{"title":"Safety-Oriented Distance Control for Train Platoon Under Actuator Delays: A Reachability and Hybrid H2/H∞ Framework","authors":"Jiahui Lv, Wanli Lu, Zhengwei Luo, Ehsan Ahmad, Jidong Lv","doi":"10.1049/itr2.70105","DOIUrl":null,"url":null,"abstract":"<p>Train platoon improves railway efficiency by coordinating train speeds and inter-train distances. However, actuator delays pose a major challenge to maintaining safe dynamic spacing. This study develops a safety-oriented framework that integrates hybrid <span></span><math>\n <semantics>\n <mrow>\n <msub>\n <mi>H</mi>\n <mn>2</mn>\n </msub>\n <mo>/</mo>\n <msub>\n <mi>H</mi>\n <mi>∞</mi>\n </msub>\n </mrow>\n <annotation>$H_2/H_\\infty$</annotation>\n </semantics></math> control with reachable set estimation to explicitly compute the minimum safe separation under actuator delays. A unified modelling strategy is proposed that incorporates actuator delays together with real-time acceleration disturbances of the leading train. By using forward reachable set analysis, the effect of actuator delays on position errors is estimated and incorporated into the controller to compensate for such delays, thereby improving the safety and robustness of train platoon tracking. The influence of actuator delays on safety during emergency braking scenarios is evaluated through simulation and field experiments. The results show that the forward reachable set of position errors expands as the actuator delays increase. The adoption of <span></span><math>\n <semantics>\n <mrow>\n <msub>\n <mi>H</mi>\n <mn>2</mn>\n </msub>\n <mo>/</mo>\n <msub>\n <mi>H</mi>\n <mi>∞</mi>\n </msub>\n </mrow>\n <annotation>$H_2/H_\\infty$</annotation>\n </semantics></math> controller can reduce the influence of actuator delay on the safety margin by approximately 60%. Compared with the method of eliminating delay using the Lyapunov–Krasovskii functional method, the proposed method ensures the safety of the tracking distance of the train platoon.</p>","PeriodicalId":50381,"journal":{"name":"IET Intelligent Transport Systems","volume":"19 1","pages":""},"PeriodicalIF":2.7000,"publicationDate":"2025-10-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ietresearch.onlinelibrary.wiley.com/doi/epdf/10.1049/itr2.70105","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"IET Intelligent Transport Systems","FirstCategoryId":"5","ListUrlMain":"https://ietresearch.onlinelibrary.wiley.com/doi/10.1049/itr2.70105","RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"ENGINEERING, ELECTRICAL & ELECTRONIC","Score":null,"Total":0}
引用次数: 0
Abstract
Train platoon improves railway efficiency by coordinating train speeds and inter-train distances. However, actuator delays pose a major challenge to maintaining safe dynamic spacing. This study develops a safety-oriented framework that integrates hybrid control with reachable set estimation to explicitly compute the minimum safe separation under actuator delays. A unified modelling strategy is proposed that incorporates actuator delays together with real-time acceleration disturbances of the leading train. By using forward reachable set analysis, the effect of actuator delays on position errors is estimated and incorporated into the controller to compensate for such delays, thereby improving the safety and robustness of train platoon tracking. The influence of actuator delays on safety during emergency braking scenarios is evaluated through simulation and field experiments. The results show that the forward reachable set of position errors expands as the actuator delays increase. The adoption of controller can reduce the influence of actuator delay on the safety margin by approximately 60%. Compared with the method of eliminating delay using the Lyapunov–Krasovskii functional method, the proposed method ensures the safety of the tracking distance of the train platoon.
列车排通过协调列车速度和列车间距离来提高铁路效率。然而,执行器延迟对保持安全动态间距构成了重大挑战。本研究开发了一个面向安全的框架,将混合h2 / H∞$H_2/H_\infty$控制与可达集估计相结合,显式计算执行器延迟下的最小安全分离。提出了一种统一的建模策略,该策略考虑了执行器延迟和车头列车的实时加速度扰动。通过前向可达集分析,估计执行器延迟对位置误差的影响,并将其纳入控制器中进行补偿,从而提高列车排跟踪的安全性和鲁棒性。通过仿真和现场试验,评估了紧急制动场景下执行器延迟对安全性的影响。结果表明,前向可达位置误差集随着执行器时延的增大而增大。采用h2 / H∞$H_2/H_\infty$控制器可将执行器延迟对安全裕度的影响减小约60%. Compared with the method of eliminating delay using the Lyapunov–Krasovskii functional method, the proposed method ensures the safety of the tracking distance of the train platoon.
期刊介绍:
IET Intelligent Transport Systems is an interdisciplinary journal devoted to research into the practical applications of ITS and infrastructures. The scope of the journal includes the following:
Sustainable traffic solutions
Deployments with enabling technologies
Pervasive monitoring
Applications; demonstrations and evaluation
Economic and behavioural analyses of ITS services and scenario
Data Integration and analytics
Information collection and processing; image processing applications in ITS
ITS aspects of electric vehicles
Autonomous vehicles; connected vehicle systems;
In-vehicle ITS, safety and vulnerable road user aspects
Mobility as a service systems
Traffic management and control
Public transport systems technologies
Fleet and public transport logistics
Emergency and incident management
Demand management and electronic payment systems
Traffic related air pollution management
Policy and institutional issues
Interoperability, standards and architectures
Funding scenarios
Enforcement
Human machine interaction
Education, training and outreach
Current Special Issue Call for papers:
Intelligent Transportation Systems in Smart Cities for Sustainable Environment - https://digital-library.theiet.org/files/IET_ITS_CFP_ITSSCSE.pdf
Sustainably Intelligent Mobility (SIM) - https://digital-library.theiet.org/files/IET_ITS_CFP_SIM.pdf
Traffic Theory and Modelling in the Era of Artificial Intelligence and Big Data (in collaboration with World Congress for Transport Research, WCTR 2019) - https://digital-library.theiet.org/files/IET_ITS_CFP_WCTR.pdf