-store shopping tendencies for the same product categories suggest that consumers inclined to buy certain items online are also more likely to purchase them in-store. The binary probit model highlights substantial heterogeneity in the likelihood of reducing physical shopping trips. Individuals with more experience shopping online, higher perceptions of online quality, and lower importance placed on touching products are more likely to reduce in-store visits. From a policy perspective, this study emphasizes the need for urban planners and policymakers to integrate consumer shopping behavior into strategies aimed at managing urban mobility, logistics, and last-mile delivery systems.
近年来,电子购物越来越受欢迎,越来越多的人逐渐从传统的购物渠道转向网络平台,由于小,频繁,蔓延和失败的送货,对城市的可持续性产生了重大影响。事实上,由于必须使用有时效率低下的送货路线将产品送到消费者手中(例如在他们的住所),这可能对大都市地区的货运产生重大影响。利用2022年在撒丁岛(意大利)对509名受访者的采访数据,目前的研究调查了最终消费者在网上和实体(店内)购物之间的选择是如何相关的。在此过程中,我们构建了两个不同的计量经济学模型来模拟网上和店内购物:一个多变量有序概率模型,以了解哪些协变量影响在线和店内购买不同种类产品的倾向;一个二元概率模型来确定谁更有可能减少由于网上购物的旅行次数。从描述性统计分析中可以看出,样本中的大多数人(62.3%)由于电子购物(替代效应)减少了他们的实体购物次数。多元有序概率模型表明,社会人口特征、土地使用属性和心理变量对购物行为有显著影响。具体而言,在线购物的可及性和质量的感知与在线购买某些产品类别的可能性正相关。相反,触摸产品的感知重要性和店内安全正向影响店内购物偏好。此外,同一产品类别的在线和实体店购物倾向之间的正相关项表明,倾向于在线购买某些商品的消费者也更有可能在实体店购买这些商品。二元概率模型强调了减少实体购物旅行可能性的实质性异质性。网上购物经验丰富、对网上购物质量有更高认识、对触摸产品不太重视的个人更有可能减少店内访问。从政策角度来看,本研究强调城市规划者和政策制定者需要将消费者购物行为整合到旨在管理城市交通、物流和最后一英里交付系统的战略中。
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引用次数: 0
Analysis and modelling of DC fast-charging profiles of heterogeneous EVs 非均质电动汽车直流快速充电特性分析与建模
Q1 Engineering Pub Date : 2025-05-16 DOI: 10.1016/j.treng.2025.100350
Toni Simolin , Pertti Järventausta , Mario Paolone
Electric vehicles (EVs) fast-charging is a crucial enabler for the smooth electrification of the private mobility. In the available literature, studies related to fast-charging have been mainly focusing on the optimal sizing/placement and/or operation of the related infrastructure. However, little effort is made to develop methods to model the fast-charging process of EVs with heterogeneous characteristics and where no other information, like ambient temperature and EV specifications, are available. This paper aims to fill this gap by proposing a fast-charging profile model based on the analysis of real-world level 3 charging measurements available open source. The proposed model is compared to existing ones proposed in the literature. The proposed model yields an RMSE of 15.5 kW for charging power and 9.2 min for charging duration modelling, which are both more than 25 % lower than those of existing methods. Consequently, the proposed model can be used by planners and operators requiring the knowledge of accurate EV fast-charging profiles.
电动汽车快速充电是实现私人出行平稳电气化的关键。在现有文献中,与快速充电相关的研究主要集中在相关基础设施的最佳规模/位置和/或运行上。然而,在没有其他信息(如环境温度和电动汽车规格)可用的情况下,开发具有异构特性的电动汽车快速充电过程建模方法的努力很少。本文旨在填补这一空白,提出了一种基于现实世界3级充电测量的开源分析的快速充电轮廓模型。将所提出的模型与已有的文献模型进行了比较。该模型的充电功率RMSE为15.5 kW,充电时间RMSE为9.2 min,均比现有方法降低25%以上。因此,所提出的模型可用于需要准确了解电动汽车快速充电概况的规划者和运营商。
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引用次数: 0
Hybrid ML/FWI method using GPR data to evaluate the tack coat characteristics in pavements: Experimental validation 混合ML/FWI方法使用GPR数据评估路面粘性涂层特性:实验验证
Q1 Engineering Pub Date : 2025-05-14 DOI: 10.1016/j.treng.2025.100339
Grégory Andreoli , Amine Ihamouten , Franziska Schmidt , Mai Lan Nguyen , David Souriou , Xavier Dérobert
Time resolution is one of the limiting factors when using Ground Penetrating Radar (GPR) techniques to characterize thin layers in the subsurface, such as the tack coat in pavements. To evaluate this residual bituminous emulsion at the interface between the wearing course and the binder course, we have developed an inverse method based on a hybrid data processing approach that combines machine learning (ML) algorithms with Full-Waveform Inversion (FWI). Adding the dielectric permittivity of the wearing course (extracted via FWI) as a structural a priori input into the SVM/SVR models has demonstrated the strong potential of this methodology on synthetic time domain signals. This research, proposes extending such a methodology through experimental campaigns. To carry out this study, three distinct campaigns have been planned, namely on: Hot-Mix Asphalt (HMA)-controlled slabs manufactured in the laboratory; a controlled full-scale structure using the Gustave Eiffel University fatigue carousel (Nantes, France); and a new, yet-to-be-used, road in France. These experiments serve to validate the performance improvements of various classification and regression SVM/SVR algorithms when adding the dielectric permittivity of the wearing course. Herein will be compared the results of the global approach, without preprocessing raw time domain signals, with the developed hybrid model.
当使用探地雷达(GPR)技术来表征地下薄层(如路面中的粘性涂层)时,时间分辨率是限制因素之一。为了评估磨损层和粘结剂层之间界面的残留沥青乳液,我们开发了一种基于混合数据处理方法的反方法,该方法将机器学习(ML)算法与全波形反演(FWI)相结合。将磨损过程的介电常数(通过FWI提取)作为结构先验输入添加到支持向量机/支持向量机模型中,证明了该方法在合成时域信号上的强大潜力。本研究建议通过实验活动来扩展这种方法。为了进行这项研究,已经计划了三个不同的活动,即:在实验室制造的热混合沥青(HMA)控制板;采用古斯塔夫·埃菲尔大学疲劳旋转木马的可控全尺寸结构(法国南特);以及法国一条尚未使用的新公路。这些实验验证了加入磨损过程介电常数后,各种分类和回归SVM/SVR算法的性能改善。本文将比较未对原始时域信号进行预处理的全局方法与开发的混合模型的结果。
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引用次数: 0
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Transportation Engineering
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