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Regenerative Braking Energy Recovery From a Platoon Powered by a DC Electric Road System 由直流电力道路系统供电的车队的再生制动能量回收
IF 2.2 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-06-23 DOI: 10.1049/els2/8479155
Saleh A. Ali, Volker Pickert, Mansoureh Zangiabadi, Mohammed A. Alharbi, Handong Li

Electric road systems (ERSs) are anticipated to be major energy consumers. The energy efficiency of an ERS can be significantly improved by implementing the practice of driving electric vehicles (EVs) in closely spaced platoons. This driving configuration effectively reduces the drag coefficient of all vehicles within the platoon, resulting in a substantial decrease in the power demanded from the grid. Moreover, it enables the collective recuperation of regenerative energy from braking EVs rather than feeding the individual braking energy into each vehicle battery. Recuperating energy is well understood from trains. To safeguard the network from overvoltage, braking resistors are commonly utilised in conjunction with a nearby energy storage system (ESS) or feeding power upstream into the AC grid via bidirectional substations. This paper utilises Simulink to model an ERS featuring two EV platoons (EVPs), simulating power flow within the system and assessing various technologies for regenerative energy recuperation. A control technique for efficient management of regenerative energy is introduced and validated through experiments by using dedicated software designed for emulating regenerative braking energy in DC railway applications.

电动道路系统预计将成为主要的能源消耗者。通过将电动汽车排成一排行驶,可显著提高自动驾驶系统的能源效率。这种驱动配置有效地降低了车队内所有车辆的阻力系数,从而大大降低了对电网的电力需求。此外,它能够从制动电动汽车的再生能量的集体回收,而不是单独的制动能量馈送到每辆汽车的电池。从火车上回收能量是很好的理解。为了保护电网免受过电压的影响,制动电阻通常与附近的储能系统(ESS)结合使用,或者通过双向变电站向交流电网上游供电。本文利用Simulink对具有两个电动汽车排(evp)的ERS进行建模,模拟系统内的功率流并评估可再生能源回收的各种技术。介绍了一种有效管理再生能量的控制技术,并利用直流铁路制动再生能量仿真专用软件进行了实验验证。
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引用次数: 0
Electric Power Derivation From 25 kV AC Overhead Line Systems: A Solution for Electrified Railway Networks 25千伏交流架空线系统的电力引出:电气化铁路网的解决方案
IF 2.2 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-06-10 DOI: 10.1049/els2/3696402
Yljon Seferi, Robert D. Gardner, Brian G. Stewart

Decarbonizing rail transport in response to global warming is fundamental to achieving a net zero transportation system. Along with increased passenger mobility and network electrification initiatives, significant connectivity between the train and infrastructure is needed to underpin operational communications and safety, information exchange, and customer comfort. Track-to-train data connectivity solutions that are being proposed require a source of electrical power available at regular locations. This source of electricity is not always readily accessible along the railway track, even when the traction systems are powered by electricity. For low-power and low-voltage (LV) applications, deriving electric power from the overhead catenary system is costly, potentially bulky, complicated, or not even technically feasible with present conventional or innovative power derivation methods. This paper investigates the technical feasibility and applicability of the capacitive divider technology in electrified AC traction systems and proposes a power supply solution that could utilize the in situ 25 kV AC overhead line to supply low-power LV applications. A prototype has been developed, and the principles of deriving active power up to 47 W at 108 V have been demonstrated through laboratory experiments and simulations. The prototype has a relatively low complexity, does not require any auxiliary power supply circuitry, has relatively a lower cost compared to other solutions, and can be constructed rapidly due to the availability of off-the-shelf components. The proposed power supply solution has the potential to support data connectivity applications thus becoming an enabler of the information exchanged between train and infrastructure.

