Aspect-oriented fault tolerance for real-time embedded systems

Real-time embedded systems for safety-critical applications have to introduce fault tolerance mechanisms in order to cope with hardware and software errors. Fault tolerance is usually applied by means of redundancy and diversity. Redundant hardware implies the establishment of a distributed system executing a set of fault tolerance strategies by software, and may also employ some form of diversity, by using different variants or versions for the same processing. This paper describes our approach to introduce fault tolerance in distributed embedded systems applications, using aspect-oriented programming (AOP). A real-time operating system sup-porting middleware thread communication was integrated to a fault tolerant framework. The introduction of fault tolerance in the system is performed by AOP at the application thread level. The advantages of this approach include higher modularization, less efforts for legacy systems evolution and better configurability for testing and product line development. This work has been tested and evaluated successfully in several fault tolerant configurations and presented no significant performance or memory footprint costs.Fundação para a Ciência e a Tecnologia (FCT

Application-level fault tolerance in real-time embedded systems

Critical real-time embedded systems need to make use of fault tolerance techniques to cope with operation time errors, either in hardware or software. Fault tolerance is usually applied by means of redundancy and diversity. Redundant hardware implies the establishment of a distributed system executing a set of fault tolerance strategies by software, and may also employ some form of diversity, by using different variants or versions for the same processing. This work proposes and evaluates a fault tolerance framework for supporting the development of dependable applications. This framework is build upon basic operating system services and middleware communications and brings flexible and transparent support for application threads. A case study involving radar filtering is described and the framework advantages and drawbacks are discussed.Fundação para a Ciência e a Tecnologia (FCT

Operating system fault tolerance support for real-time embedded applications

Tese de doutoramento em Electrónica Industrial (ramo de conhecimento em Informática Industrial)Fault tolerance is a means of achieving high dependability for critical and highavailability systems. Despite the efforts to prevent and remove faults during the development of these systems, the application of fault tolerance is usually required because the hardware may fail during system operation and software faults are very hard to eliminate completely. One of the difficulties in implementing fault tolerance techniques is the lack of support from operating systems and middleware. In most fault tolerant projects, the programmer has to develop a fault tolerance implementation for each application. This strong customization makes the fault-tolerant software costly and difficult to implement and maintain. In particular, for small-scale embedded systems, the introduction of fault tolerance techniques may also have impact on their restricted resources, such as processing power and memory size. The purpose of this research is to provide fault tolerance support for real-time applications in small-scale embedded systems. The main approach of this thesis is to develop and integrate a customizable and extendable fault tolerance framework into a real-time operating system, in order to fulfill the needs of a large range of dependable applications. Special attention is taken to allow the coexistence of fault tolerance with real-time constraints. The utilization of the proposed framework features several advantages over ad-hoc implementations, such as simplifying application-level programming and improving the system configurability and maintainability. In addition, this thesis also investigates the application of aspect-oriented techniques to the development of real-time embedded fault-tolerant software. Aspect- Oriented Programming (AOP) is employed to modularize all fault tolerant source code, following the principle of separation of concerns, and to integrate the proposed framework into the operating system. Two case studies are used to evaluate the proposed implementation in terms of performance and resource costs. The results show that the overheads related to the framework application are acceptable and the ones related to the AOP implementation are negligible.Tolerância a falhas é um meio de obter-se alta confiabilidade para sistemas críticos e de elevada disponibilidade. Apesar dos esforços para prevenir e remover falhas durante o desenvolvimento destes sistemas, a aplicação de tolerância a falhas é normalmente necessária, já que o hardware pode falhar durante a operação do sistema e falhas de software são muito difíceis de eliminar completamente. Uma das dificuldades na implementação de técnicas de tolerância a falhas é a falta de suporte por parte dos sistemas operativos e middleware. Na maioria dos projectos tolerantes a falhas, o programador deve desenvolver uma implementação de tolerância a falhas para cada aplicação. Esta elevada adaptação torna o software tolerante a falhas dispendioso e difícil de implementar e manter. Em particular, para sistemas embebidos de pequena escala, a introdução de técnicas de tolerância a falhas pode também ter impacto nos seus restritos recursos, tais como capacidade de processamento e tamanho da memória. O propósito desta tese é prover suporte à tolerância a falhas para aplicações de tempo real em sistemas embebidos de pequena escala. A principal abordagem utilizada nesta tese foi desenvolver e integrar uma framework tolerante a falhas, customizável e extensível, a um sistema operativo de tempo real, a fim de satisfazer às necessidades de uma larga gama de aplicações confiáveis. Especial atenção foi dada para permitir a coexistência de tolerância a falhas com restrições de tempo real. A utilização da framework proposta apresenta diversas vantagens sobre implementações ad-hoc, tais como simplificar a programação a nível da aplicação e melhorar a configurabilidade e a facilidade de manutenção do sistema. Além disto, esta tese também investiga a aplicação de técnicas orientadas a aspectos no desenvolvimento de software tolerante a falhas, embebido e de tempo real. A Programação Orientada a Aspectos (POA) é empregada para segregar em módulos isolados todo o código fonte tolerante a falhas, seguindo o princípio da separação de interesses, e para integrar a framework proposta com o sistema operativo. Dois casos de estudo são utilizados para avaliar a implementação proposta em termos de desempenho e utilização de recursos. Os resultados mostram que os acréscimos de recursos relativos à aplicação da framework são aceitáveis e os relativos à implementação POA são insignificantes

