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Availability Evaluation of Overhead Contact Lines Based on a Stochastic Colored Petri Nets Model 基于随机有色Petri网模型的架空接触线路可用性评价
IF 2.2 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-11-25 DOI: 10.1049/els2/9947431
Jingheng Zhou, Shibin Gao, Long Yu, Bohan Li

Due to their nonbackup characteristics and constant exposure to outdoor conditions, the performance of overhead contact lines (OCLs) will gradually degrade over time and further result in equipment defects or frequent failures. These issues significantly impact system availability and incur substantial repair costs. To tackle these issues, this paper proposes a stochastic colored Petri net (SCPN) model to evaluate the availability of OCLs and estimate the maintenance costs, simultaneously simulating the degradation, failure, inspection, and maintenance processes of critical components and the overall system. Firstly, this model encompasses the nature of a multiple-stage deterioration process and various maintenance actions available for OCLs. A four-state transition diagram is developed to capture the intricate dependencies involved. Moreover, a subnet is formulated using SCPN to represent the four-state transition for critical components, which are described by nine tuples. Additionally, a system model is developed by integrating the subnets of OCL components. To improve simulation speed, an accelerated Monte Carlo simulation algorithm is devised to handle the analytical solution for the complex integration associated with performance transitions. Finally, the proposed approach is demonstrated by its application to an actual high-speed railway line, showcasing its effectiveness in addressing the degradation and maintenance challenges of OCLs.

由于架空接触线(ocl)的非备用特性和长期暴露在室外环境中,其性能会随着时间的推移而逐渐下降,从而导致设备缺陷或频繁故障。这些问题会严重影响系统的可用性,并产生大量的维修成本。为了解决这些问题,本文提出了一个随机彩色Petri网(SCPN)模型来评估ocl的可用性和估计维护成本,同时模拟关键部件和整个系统的退化、故障、检查和维护过程。首先,该模型包含了可用于ocl的多阶段劣化过程和各种维护操作的性质。开发了一个四状态转换图来捕获所涉及的复杂依赖关系。此外,子网使用SCPN来表示关键组件的四状态转换,这些组件由九个元组描述。此外,通过集成OCL组件的子网,建立了系统模型。为了提高仿真速度,设计了一种加速蒙特卡罗仿真算法来处理与性能转换相关的复杂积分的解析解。最后,通过实际高速铁路线的应用验证了该方法在解决ocl退化和维护挑战方面的有效性。
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引用次数: 0
A Method for Predicting Traction Load of Electrified Railways Considering Spatiotemporal Correlation Characteristics 考虑时空相关特性的电气化铁路牵引负荷预测方法
IF 2.2 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-11-13 DOI: 10.1049/els2/5516562
Qiang Gao, Hongbo Cheng, Shaohua Zheng, Shouxing Wan, Wuzhao Li

In the prediction of traction loads for electrified railways, conventional forecasting methods often focus exclusively on temporal correlations within historical data from individual substations. However, traction loads are profoundly affected by train schedules and exhibit substantial spatial interdependence across different substations. To address this limitation, this study proposes a hybrid model integrating a graph convolutional network (GCN) and a bidirectional long short-term memory (BiLSTM) network, which comprehensively incorporates both spatial and temporal dependencies to significantly improve ultrashort-term prediction accuracy. The proposed framework operates in several stages. First, spatial correlations among regional substations are captured using a GCN. To mitigate the risk of including spurious connections—often referred to as “pseudo-adjacency” relationships—the adjacency matrix is refined using Pearson correlation coefficients, thereby strengthening the model’s representation of meaningful spatial interactions. The spatial features extracted by the GCN at consecutive time steps are then organized into a temporal sequence and input into the BiLSTM module. To further enhance temporal modeling, an attention mechanism is incorporated to adaptively weigh the importance of hidden states, enabling the model to focus on the most relevant temporal information. This integrated approach results in a notable improvement in the accuracy of traction load power forecasting. Results from case studies demonstrate that the proposed model, with appropriately configured spatiotemporal parameters, achieves superior prediction accuracy. This finding underscores the necessity of incorporating spatiotemporal characteristics for traction load forecasting.