为应对全球变暖,使铁路运输脱碳是实现净零运输系统的基础。随着乘客机动性和网络电气化计划的增加,需要在列车和基础设施之间建立重要的连通性,以支持运营通信和安全、信息交换和客户舒适度。正在提出的轨道到列车的数据连接解决方案需要在常规地点提供电源。即使牵引系统是由电力驱动的,这种电力来源也并不总是沿着铁路轨道容易获得。对于低功率和低压(LV)应用,从架空悬链线系统获得电力是昂贵的,潜在的体积庞大,复杂的,甚至在现有的传统或创新的电力派生方法中技术上都不可行。探讨了电容分压器技术在电气化交流牵引系统中的技术可行性和适用性,提出了一种利用25千伏交流架空线就地供电的低功率低压供电方案。已经开发了一个原型,并通过实验室实验和模拟证明了在108v下产生高达47w有功功率的原理。该原型具有相对较低的复杂性,不需要任何辅助电源电路,与其他解决方案相比具有相对较低的成本,并且由于现成组件的可用性,可以快速构建。提出的电源解决方案具有支持数据连接应用的潜力,从而成为列车和基础设施之间信息交换的推动者。
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引用次数: 0
Modeling and Assessing Vulnerabilities of Aircraft Cyber–Physical Power Systems Based on Complex Network Theory 基于复杂网络理论的飞机信息物理动力系统脆弱性建模与评估
IF 2.2 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-06-10 DOI: 10.1049/els2/3785433
Chang Liu, Shuo Wang, Zhiyong Fan, Huixin Bai, Tianlei Zang

The concept of more electric aircraft (MEA) is a major trend in the aircraft industry. Compared to the conventional aircraft electrical power system (AEPS), the MEA–EPS has become more integrated and complex. The MEA–EPS demonstrates typical characteristics of a cyber–physical system (CPS) as a result of the implementation of intelligent management and information sensing techniques, thereby transforming into an aircraft cyber–physical power system (ACPPS). However, the improved architecture provides reliability while also introducing vulnerability. The methodologies used to evaluate the reliability of conventional aircraft EPS are not easily transferable to ACPPS. Therefore, it is essential to assess the vulnerability of MEA–EPS for stable operation and optimal system design. To identify the critical components and branches of MEA–EPS, this paper proposes an ACPPS framework and a modeling approach. Additionally, by applying complex network theory, the system is abstracted into an undirected network. The statistical properties of the network are examined from both structural and functional perspectives, revealing that the system exhibits a robust scale-free characteristic. Finally, four attack strategies are used to simulate random failures and malicious attacks. Simulation results indicate that the cyber-side is more fragile than the physical-side and several countermeasures are recommended to defend against attacks.

多电动飞机(MEA)的概念是飞机工业的一个主要趋势。与传统的飞机电力系统(AEPS)相比,MEA-EPS变得更加集成和复杂。MEA-EPS展示了网络物理系统(CPS)的典型特征,因为实施了智能管理和信息传感技术,从而转变为飞机网络物理动力系统(ACPPS)。然而,改进后的体系结构在提供可靠性的同时也引入了漏洞。用于评估常规飞机EPS可靠性的方法不容易转移到ACPPS。因此,评估MEA-EPS的脆弱性对系统的稳定运行和优化设计至关重要。为了识别MEA-EPS的关键组件和分支,本文提出了一个ACPPS框架和建模方法。另外,运用复杂网络理论,将系统抽象为无向网络。从结构和功能两方面考察了网络的统计特性,揭示了该系统具有鲁棒的无标度特性。最后,采用四种攻击策略模拟随机故障和恶意攻击。仿真结果表明,网络侧比物理侧更脆弱,并提出了几种防御攻击的对策。
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引用次数: 0
Smart and Secure Wireless Power Transfer for EVs: Exploring IoT, Edge Computing and Blockchain Solutions 智能安全的电动汽车无线电力传输:探索物联网、边缘计算和区块链解决方案
IF 2.2 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-04-19 DOI: 10.1049/els2/9926412
Gaurav Kumar, Suresh Mikkili, Praveen Kumar Bonthagorla

Wireless power transfer (WPT) has been developed as a transformative alternative to traditional plug-in charging for electric vehicles (EVs), offering significant developments in mobile charging. EVs are charged while moving on the roads. This review provides a comprehensive overview of various WPT technologies, including inductive power transfer (IPT), resonant inductive transfer, capacitive power transfer (CPT), microwave power transfer (MWPT) and laser power transfer (LPT), for both near-field and far-field applications. Different WPT topologies, such as series–series (SS), series–parallel (SP), parallel–parallel (PP), parallel–series (PS), LC-S, LC-P, S-SP and LC-LC, are analysed for their specific advantages in EV applications. Additionally, key standards for WPT, including SAE J2954, IEC 61980, ISO 19363, IEEE C95.1-2345 and TA-15, are providing a regulatory framework for safe and efficient implementation. The paper also explores the integration of artificial intelligence (AI) techniques like deep Q-network (DQN) and large language model (LLM) in the WPT system. Further, smart road technologies and cybersecurity measures in WPT systems, with a particular focus on issues such as data protection for cyberattacks, are discussed. The role of the Internet of Things (IoT) and edge computing in monitoring and controlling EVs for optimal charging is discussed. Furthermore, the application of blockchain technology in WPT is discussed. The advancements in coil design are also discussed. Finally, the challenges and limitations of WPT, such as energy transfer efficiency, misalignment of coils, electromagnetic interference (EMI), safety and security, are discussed.

