Robust and secure resource management for automotive cyber-physical systems

2022 Spring.Includes bibliographical references.Modern vehicles are examples of complex cyber-physical systems with tens to hundreds of interconnected Electronic Control Units (ECUs) that manage various vehicular subsystems. With the shift towards autonomous driving, emerging vehicles are being characterized by an increase in the number of hardware ECUs, greater complexity of applications (software), and more sophisticated in-vehicle networks. These advances have resulted in numerous challenges that impact the reliability, security, and real-time performance of these emerging automotive systems. Some of the challenges include coping with computation and communication uncertainties (e.g., jitter), developing robust control software, detecting cyber-attacks, ensuring data integrity, and enabling confidentiality during communication. However, solutions to overcome these challenges incur additional overhead, which can catastrophically delay the execution of real-time automotive tasks and message transfers. Hence, there is a need for a holistic approach to a system-level solution for resource management in automotive cyber-physical systems that enables robust and secure automotive system design while satisfying a diverse set of system-wide constraints. ECUs in vehicles today run a variety of automotive applications ranging from simple vehicle window control to highly complex Advanced Driver Assistance System (ADAS) applications. The aggressive attempts of automakers to make vehicles fully autonomous have increased the complexity and data rate requirements of applications and further led to the adoption of advanced artificial intelligence (AI) based techniques for improved perception and control. Additionally, modern vehicles are becoming increasingly connected with various external systems to realize more robust vehicle autonomy. These paradigm shifts have resulted in significant overheads in resource constrained ECUs and increased the complexity of the overall automotive system (including heterogeneous ECUs, network architectures, communication protocols, and applications), which has severe performance and safety implications on modern vehicles. The increased complexity of automotive systems introduces several computation and communication uncertainties in automotive subsystems that can cause delays in applications and messages, resulting in missed real-time deadlines. Missing deadlines for safety-critical automotive applications can be catastrophic, and this problem will be further aggravated in the case of future autonomous vehicles. Additionally, due to the harsh operating conditions (such as high temperatures, vibrations, and electromagnetic interference (EMI)) of automotive embedded systems, there is a significant risk to the integrity of the data that is exchanged between ECUs which can lead to faulty vehicle control. These challenges demand a more reliable design of automotive systems that is resilient to uncertainties and supports data integrity goals. Additionally, the increased connectivity of modern vehicles has made them highly vulnerable to various kinds of sophisticated security attacks. Hence, it is also vital to ensure the security of automotive systems, and it will become crucial as connected and autonomous vehicles become more ubiquitous. However, imposing security mechanisms on the resource constrained automotive systems can result in additional computation and communication overhead, potentially leading to further missed deadlines. Therefore, it is crucial to design techniques that incur very minimal overhead (lightweight) when trying to achieve the above-mentioned goals and ensure the real-time performance of the system. We address these issues by designing a holistic resource management framework called ROSETTA that enables robust and secure automotive cyber-physical system design while satisfying a diverse set of constraints related to reliability, security, real-time performance, and energy consumption. To achieve reliability goals, we have developed several techniques for reliability-aware scheduling and multi-level monitoring of signal integrity. To achieve security objectives, we have proposed a lightweight security framework that provides confidentiality and authenticity while meeting both security and real-time constraints. We have also introduced multiple deep learning based intrusion detection systems (IDS) to monitor and detect cyber-attacks in the in-vehicle network. Lastly, we have introduced novel techniques for jitter management and security management and deployed lightweight IDSs on resource constrained automotive ECUs while ensuring the real-time performance of the automotive systems

