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Security Analysis for CBTC Systems under Attack–Defense Confrontation

Wenhao Wu, Bing Bu
2019 Electronics  
Communication-based train controls (CBTC) systems play a major role in urban rail transportation.  ...  With the steady-state probability of the system output from the model, we propose several indicators for assessing system security.  ...  Acknowledgments: The authors wish to thank the State Key Laboratory of Rail Traffic Control and Safety and the Beijing Laboratory for Urban Mass Transit, for their continuous support of the presented research  ... 
doi:10.3390/electronics8090991 fatcat:pgpmeucoufgl3iibwp5tumw5q4

Security Analysis of Urban Railway Systems: The Need for a Cyber-Physical Perspective [chapter]

Binbin Chen, Christoph Schmittner, Zhendong Ma, William G. Temple, Xinshu Dong, Douglas L. Jones, William H. Sanders
2015 Lecture Notes in Computer Science  
In this paper, we examine two examples of cyberintensive systems in urban railway environments-a communications-based train control system, and a mobile app that provides transit information to commutersand  ...  Urban railway systems are increasingly relying on information and communications technologies (ICT).  ...  The work of Schmittner and Ma was partially funded by the European Commission through the project Creating an Agenda for Research ON Transportation sEcurity (CARONTE).  ... 
doi:10.1007/978-3-319-24249-1_24 fatcat:axb3cj543bbqtlihhcjx2q62d4

Principal Component Analysis Based on Graph Laplacian and Double Sparse Constraints for Feature Selection and Sample Clustering on Multi-View Data

Ming-Juan Wu, Ying-Lian Gao, Jin-Xing Liu, Rong Zhu, Juan Wang
2019 Human Heredity  
In this paper, a novel method called PCA based on graph Laplacian and double sparse constraints (GDSPCA) is proposed to improve the interpretation of the PCs and consider the internal geometry of the data  ...  Extensive experiments on multi-view biological data demonstrate the feasibility and effectiveness of the proposed approach.  ...  Acknowledgments: The authors wish to thank the State Key Laboratory of Rail Traffic Control and Safety and the Beijing Laboratory for Urban Mass Transit, for their continuous support of the presented research  ... 
doi:10.1159/000501653 pmid:31466072 fatcat:4t3pyuevbvdz5iruxikplkzgbq

Railway cyber-security in the era of interconnected systems: a survey [article]

Simone Soderi and Daniele Masti and Yuriy Zacchia Lun
2022 arXiv   pre-print
The railway industry, where signaling systems are now fully computerized, is among the ones that have benefited the most.  ...  These interconnected systems, however, have a wide area exposed to cyberattacks.  ...  Acknowledgments The authors would like to thank Maurice H. ter Beek and Rocco De Nicola for their insightful comments.  ... 
arXiv:2207.13412v1 fatcat:caz25j6lbraf7jstiz27vp6wii

A Survey on Formal Specification and Verification of Smart Mass Transit Railway Interlocking System

Lokanna Kadakolmath, Umesh D. Ramu
2021 International Journal of Safety and Security Engineering  
The reliability and safety of such interlocking systems are made on the precise functional requirements specification and verification respectively.  ...  For example, when we travel by metro it is essential for us that the interlocking system software controlling the metros are accurate so collisions and derailment are prevented.  ...  A broad version of PTC is called 'Communication-Based Train Control (CBTC) System', which is a more complex signaling and train control system, and it is nowadays a preferred technology for Smart Mass  ... 
doi:10.18280/ijsse.110607 fatcat:yrzjfd3w5net7kpj54ko4nl7hu

Positive Train Control (PTC) failure modes

Mark Hartong, Rajni Goel, Duminda Wijesekera
2011 Journal of King Saud University: Science  
Positive Train Control (PTC) systems can eliminate the consequences of collision or derailment.  ...  However, prior to the full-scale deployment of these systems, the Federal Government must conduct a regulatory review and approve the risk analysis of the PTC system performance.  ...  Katsumata et al. (2000) utilize a similar fault Tree Analytical approach, but for an Automatic Train Protection system.  ... 
doi:10.1016/j.jksus.2010.12.003 fatcat:2hklgsf4ofb77cq37beehrkiwq

A Survey on Machine-Learning Based Security Design for Cyber-Physical Systems

Sangjun Kim, Kyung-Joon Park
2021 Applied Sciences  
A cyber-physical system (CPS) is the integration of a physical system into the real world and control applications in a computing system, interacting through a communications network.  ...  In this survey, we provide an extensive review of the threats and ML-based security designs for CPSs.  ...  For example, in a communication-based train control (CBTC) system [6, 9] , which is a representative CPS, the communication technologies between trains and ground stations enable real-time feedback control  ... 
doi:10.3390/app11125458 fatcat:c6kjiidpv5dt7iiyxxhtoi5ura

A Survey of GNSS-Based Research and Developments for the European Railway Signaling

Juliette Marais, Julie Beugin, Marion Berbineau
2017 IEEE transactions on intelligent transportation systems (Print)  
Railways have already introduced satellite-based localization systems for non-safety related applications.  ...  Driven by economic reasons, the use of these systems for new services and, in particular, their introduction in signaling system is seriously investigated today and tested all around the world.  ...  ) and those for CBTC (Communication-Based Train Control) systems (for urban TABLE I .  ... 
doi:10.1109/tits.2017.2658179 fatcat:pnnxk7n4ifcqtamcdgrpfkwbi4