无线电力传输技术(WPT)已成为电动汽车(ev)传统插电式充电的革命性替代方案,为移动充电提供了重大发展。电动汽车是在路上行驶时充电的。本文综述了各种WPT技术,包括感应功率传输(IPT)、谐振感应功率传输、电容功率传输(CPT)、微波功率传输(MWPT)和激光功率传输(LPT),用于近场和远场应用。分析了不同的WPT拓扑,如串联-串联(SS)、串联-并联(SP)、并联-并联(PP)、并联-串联(PS)、LC-S、LC-P、S-SP和LC-LC在电动汽车应用中的具体优势。此外,WPT的关键标准,包括SAE J2954、IEC 61980、ISO 19363、IEEE C95.1-2345和TA-15,为安全高效的实施提供了监管框架。本文还探讨了深度q -网络(DQN)和大语言模型(LLM)等人工智能(AI)技术在WPT系统中的集成。此外,还讨论了WPT系统中的智能道路技术和网络安全措施,特别关注网络攻击的数据保护等问题。讨论了物联网(IoT)和边缘计算在监测和控制电动汽车以实现最佳充电中的作用。讨论了区块链技术在WPT中的应用。讨论了线圈设计方面的进展。最后,讨论了WPT技术在能量传递效率、线圈错位、电磁干扰、安全性等方面的挑战和局限性。
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引用次数: 0
A Comprehensive Eco-Cooperative Driving, Considering a Suitable Energy Consumption Model in the Proximity of a Signalized Intersection 考虑合适能量消耗模型的综合生态协同驾驶
IF 2.2 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-03-31 DOI: 10.1049/els2/5574313
Ali Parsi, Teymoor Ghanbari, Ebrahim Farjah

Electric vehicles (EVs) are increasingly gaining popularity due to zero greenhouse gas emissions and some other privileges. However, limited battery capacity and drive range are known as the main obstacles to the widespread usage of EVs. Signalized intersections are among the bottleneck situations, in which the transportation systems are away from their optimal operation point. Eco-driving is an effective solution for dealing with idle stop-and-go issue before the signalized intersections, which is attainable thanks to the merits of advanced connected vehicle (ACV) technology. In this study, an eco-cooperative driving strategy is presented in proximity to the signalized intersections, considering driver comfort. First, Virginia Tech’s microscopic (VT-Micro) model is developed, taking into account road slope and regenerative braking energy. Then, using the model, all optimal acceleration and deceleration levels for uphill, flat, and downhill scenarios with consideration of driver comfort are determined. Finally, the effectiveness of the eco-cooperative driving strategy is examined.

由于零温室气体排放和其他一些特权,电动汽车越来越受欢迎。然而,有限的电池容量和行驶里程是阻碍电动汽车广泛使用的主要障碍。信号交叉口是交通系统远离其最佳运行点的瓶颈情形之一。由于先进互联汽车(ACV)技术的优点,生态驾驶是解决信号交叉口前停车走走问题的有效解决方案。在此研究中,考虑驾驶员舒适度,提出了一种靠近信号交叉口的生态合作驾驶策略。首先,建立了弗吉尼亚理工大学的微观(VT-Micro)模型,考虑了道路坡度和再生制动能量。然后,利用该模型,在考虑驾驶员舒适度的情况下,确定上坡、平坡和下坡三种场景下的所有最优加减速水平。最后,对生态协同驾驶策略的有效性进行了检验。
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引用次数: 0
Design and Hybrid Analytical Model for Interior Permanent Magnet Generator in an Electric Vehicle Auxiliary Power Unit Application 内置式永磁发电机在电动汽车辅助动力装置中的设计与混合分析模型
IF 2.2 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-03-27 DOI: 10.1049/els2/6472337
Mostafa Shabanpour, Fariba Farrokh, Vahid Zamani Faradonbeh, Abolfazl Vahedi, Pedram Asef