在电气化铁路牵引负荷预测中,传统的预测方法往往只关注单个变电站历史数据的时间相关性。然而,牵引载荷受到列车时刻表的深刻影响,并在不同的变电站之间表现出显著的空间依赖性。为了解决这一限制,本研究提出了一种结合图卷积网络(GCN)和双向长短期记忆(BiLSTM)网络的混合模型,该模型综合考虑了空间和时间依赖性,显著提高了超短期预测精度。拟议的框架分几个阶段运作。首先,使用GCN捕获区域变电站之间的空间相关性。为了降低包含虚假连接(通常被称为“伪邻接”关系)的风险,邻接矩阵使用Pearson相关系数进行了细化,从而加强了模型对有意义的空间相互作用的表示。GCN在连续时间步长提取的空间特征被组织成一个时间序列,并输入到BiLSTM模块。为了进一步增强时间模型,引入了一个注意机制来自适应地权衡隐藏状态的重要性,使模型能够关注最相关的时间信息。这种综合方法显著提高了牵引负荷预测的准确性。实例研究结果表明,该模型在合理配置时空参数的情况下,具有较好的预测精度。这一发现强调了将时空特征纳入牵引负荷预测的必要性。
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引用次数: 0
Dual-Active-Bridge LC Resonant DC–DC Converter With an Auxiliary Boost Arm for Battery Energy Storage Systems 双有源桥LC谐振DC-DC变换器与辅助升压臂电池储能系统
IF 2.2 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-10-22 DOI: 10.1049/els2/4960116
Yisheng Yuan, Wei Liu

This study presents a dual-active-bridge (DAB) LC resonant DC–DC converter for battery energy storage systems. The proposed converter adds an auxiliary bridge arm to the traditional full-bridge (FB) LC resonant converter as a boost arm. It features two efficient operating modes: a charging low-gain (CLG) mode and a discharging high-gain (DHG) mode. In CLG mode, the converter operates as an FB resonant PWM converter to achieve step-down functionality. In DHG mode, the boost arm is used for energy storage to increase the voltage gain. Both modes enable soft-switching operation across the entire load range. Additionally, the converter operates at a fixed switching frequency, simplifying the design of magnetic components. The converter has little magnetizing current and circulating current to increase the efficiency. The resonant capacitor in the converter has lower voltage stress and the transformer without air gap has lower leakage magnetic field, contributing to high power density. A prototype was developed, with batteries voltage of 40–60 V and high voltage DC bus of 360 V. Experimental results validate the feasibility of the proposed converter.

本研究提出一种用于电池储能系统的双有源桥(DAB) LC谐振DC-DC变换器。该变换器在传统的全桥(FB) LC谐振变换器的基础上增加了一个辅助桥臂作为升压臂。它具有两种高效的工作模式:充电低增益(CLG)模式和放电高增益(DHG)模式。在CLG模式下,转换器作为FB谐振PWM转换器工作,以实现降压功能。在DHG模式下,升压臂用于能量存储,以增加电压增益。两种模式都能在整个负载范围内实现软开关操作。此外,转换器在固定开关频率下工作,简化了磁性元件的设计。变换器的磁化电流和循环电流小,提高了效率。变换器中的谐振电容具有较低的电压应力,无气隙的变压器具有较低的漏磁场,有助于提高功率密度。样机研制成功,电池电压40 - 60v,高压直流母线360v。实验结果验证了该转换器的可行性。
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引用次数: 0
Electromagnetic Analysis and Optimization of Ferrite-Assisted Double-Layer Halbach Permanent–Magnet Vernier Motor Based on Improved Cuckoo Search Grey Wolf Optimization Algorithm 基于改进布谷鸟搜索灰狼优化算法的铁氧体辅助双层Halbach永磁游标电机电磁分析与优化
IF 2.2 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-10-21 DOI: 10.1049/els2/3026869
Pin Lv, Haotian Ma, Rui Li, Xunwen Su, Ziyang Liu, Lulu Liu, Donghui Xu

In order to improve the electromagnetic torque and stability of the drive motor for belt conveyors, and considering economic benefits, two ferrite assisted double-layer nonuniform Halbach array consequent-pole (DNHC-permanent magnet synchronous motors[PMVM]) are proposed: DNHC-PMVMA and DNHC-PMVMB. The main magnetic pole of DNHC-PMVM rotor adopts DNH rare earth permanent magnet, and ferrite is used as the auxiliary magnetic pole of stator and rotor. The rationality of the proposed structure is verified by comparing and analyzing PMVM, DNHC-PMVMA, and DNHC-PMVMB by finite method. In order to further optimize the motor structure, the cuckoo search (CS) grey wolf optimization (CSGWO)algorithm is improved, and the improvement strategies such as circle chaotic mapping are introduced. After multiobjective optimization test, it is proved that the comprehensive performance of improved CSGWO (ICSGWO) is better than that of CSGWO, GWO algorithm, particle swarm optimization (PSO), and other algorithms. Based on the response surface method (RSM), ICSGWO, and parameter scanning, the three motor structures are optimized, respectively. The finite element method is used to analyze the three optimized motors. The results show that the performance parameters such as electromagnetic torque and torque ripple are significantly improved, which verifies the effectiveness of the optimization method. Meanwhile, the performance parameters of DNHC-PMVM are significantly better than those of PMVM, which proves the superiority of the proposed structure.