ADAFT: A RESOURCE-EFFICIENT FRAMEWORK FOR ADAPTIVE FAULT-TOLERANCE IN CYBER-PHYSICAL SYSTEMS

Cyber-physical systems frequently have to use massive redundancy to meet application requirements for high reliability. While such redundancy is required, it can be activated adaptively, based on the current state of the controlled plant. Most of the time the physical plant is in a state that allows for a lower level of fault-tolerance. Avoiding the continuous deployment of massive fault-tolerance will greatly reduce the workload of CPSs. In this dissertation, we demonstrate a software simulation framework (AdaFT) that can automatically generate the sub-spaces within which our adaptive fault-tolerance can be applied. We also show the theoretical benefits of AdaFT, and its actual implementation in several real-world CPSs

병렬 및 분산 임베디드 시스템을 위한 모델 기반 코드 생성 프레임워크

학위논문(박사)--서울대학교 대학원 :공과대학 컴퓨터공학부,2020. 2. 하순회.소프트웨어 설계 생산성 및 유지보수성을 향상시키기 위해 다양한 소프트웨어 개발 방법론이 제안되었지만, 대부분의 연구는 응용 소프트웨어를 하나의 프로세서에서 동작시키는 데에 초점을 맞추고 있다. 또한, 임베디드 시스템을 개발하는 데에 필요한 지연이나 자원 요구 사항에 대한 비기능적 요구 사항을 고려하지 않고 있기 때문에 일반적인 소프트웨어 개발 방법론을 임베디드 소프트웨어를 개발하는 데에 적용하는 것은 적합하지 않다. 이 논문에서는 병렬 및 분산 임베디드 시스템을 대상으로 하는 소프트웨어를 모델로 표현하고, 이를 소프트웨어 분석이나 개발에 활용하는 개발 방법론을 소개한다. 우리의 모델에서 응용 소프트웨어는 계층적으로 표현할 수 있는 여러 개의 태스크로 이루어져 있으며, 하드웨어 플랫폼과 독립적으로 명세한다. 태스크 간의 통신 및 동기화는 모델이 정의한 규약이 정해져 있고, 이러한 규약을 통해 실제 프로그램을 실행하기 전에 소프트웨어 에러를 정적 분석을 통해 확인할 수 있고, 이는 응용의 검증 복잡도를 줄이는 데에 기여한다. 지정한 하드웨어 플랫폼에서 동작하는 프로그램은 태스크들을 프로세서에 매핑한 이후에 자동적으로 합성할 수 있다. 위의 모델 기반 소프트웨어 개발 방법론에서 사용하는 프로그램 합성기를 본 논문에서 제안하였는데, 명세한 플랫폼 요구 사항을 바탕으로 병렬 및 분산 임베디드 시스템을에서 동작하는 코드를 생성한다. 여러 개의 정형적 모델들을 계층적으로 표현하여 응용의 동적 행태를 나타고, 합성기는 여러 모델로 구성된 계층적인 모델로부터 병렬성을 고려하여 태스크를 실행할 수 있다. 또한, 프로그램 합성기에서 다양한 플랫폼이나 네트워크를 지원할 수 있도록 코드를 관리하는 방법도 보여주고 있다. 본 논문에서 제시하는 소프트웨어 개발 방법론은 6개의 하드웨어 플랫폼과 3 종류의 네트워크로 구성되어 있는 실제 감시 소프트웨어 시스템 응용 예제와 이종 멀티 프로세서를 활용하는 원격 딥 러닝 예제를 수행하여 개발 방법론의 적용 가능성을 시험하였다. 또한, 프로그램 합성기가 새로운 플랫폼이나 네트워크를 지원하기 위해 필요로 하는 개발 비용도 실제 측정 및 예측하여 상대적으로 적은 노력으로 새로운 플랫폼을 지원할 수 있음을 확인하였다. 많은 임베디드 시스템에서 예상치 못한 하드웨어 에러에 대해 결함을 감내하는 것을 필요로 하기 때문에 결함 감내에 대한 코드를 자동으로 생성하는 연구도 진행하였다. 본 기법에서 결함 감내 설정에 따라 태스크 그래프를 수정하는 방식을 활용하였으며, 결함 감내의 비기능적 요구 사항을 응용 개발자가 쉽게 적용할 수 있도록 하였다. 또한, 결함 감내 지원하는 것과 관련하여 실제 수동으로 구현했을 경우와 비교하였고, 결함 주입 도구를 이용하여 결함 발생 시나리오를 재현하거나, 임의로 결함을 주입하는 실험을 수행하였다. 마지막으로 결함 감내를 실험할 때에 활용한 결함 주입 도구는 본 논문의 또 다른 기여 사항 중 하나로 리눅스 환경으로 대상으로 응용 영역 및 커널 영역에 결함을 주입하는 도구를 개발하였다. 시스템의 견고성을 검증하기 위해 결함을 주입하여 결함 시나리오를 재현하는 것은 널리 사용되는 방법으로, 본 논문에서 개발된 결함 주입 도구는 시스템이 동작하는 도중에 재현 가능한 결함을 주입할 수 있는 도구이다. 커널 영역에서의 결함 주입을 위해 두 종류의 결함 주입 방법을 제공하며, 하나는 커널 GNU 디버거를 이용한 방법이고, 다른 하나는 ARM 하드웨어 브레이크포인트를 활용한 방법이다. 응용 영역에서 결함을 주입하기 위해 GDB 기반 결함 주입 방법을 이용하여 동일 시스템 혹은 원격 시스템의 응용에 결함을 주입할 수 있다. 