This study discusses a brushless permanent magnet (PM) generator. A high-efficiency interior PM (IPM) generator has been designed. It is suggested to use a three-phase, 12-/10-pole generator for the auxiliary power unit application. In this regard, to compute the components of the flux density distribution in the air gap of an IPM generator, a hybrid analytical model is employed. The unique aspects of this work include the development of a 2-dimensional (2-D) analytical method to determine the air gap magnetic flux density in the IPM generator, as well as the first-ever replacement of the stator slot with surface currents without the need for a repetitive loop. The rotor body bore receives 1-dimensional (1-D) analytical IPMs first transferred using the magnetic equivalent circuit (MEC) model. After that, the 2-D analysis is modified to take the stator slot’s impacts into account by adding virtual surface currents (VSCs). Using boundary conditions and the Laplace/Poisson equations, the radial and tangential flux components of the flux density distribution in the air gap IPM generator were computed. The suggested method and the acquired findings have been validated by the finite element method (FEM), analytical model, and experimental results, indicating that the IPM generator is a promising option for electric vehicle (EV) auxiliary power unit applications.

本文研究了一种无刷永磁发电机。设计了一种高效的室内PM (IPM)发生器。建议采用三相12 /10极发电机作为辅助动力装置。为此,采用混合解析模型计算了IPM发生器气隙内磁通密度分布的分量。这项工作的独特之处在于开发了一种二维(2-D)分析方法来确定IPM发电机中的气隙磁通密度,以及首次用表面电流替换定子槽,而无需重复回路。转子体孔接收一维(1-D)分析ipm,首先使用磁等效电路(MEC)模型传递。然后,通过添加虚拟表面电流(VSCs)对二维分析进行修改,以考虑定子槽的影响。利用边界条件和Laplace/Poisson方程,计算了气隙IPM发生器内磁通密度分布的径向和切向磁通分量。通过有限元法、分析模型和实验结果验证了所提出的方法和所得结果,表明IPM发电机是电动汽车辅助动力装置的一种有前途的选择。
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引用次数: 0
A Review of Certification Compliance Assessment for Nonresettable Protection Devices in eVTOL Applications eVTOL应用中不可复位保护装置认证符合性评估综述
IF 2.2 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-03-17 DOI: 10.1049/els2/7218316
Shadan Altouq, Chung M. Fong, Patrick J. Norman, Graeme M. Burt

The introduction of electrical vertical take-off and landing (eVTOL) aircraft enables a greener, quieter, and faster method of aerial transportation method than helicopters. Key electrical power technologies are also being developed to enable the realization of these new aircraft types. The Pyrofuse protection device is a nonresettable protection device (NRPD) that offers desirable features for use within small electric aircraft applications. The components used in the Pyrofuse are also currently available at the intended power levels and at low cost. However, the nonresettable aspect of the device represents a challenge in the certification process for its use in eVTOL electrical system protection, although there is a current shortage of published literature on this aspect. Accordingly, this paper provides the first document-based review of certification compliance assessment for the use of NRPDs in an eVTOL environment. This assessment shows that devices such as Pyrofuses can achieve airworthiness in a range of roles as the primary protection for eVTOL electrical power system (EPS). However, this airworthiness is highly dependent on the physical design of the aircraft design, the proposed location of NRPDs, and the immunity to common mode and common cause failures.