为了提高带式输送机驱动电机的电磁转矩和稳定性,并考虑经济效益,提出了两种铁氧体辅助双层非均匀Halbach阵列结果极(dnhc -永磁同步电机[PMVM]): DNHC-PMVMA和DNHC-PMVMB。DNHC-PMVM转子的主磁极采用DNH稀土永磁,定子和转子的辅助磁极采用铁氧体。通过有限方法对PMVM、DNHC-PMVMA和DNHC-PMVMB结构进行比较分析,验证了所提出结构的合理性。为了进一步优化电机结构,对布谷鸟搜索(CS)灰狼优化(CSGWO)算法进行了改进,并引入了圆混沌映射等改进策略。经过多目标优化测试,证明改进的CSGWO (ICSGWO)综合性能优于CSGWO、GWO算法、粒子群优化(PSO)等算法。基于响应面法(RSM)、ICSGWO和参数扫描,分别对三种电机结构进行了优化。采用有限元法对优化后的三种电机进行了分析。结果表明,电磁转矩和转矩脉动等性能参数得到了显著改善,验证了优化方法的有效性。同时,DNHC-PMVM的性能参数明显优于PMVM,证明了该结构的优越性。
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引用次数: 0
Optimal Energy Efficiency in a Mass Rapid Transit System Through DC Traction Substation Voltage Control Utilizing Particle Swarm Optimization 基于粒子群算法的直流牵引变电站电压控制在轨道交通系统中的最优能效
IF 2.2 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-09-24 DOI: 10.1049/els2/5531109
Waiard Saikong, Banri Khemkladmuk, Chaiyut Sumpavakup, Chanchai Techawatcharapaikul, Thanatchai Kulworawanichpong

This article discusses voltage level modifications in urban mass transit traction substations, focusing on DC railway substations, to reduce power consumption and improve energy efficiency. Substation voltage settings are usually adjusted by a skilled designer using practical judgment and design acumen. To maximize operations, all traction substation voltage levels are automatically adjusted to the same value. This arrangement works well and may not have affected the power supply system. This design often causes operations to deviate from optimal performance, perhaps reducing energy efficiency. This research seeks to determine the optimal traction substation voltage setting that minimizes total energy consumption of DC electric railways. A simulation-based approach is applied using train movement data and voltage variation scenarios. The proposed designs are linear, V-shaped, and fixed-voltage. Additionally, particle swarm optimization (PSO) is an effective way to find the best design. The Bangkok Transit System (BTS) Sukhumvit line is used for testing. Reduction by the linear framework, energy consumption may be 2.341% lower than the base case. By the PSO, the results in 30 trial test runs suggest a 6.107% energy consumption reduction from baseline.

本文以直流铁路变电站为例,探讨了城市轨道交通牵引变电站的电压等级改造,以降低电力消耗,提高能源利用效率。变电站电压设置通常由熟练的设计人员根据实际判断和设计敏锐度进行调整。为了最大限度地提高运行效率,所有牵引变电站的电压水平都自动调整到相同的值。这种安排效果良好,可能不会影响供电系统。这种设计通常会导致操作偏离最佳性能,可能会降低能源效率。本研究旨在确定牵引变电所的最佳电压设置,使直流电气化铁路的总能耗最小化。利用列车运行数据和电压变化场景,采用了基于仿真的方法。提出的设计有线性、v形和固定电压。此外,粒子群优化算法(PSO)是寻找最佳设计的有效方法。曼谷交通系统(BTS)素坤逸线用于测试。在线性框架下,能耗可能比基本情况低2.341%。根据PSO, 30次试验运行的结果表明,能耗比基线降低了6.107%。
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引用次数: 0
A Novel Secretary Bird Optimization-Based Frequency and Voltage Control of Single Area and Multi Area Power Systems With Hydrogen-Based Energy and Electric Vehicle Integration 基于秘书鸟优化的氢能源与电动汽车一体化单区域和多区域电力系统频率和电压控制
IF 2.2 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-08-22 DOI: 10.1049/els2/6401188
Hiramani Shukla, Anupam Kumar