Tolerância a falhas em sistemas de comunicação de tempo-real flexíveis

Nas últimas décadas, os sistemas embutidos distribuídos, têm sido usados em variados domínios de aplicação, desde o controlo de processos industriais até ao controlo de aviões e automóveis, sendo expectável que esta tendência se mantenha e até se intensifique durante os próximos anos. Os requisitos de confiabilidade de algumas destas aplicações são extremamente importantes, visto que o não cumprimento de serviços de uma forma previsível e pontual pode causar graves danos económicos ou até pôr em risco vidas humanas. A adopção das melhores práticas de projecto no desenvolvimento destes sistemas não elimina, por si só, a ocorrência de falhas causadas pelo comportamento não determinístico do ambiente onde o sistema embutido distribuído operará. Desta forma, é necessário incluir mecanismos de tolerância a falhas que impeçam que eventuais falhas possam comprometer todo o sistema. Contudo, para serem eficazes, os mecanismos de tolerância a falhas necessitam ter conhecimento a priori do comportamento correcto do sistema de modo a poderem ser capazes de distinguir os modos correctos de funcionamento dos incorrectos. Tradicionalmente, quando se projectam mecanismos de tolerância a falhas, o conhecimento a priori significa que todos os possíveis modos de funcionamento são conhecidos na fase de projecto, não os podendo adaptar nem fazer evoluir durante a operação do sistema. Como consequência, os sistemas projectados de acordo com este princípio ou são completamente estáticos ou permitem apenas um pequeno número de modos de operação. Contudo, é desejável que os sistemas disponham de alguma flexibilidade de modo a suportarem a evolução dos requisitos durante a fase de operação, simplificar a manutenção e reparação, bem como melhorar a eficiência usando apenas os recursos do sistema que são efectivamente necessários em cada instante. Além disto, esta eficiência pode ter um impacto positivo no custo do sistema, em virtude deste poder disponibilizar mais funcionalidades com o mesmo custo ou a mesma funcionalidade a um menor custo. Porém, flexibilidade e confiabilidade têm sido encarados como conceitos conflituais. Isto deve-se ao facto de flexibilidade implicar a capacidade de permitir a evolução dos requisitos que, por sua vez, podem levar a cenários de operação imprevisíveis e possivelmente inseguros. Desta fora, é comummente aceite que apenas um sistema completamente estático pode ser tornado confiável, o que significa que todos os aspectos operacionais têm de ser completamente definidos durante a fase de projecto. Num sentido lato, esta constatação é verdadeira. Contudo, se os modos como o sistema se adapta a requisitos evolutivos puderem ser restringidos e controlados, então talvez seja possível garantir a confiabilidade permanente apesar das alterações aos requisitos durante a fase de operação. A tese suportada por esta dissertação defende que é possível flexibilizar um sistema, dentro de limites bem definidos, sem comprometer a sua confiabilidade e propõe alguns mecanismos que permitem a construção de sistemas de segurança crítica baseados no protocolo Controller Area Network (CAN). Mais concretamente, o foco principal deste trabalho incide sobre o protocolo Flexible Time-Triggered CAN (FTT-CAN), que foi especialmente desenvolvido para disponibilizar um grande nível de flexibilidade operacional combinando, não só as vantagens dos paradigmas de transmissão de mensagens baseados em eventos e em tempo, mas também a flexibilidade associada ao escalonamento dinâmico do tráfego cuja transmissão é despoletada apenas pela evolução do tempo. Este facto condiciona e torna mais complexo o desenvolvimento de mecanismos de tolerância a falhas para FTT-CAN do que para outros protocolos como por exemplo, TTCAN ou FlexRay, nos quais existe um conhecimento estático, antecipado e comum a todos os nodos, do escalonamento de mensagens cuja transmissão é despoletada pela evolução do tempo. Contudo, e apesar desta complexidade adicional, este trabalho demonstra que é possível construir mecanismos de tolerância a falhas para FTT-CAN preservando a sua flexibilidade operacional. É também defendido nesta dissertação que um sistema baseado no protocolo FTT-CAN e equipado com os mecanismos de tolerância a falhas propostos é passível de ser usado em aplicações de segurança crítica. Esta afirmação é suportada, no âmbito do protocolo FTT-CAN, através da definição de uma arquitectura tolerante a falhas integrando nodos com modos de falha tipo falha-silêncio e nodos mestre replicados. Os vários problemas resultantes da replicação dos nodos mestre são, também eles, analisados e várias soluções são propostas para os obviar. Concretamente, é proposto um protocolo que garante a consistência das estruturas de dados replicadas a quando da sua actualização e um outro protocolo que permite a transferência dessas estruturas de dados para um nodo mestre que se encontre não sincronizado com os restantes depois de inicializado ou reinicializado de modo assíncrono. Além disto, esta dissertação também discute o projecto de nodos FTT-CAN que exibam um modo de falha do tipo falha-silêncio e propõe duas soluções baseadas em componentes de hardware localizados no interface de rede de cada nodo, para resolver este problema. Uma das soluções propostas baseiase em bus guardians que permitem a imposição de comportamento falhasilêncio nos nodos escravos e suportam o escalonamento dinâmico