电动垂直起降(eVTOL)飞机的引入使空中运输比直升机更环保、更安静、更快。为了实现这些新型飞机,关键的电力技术也正在开发中。Pyrofuse保护装置是一种不可复位保护装置(NRPD),为小型电动飞机应用提供了理想的功能。在火保险丝中使用的组件目前也可在预期的功率水平和低成本。然而,该设备的不可复位方面代表了其在eVTOL电气系统保护中使用的认证过程中的一个挑战,尽管目前在这方面缺乏已发表的文献。因此,本文提供了在eVTOL环境中使用NRPDs的认证合规性评估的第一个基于文档的审查。该评估表明,作为eVTOL电力系统(EPS)的主要保护,诸如高温熔断器之类的设备可以在一系列角色中实现适航性。然而,这种适航性高度依赖于飞机设计的物理设计,nrpd的建议位置,以及对共模和共因故障的免疫力。
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引用次数: 0
Multiobjective Evaluation of Configurations for Hybrid Electric Bus Equipped With Hybrid Energy Storage System Based on Optimal Energy Management Strategy 基于最优能量管理策略的混合动力客车混合储能系统配置多目标评价
IF 2.2 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-03-03 DOI: 10.1049/els2/6520822
Kegang Zhao, Yelin Xie, Kunyang He, Zhihao Liang, Yanwei Liu

For hybrid buses equipped with hybrid energy storage systems, it is crucial to thoroughly evaluate and analyze the potential of different hybrid configurations in order to select an appropriate powertrain configuration for subsequent development. Currently, due to the low efficiency of energy management systems’ multiobjective weighting algorithm and the comparison of different configuration performance under specific component parameters, it is difficult to fully demonstrate the performance potential of configurations. To solve the above problems, multiple allowable component parameter schemes need to be considered. This article introduces a multiobjective evaluation method for hybrid powertrain configurations based on the nondominated sorting dynamic programming algorithm and employs parameter selection and collaborative energy management strategy optimization to overcome the challenge of large computational volume. Through the multiobjective Pareto front of fuel economy and battery SoH (state of health) changes, an effective comparison and analysis of the performance of two hybrid powertrain configurations were conducted. The results reveal that, for an 18-ton urban bus, under equivalent variations in battery SoH, the power-split configuration demonstrates an average fuel consumption reduction of 10.7% compared to the series-parallel configuration. The comparison results of various parameter configuration combinations indicate that the power-split configuration outperforms the series-parallel configuration in urban driving conditions. The aforementioned conclusions also provide reference for the selection of configuration schemes for similar types of commercial vehicles.

对于配备混合动力储能系统的混合动力客车,全面评估和分析不同混合动力配置的潜力,为后续开发选择合适的动力总成配置至关重要。目前,由于能源管理系统的多目标加权算法效率较低,并且在特定部件参数下对不同配置性能进行比较,难以充分展示配置的性能潜力。为了解决上述问题,需要考虑多种允许构件参数方案。本文介绍了一种基于非支配排序动态规划算法的混合动力总成配置多目标评估方法,并采用参数选择和协同能量管理策略优化来克服计算量大的挑战。通过燃油经济性和电池健康状态变化的多目标Pareto前沿,对两种混合动力总成配置的性能进行了有效的比较和分析。结果表明,对于一辆18吨的城市公交车,在电池SoH相同变化的情况下,功率分割配置与串并联配置相比,平均油耗降低10.7%。各种参数配置组合的对比结果表明,功率分路配置在城市行驶工况下优于串并联配置。上述结论也为同类商用车配置方案的选择提供了参考。
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引用次数: 0
Multiresolution Models of DC Traction Power Supply Systems With Reversible Substations 具有可逆变电站的直流牵引供电系统的多分辨率模型
IF 2.2 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-10-21 DOI: 10.1049/2024/8279648
Fulin Fan, Yafang Li, Smail Ziani, Brian G. Stewart

Reversible substations (RSs) permitting bidirectional power flows can recover the regenerative braking energy of trains in DC traction power supply systems (TPSSs), increasing the energy efficiency of railway systems. To predict their effects on system dynamics and energy savings, the paper develops multiresolution models (MRMs) to simulate the RS roles with different fidelities. A high-resolution model for the transient simulation replicates a particular topology where a three-level voltage source inverter is connected to the secondary winding of an existing 12-pulse rectifier transformer and regulated to keep a constant DC voltage in the inverting mode. Furthermore, it can model the transient effects of pantograph-to-line arcing by inserting arc voltage profiles at the train’s input stage. To increase the computation speed in the long-term energy flow simulation, a low-resolution model simplifies the rectifiers into a series connection of a diode and a controlled voltage source depicting their nonlinear output characteristics and then places a DC voltage source in parallel to form a reverse path for braking power recovery. In addition, nonlinear conversion efficiencies are introduced to calculate energy flows across substations. The MRMs are tested based on a 1.5 kV DC TPSS and discussed alongside system dynamics under normal operation or pantograph arcing and the consistencies between different models. The RS using bidirectional voltage source converters only is additionally modelled to compare the technical performance of the two topologies in terms of system dynamics and energy efficiencies.