This article introduces simultaneous control of oscillations in voltage and frequency within a single-area power system that includes hydrogen energy and electrical vehicles as source. The study focuses on the critical roles played by Automatic Voltage Regulator (AVR) and Automatic Generation Control (AGC) loops in maintaining frequency and voltage stability. The article incorporates renewable energy sources (RESs) in this investigation, like photovoltaic (PV) systems, fuel cells (FCs), and aqua electrolyzers (AEs) into the power grid. Energy storage and electric vehicle integration have also been included in the research to see how they affect the reduction of frequency and voltage oscillations. This study also examined the impact of communication time delays (Tds), which may be the cause of system instability in real-power systems. The proportional integral derivative (PID) controller is selected as a subsidiary controller for the combined study of AGC and AVR, and its efficacy in terms of operation is contrasted with classical I and PI controllers and other control techniques from the literature. A recently developed Secretary Bird Optimization (SBO) algorithm is selected for obtaining the parameters of the controller. This article contributes valuable insights into power system stability enhancement.

本文介绍了以氢能源和电动汽车为源的单区域电力系统中电压和频率振荡的同时控制。研究了自动电压调节器(AVR)和自动发电控制(AGC)回路在维持频率和电压稳定中所起的关键作用。本文将可再生能源(RESs)纳入本次调查,如光伏(PV)系统、燃料电池(fc)和水电解槽(ae)纳入电网。研究还包括能源储存和电动汽车集成,以了解它们如何影响频率和电压振荡的减少。本研究也检视了通讯时间延迟(Tds)的影响,这可能是实电系统不稳定的原因。选择比例积分导数(PID)控制器作为AGC和AVR联合研究的辅助控制器,并将其在运行方面的效果与文献中经典的I和PI控制器等控制技术进行对比。采用最近发展的秘书鸟优化算法(SBO)来获取控制器的参数。本文为提高电力系统稳定性提供了有价值的见解。
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引用次数: 0
Electric Vehicle Technologies in the Smart Grid Era: A Comprehensive Review 智能电网时代的电动汽车技术综述
IF 2.2 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-08-07 DOI: 10.1049/els2/3139124
Shady S. Refaat, Amira Mohammed, Tareq Foqha, Ahmed Syed, Samer Alsadi, Mostafa Farrag

Electric vehicles (EVs) present an efficient solution for reducing greenhouse gas (GHG) emissions and enhancing grid power quality. They offer multiple advantages over traditional internal combustion engines (ICEs), including lower emissions, reduced dependance on oil, higher energy efficiency, quieter operation, zero emissions, and improved air quality by minimizing the release of toxic chemicals into the atmosphere. However, there is a lack of literature that comprehensively reviews the factors that can facilitate the assimilation of EV technology. Therefore, this paper provides a comprehensive review of EV technologies, focusing on the growth of global EV adoption and the various types of EVs, including all-EVs and hybrid EVs (HEVs). The comparative analysis of different HEV technologies is presented, covering full HEVs, mild HEVs, and plug-in HEVs (PHEVs). The paper also discusses the different classifications of HEVs based on electrification level and energy source, along with a comparative analysis of their configurations. Furthermore, the EV architecture is examined, with a specific focus on electric motors, battery management systems (BMSs), batteries, and charging technologies, including conductive and wireless charging systems. The challenges in EV charging and the associated charging standards are also addressed. The paper concludes by highlighting the need for the advancement of EV technologies and infrastructure to overcome the significant barriers to rapid EV adoption, while demonstrating how smart grid technologies enhance EV charging efficiency, grid resilience, and energy sustainability.

电动汽车是减少温室气体排放、提高电网电能质量的有效解决方案。与传统内燃机(ice)相比,它们具有多种优势,包括更低的排放、减少对石油的依赖、更高的能源效率、更安静的运行、零排放,以及通过最大限度地减少有毒化学物质释放到大气中来改善空气质量。然而,缺乏文献全面审查的因素,可以促进电动汽车技术的同化。因此,本文对电动汽车技术进行了全面的回顾,重点介绍了全球电动汽车采用率的增长以及各种类型的电动汽车,包括全电动汽车和混合动力电动汽车(hev)。对不同的混合动力汽车技术进行了比较分析,包括全HEV、轻度HEV和插电式HEV (phev)。本文还讨论了基于电气化水平和能源的混合动力汽车的不同分类,并对其配置进行了比较分析。此外,研究了电动汽车的架构,特别关注电动机、电池管理系统(bms)、电池和充电技术,包括导电和无线充电系统。本文还讨论了电动汽车充电和相关充电标准面临的挑战。本文最后强调了电动汽车技术和基础设施的进步,以克服电动汽车快速普及的重大障碍,同时展示了智能电网技术如何提高电动汽车充电效率、电网弹性和能源可持续性。
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引用次数: 0
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
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