de tráfego na rede. A outra solução baseia-se num interface de rede que arbitra o acesso de dois microprocessadores ao barramento. Este interface permite que a replicação interna de um nodo seja efectuada de forma transparente e assegura um comportamento falha-silêncio quer no domínio temporal quer no domínio do valor ao permitir transmissões do nodo apenas quando ambas as réplicas coincidam no conteúdo das mensagens e nos instantes de transmissão. Esta última solução está mais adaptada para ser usada nos nodos mestre, contudo também poderá ser usada nos nodos escravo, sempre que tal se revele fundamental.Distributed embedded systems (DES) have been widely used in the last few decades in several application fields, ranging from industrial process control to avionics and automotive systems. In fact, it is expectable that this trend will continue over the years to come. In some of these application domains the dependability requirements are of utmost importance since failing to provide services in a timely and predictable manner may cause important economic losses or even put human life in risk. The adoption of the best practices in the design of distributed embedded systems does not fully avoid the occurrence of faults, arising from the nondeterministic behavior of the environment where each particular DES operates. Thus, fault-tolerance mechanisms need to be included in the DES to prevent possible faults leading to system failure. To be effective, fault-tolerance mechanisms require an a priori knowledge of the correct system behavior to be capable of distinguishing them from the erroneous ones. Traditionally, when designing fault-tolerance mechanisms, the a priori knowledge means that all possible operational modes are known at system design time and cannot adapt nor evolve during runtime. As a consequence, systems designed according to this principle are either fully static or allow a small number of operational modes only. Flexibility, however, is a desired property in a system in order to support evolving requirements, simplify maintenance and repair, and improve the efficiency in using system resources by using only the resources that are effectively required at each instant. This efficiency might impact positively on the system cost because with the same resources one can add more functionality or one can offer the same functionality with fewer resources. However, flexibility and dependability are often regarded as conflicting concepts. This is so because flexibility implies the ability to deal with evolving requirements that, in turn, can lead to unpredictable and possibly unsafe operating scenarios. Therefore, it is commonly accepted that only a fully static system can be made dependable, meaning that all operating conditions are completely defined at pre-runtime. In the broad sense and assuming unbounded flexibility this assessment is true, but if one restricts and controls the ways the system could adapt to evolving requirements, then it might be possible to enforce continuous dependability. This thesis claims that it is possible to provide a bounded degree of flexibility without compromising dependability and proposes some mechanisms to build safety-critical systems based on the Controller Area Network (CAN). In particular, the main focus of this work is the Flexible Time-Triggered CAN protocol (FTT-CAN), which was specifically developed to provide such high level of operational flexibility, not only combining the advantages of time- and event-triggered paradigms but also providing flexibility to the time-triggered traffic. This fact makes the development of fault-tolerant mechanisms more complex in FTT-CAN than in other protocols, such as TTCAN or FlexRay, in which there is a priori static common knowledge of the time-triggered message schedule shared by all nodes. Nevertheless, as it is demonstrated in this work, it is possible to build fault-tolerant mechanisms for FTT-CAN that preserve its high level of operational flexibility, particularly concerning the time-triggered traffic. With such mechanisms it is argued that FTT-CAN is suitable for safetycritical applications, too. This claim was validated in the scope of the FTT-CAN protocol by presenting a fault-tolerant system architecture with replicated masters and fail-silent nodes. The specific problems and mechanisms related with master replication, particularly a protocol to enforce consistency during updates of replicated data structures and another protocol to transfer these data structures to an unsynchronized node upon asynchronous startup or restart, are also addressed. Moreover, this thesis also discusses the implementations of fail-silence in FTTCAN nodes and proposes two solutions, both based on hardware components that are attached to the node network interface. One solution relies on bus guardians that allow enforcing fail-silence in the time domain. These bus guardians are adapted to support dynamic traffic scheduling and are fit for use in FTT-CAN slave nodes, only. The other solution relies on a special network interface, with duplicated microprocessor interface, that supports internal replication of the node, transparently. In this case, fail-silence can be assured both in the time and value domain since transmissions are carried out only if both internal nodes agree on the transmission instant and message contents. This solution is well adapted for use in the masters but it can also be used, if desired, in slave nodes