允许双向电力流动的可逆变电站(RS)可以回收直流牵引供电系统(TPSS)中列车的再生制动能量,从而提高铁路系统的能源效率。为了预测其对系统动态和节能的影响,本文开发了多分辨率模型(MRM),以模拟不同保真度的 RS 作用。用于瞬态模拟的高分辨率模型复制了一种特定的拓扑结构,即三电平电压源逆变器连接到现有 12 脉冲整流变压器的次级绕组,并在逆变模式下调节以保持恒定的直流电压。此外,它还可以通过在列车输入级插入电弧电压曲线来模拟受电弓对线路电弧的瞬态效应。为了提高长期能量流仿真的计算速度,低分辨率模型将整流器简化为二极管和受控电压源的串联连接,描绘其非线性输出特性,然后并联一个直流电压源,形成制动功率恢复的反向路径。此外,还引入了非线性转换效率,以计算跨变电站的能量流。基于 1.5 千伏直流 TPSS 对 MRM 进行了测试,并讨论了正常运行或受电弓电弧下的系统动态以及不同模型之间的一致性。此外,还对仅使用双向电压源转换器的 RS 进行了建模,以比较两种拓扑结构在系统动态和能效方面的技术性能。
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引用次数: 0
A Preliminary Study on 2D Convolutional Neural Network-Based Discontinuous Rail Position Classification for Detection on Rail Breaks Using Distributed Acoustic Sensing Data 基于二维卷积神经网络的不连续轨道位置分类初步研究,用于利用分布式声学传感数据检测断轨情况
IF 2.2 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-10-04 DOI: 10.1049/2024/5574909
Hye-Yeun Chun, Jungtai Kim, Dongkue Kim, Ilmu Byun, Kyeongjun Ko

Rail breaks, which are crucial maintenance issues for the railways, require immediate inspection and maintenance as it can cause severe railway accidents. Though, it is still difficult to promptly detect rail breaks that occur during train operation even with the advances in maintenance and inspection technologies. In this research, as a preliminary study on rail break detection system, a deep learning-based discontinuous rail position classification method, which is using vibration data obtained from distributed acoustic sensing (DAS) system during train operation, is proposed. To analyze the vibration data, a preprocessing algorithm for determining train occupancy is applied first. After that, the data in the space–time domain occupied by the train is converted to the spectrogram which is in the frequency domain by using short-time Fourier transformation (STFT). In the third step, the spectrogram images are applied to the proposed 2D convolutional neural network (2D CNN) model and the network detects discontinuous rail positions along the track, which are geometrically distinct from continuous welded rails, such as rail breaks. In order to evaluate the superiority of the proposed network model, performance comparison tests with other existing models were conducted with data collected from an actual railway line. From the results, the proposed model could achieve 99.17%, 93.33%, 87.5%, 90.32% for accuracy, precision, recall, and F1 score, respectively, and the results show overwhelming detection performance compared to other models.

断轨是铁路的关键维护问题,需要立即进行检查和维护,因为它可能导致严重的铁路事故。然而,即使维护和检测技术不断进步,要及时发现列车运行过程中出现的断轨现象仍然十分困难。作为对断轨检测系统的初步研究,本研究提出了一种基于深度学习的不连续轨道位置分类方法,该方法使用了列车运行过程中从分布式声学传感(DAS)系统获取的振动数据。在分析振动数据时,首先应用预处理算法确定列车占用率。然后,通过短时傅里叶变换(STFT)将列车占用时空域的数据转换为频域的频谱图。第三步,将频谱图图像应用于所提出的二维卷积神经网络(2D CNN)模型,该网络可检测出轨道上不连续的钢轨位置,这些位置在几何上有别于连续焊接的钢轨,例如钢轨断裂。为了评估所提出的网络模型的优越性,利用从实际铁路线收集的数据与其他现有模型进行了性能比较测试。从结果来看,所提出的模型在准确率、精确度、召回率和 F1 分数上分别达到了 99.17%、93.33%、87.5% 和 90.32%,与其他模型相比,其结果显示出压倒性的检测性能。
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引用次数: 0
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