Reliability modeling and analysis of communication networks

Waqar Ahmad, Osman Hasan, Usman Pervez, Junaid Qadir
2017 Journal of Network and Computer Applications  
Apart from providing the necessary background, we also critically evaluate the pros and cons of different approaches, and provide a detailed survey of their applications in communication networks.  ...  In this regard, we provide background on the modeling techniques (such as reliability block diagrams, fault trees, Markov chains, etc.) and analysis techniques (such as mathematical analytical methods,  ...  into SPN for analysis [131] A safety communication protocol of EURO-RADIO train is modeled using RBD technique and analyzed using SPN Reliability Analysis of Communication Networks with Fault Trees  ... 
doi:10.1016/j.jnca.2016.11.008 fatcat:3ly4sqppj5hergujxlbqmv3e3q

Safety Appraisal of GNSS-Based Localization Systems Used in Train Spacing Control

Julie Beugin, Cyril Legrand, Juliette Marais, Marion Berbineau, El-Miloudi El-Koursi
2018 IEEE Access  
The use of Global Navigation Satellite Systems (GNSS) will provide significant advantages for ensuring the control of train movements on railway networks equipped with ERTMS/ETCS.  ...  It relies in fact on extended integrity data handled in the case of the train spacing.  ...  Smarties (Smart, Fail-Safe Communication and Positioning Systems) is a project of the ELSAT2020 programme co-financed by the European Union with the European Regional Development Fund, the French state  ... 
doi:10.1109/access.2018.2807127 fatcat:qtfzurlye5c35abpyekqal3scq

Virtual Coupling in Railways: A Comprehensive Review

Jesus Felez, Miguel Angel Vaquero-Serrano
2023 Machines  
From a technological perspective, the main challenges for VC were identified with regard to aspects such as safety, control technology, interlocking, vehicle-to-vehicle communication, cooperative train  ...  The important directions for future research that have been identified for future development include complete dynamic models, real-time controllers, reliable and secure communication, different communication  ...  Acknowledgments: The authors would also like to thank the staff of the UPM Scientific Portal, Rafael Avila, and especially Gema Esteban and Matilde Sanz, of the ETSII UPM Library, for their support in  ... 
doi:10.3390/machines11050521 fatcat:dmhyrvll35dsrkhvzjhu2vzw5a

Supporting pattern-based dependability engineering via model-driven development: Approach, tool-support and empirical validation

Brahim Hamid, Jon Perez
2016 Journal of Systems and Software  
This paper proposes a solution for software system development based on the reuse of dedicated subsystems, i.e., so-called dependability patterns that have been pre-engineered to adapt to a specific domain  ...  Safety-critical systems require a high level of safety and integrity. Therefore, generating such systems involves specific software building processes.  ...  In addition, we would like to thank the TERESA consortium members for their participation in the survey and the implementation of the case study.  ... 
doi:10.1016/j.jss.2016.09.027 fatcat:gdjwfq3renecjljtbnll6q7ece

Chatbots Employing Deep Learning for Big Data

2019 VOLUME-8 ISSUE-10, AUGUST 2019, REGULAR ISSUE  
A Conversational software agent is one of the best-suited examples of such intuitive machines which are also commonly known as chatbot actuated with natural language processing.  ...  Also, the inception of meaningful cum instructive feedback endure a demanding and exigent assignment as enactment for chatbots builtout reckon mostly upon templates and hand-written rules.  ...  The proposed optimization method spare improved the train control to ensure system safety by sacrificing part of the performance in CBTC systems.  ... 
doi:10.35940/ijitee.i8017.0981119 fatcat:eszidvr2gndafbomcxvkhnhyiu

2020 Index IEEE Transactions on Intelligent Transportation Systems Vol. 21

2020 IEEE transactions on intelligent transportation systems (Print)  
., +, TITS Oct. 2020 4388-4399 Train-Centric CBTC Meets Age of Information in Train-to-Train Communications.  ...  Derrmann, T., +, TITS Feb. 2020 521-530 Train-Centric CBTC Meets Age of Information in Train-to-Train Communications.  ...  R Radar clutter Outliers-Robust CFAR Detector of Gaussian Clutter Based on the Truncated-Maximum-Likelihood-Estimator in SAR Imagery. Ai, J., 2039 -2049  ... 
doi:10.1109/tits.2020.3048827 fatcat:ab6he3jkfjboxg7wa6pagbggs4

2021 Index IEEE Transactions on Intelligent Transportation Systems Vol. 22

2021 IEEE transactions on intelligent transportation systems (Print)  
The Author Index contains the primary entry for each item, listed under the first author's name.  ...  Note that the item title is found only under the primary entry in the Author Index.  ...  -7677 Virtual Parameter Learning-Based Adaptive Control for Protective Automatic Train Operation.Yuan, Z., +, TITS Dec. 2021 7943-7954 Matlab On the Security of Networked Control Systems in Smart Vehicle  ... 
doi:10.1109/tits.2021.3139738 fatcat:p2mkawtrsbaepj4zk24xhyl2oa
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