Design of automotive X-by-Wire systems

http://www.taylorandfrancis.com/X-by-Wire is a generic term referring to the replacement of mechanical or hydraulic systems, such as braking or steering, by electronic ones. In this chapter, we analyze the real-time and dependability constraints of X-by-Wire systems, review the fault-tolerant services that are needed and the communication protocols (TTP/C, FlexRay and TTCAN) considered for use in such systems. Using a Steer-by-Wire case-study, we detail the design principles and verification methods that can be used to ensure the stringent constraints of X-by-Wire systems

Integrated timing verification for distributed embedded real-time systems

More and more parts of our lives are controlled by software systems that are usually not recognised as such. This is due to the fact that they are embedded in non-computer systems, like washing machines or cars. A modern car, for example, is controlled by up to 80 electronic control units (ECU). Most of these ECUs do not just have to fulfil functional correctness requirements but also have to execute a control action within a given time bound. An airbag, for example, does not work correctly if it is triggered a single second too late. These so-called real-time properties have to be verified for safety-critical systems as well as for non-safety-critical real-time systems. The growing distribution of functions over several ECUs increases the amount of complex dependencies in the entire automotive system. Therefore, an integrated approach for timing verification on all development levels (System, ECU, Software, etc.) and in all development phases is necessary. Today's most often used timing analysis method - the timing measurement of a system under test - is insufficient in many respects. First of all, it is very unlikely to find the actual worst-case response times this way. Furthermore, only the consequences of time consumption can thus be detected but not the potentially very complex causes for the consumption itself. The complexity of timing behaviour is one reason for the often late and thus expensive detection of timing problems in the development process. In contrast to measurement with the mentioned drawbacks, there is the static timing verification which exists since many years and is applicable with commercial tools. This thesis studies the current problems of industrial applicability of the static timing analysis (effort, imprecision, over-estimation, etc.) and solves them by process integration and the development of new analysis methods. In order to show the real benefit of the proposed methods, the approach will be demonstrated using an industrial example at every development stage.Unser tägliches Leben wird immer stärker von Software-Systemen durchdrungen, die oftmals nicht als solche wahrgenommen werden, da sie in Nicht-Computer-Systeme (Waschmaschinen, Autos, usw.) eingebettet sind. So arbeiten in einem aktuellen PKW bis zu 80 Steuergeräte. Diese müssen in vielen Fällen nicht nur funktional korrekt arbeiten, sondern eine geforderte Berechnung auch innerhalb vorgegebener Zeitschranken ausführen. Ein Airbag erfüllt seine Aufgabe beispielsweise nicht, wenn er auch nur eine Sekunde zu spät ausgelöst wird. Die so genannten Echtzeiteigenschaften müssen für sicherheitskritische Anwendungen und soweit wie möglich auch für alle anderen Echtzeitsysteme, abgesichert werden. Insbesondere sorgt die steigende Verteilung von Funktionen über mehrere Steuergeräte hinweg zunehmend für komplexe Abhängigkeiten im gesamten Fahrzeugsystem. Dies macht eine im Entwicklungsprozess und auf allen Abstraktionsebenen der Entwicklung (System, Steuergeräte, Software, usw.) durchgängige Methodik der Zeitverifikation notwendig. Das heute übliche Verfahren der Zeitmessung von Systemen während der Testdurchführung ist in vielerlei Hinsicht ungenügend. Zum einen werden die tatsächlichen Grenzwerte nur mit sehr geringer Wahrscheinlichkeit erreicht. Zum anderen werden auf diese Weise nur die Auswirkungen von Zeitverbräuchen gemessen, nicht aber deren Ursachen analysiert, die möglicherweise sehr komplex sein können. Dies führt auch dazu, dass Probleme erst spät im Entwicklungsprozess erkannt und folglich nur mit hohen Kosten behoben werden können. Neben den Zeitmessungen mit den genannten Nachteilen gibt es die statische Zeitverifikation. Diese ist bereits seit vielen Jahren bekannt und auch über entsprechende Werkzeuge einsetzbar. In der vorliegenden Dissertation werden die Probleme der industriellen Anwendbarkeit der statischen Zeitverifikation (Aufwand, Ungenauigkeit, Überschätzung, usw.) untersucht und mit einer durchgängigen Prozessintegration sowie der Entwicklung neuer Analyse-Methoden gelöst. Der hier vorgestellte Ansatz wird deshalb in jedem Schritt mit einem Beispiel aus der Industrie dargestellt und geprüft

Design and validation process of in-vehicle embedded electronic systems

In-vehicle electronic embedded systems are realized through complex distributed architectures. They have to provide a level of quality of service fixed by the market, the safety requirements, the cost requirements. Therefore their development and their production have to be based on a suitable methodology including their modelling, validation, optimisation and test. In this chapter, we identify the main characteristics of such systems. We introduce an ADL (Architecture Description Language), termed EAST-ADL that supports their description at each step of the development process. Finally, we present how to prove some properties on a suited model of an operational architecture described in this language