결함 주입 도구에 대한 실험은 ODROID-XU4 보드에서 진행하였다.While various software development methodologies have been proposed to increase the design productivity and maintainability of software, they usually focus on the development of application software running on a single processing element, without concern about the non-functional requirements of an embedded system such as latency and resource requirements. In this thesis, we present a model-based software development method for parallel and distributed embedded systems. An application is specified as a set of tasks that follow a set of given rules for communication and synchronization in a hierarchical fashion, independently of the hardware platform. Having such rules enables us to perform static analysis to check some software errors at compile time to reduce the verification difficulty. Platform-specific program is synthesized automatically after mapping of tasks onto processing elements is determined. The program synthesizer is also proposed to generate codes which satisfies platform requirements for parallel and distributed embedded systems. As multiple models which can express dynamic behaviors can be depicted hierarchically, the synthesizer supports to manage multiple task graphs with a different hierarchy to run tasks with parallelism. Also, the synthesizer shows methods of managing codes for heterogeneous platforms and generating various communication methods. The viability of the proposed software development method is verified with a real-life surveillance application that runs on six processing elements with three remote communication methods, and remote deep learning example is conducted to use heterogeneous multiprocessing components on distributed systems. Also, supporting a new platform and network requires a small effort by measuring and estimating development costs. Since tolerance to unexpected errors is a required feature of many embedded systems, we also support an automatic fault-tolerant code generation. Fault tolerance can be applied by modifying the task graph based on the selected fault tolerance configurations, so the non-functional requirement of fault tolerance can be easily adopted by an application developer. To compare the effort of supporting fault tolerance, manual implementation of fault tolerance is performed. Also, the fault tolerance method is tested with the fault injection tool to emulate fault scenarios and inject faults randomly. Our fault injection tool, which has used for testing our fault-tolerance method, is another work of this thesis. Emulating fault scenarios by intentionally injecting faults is commonly used to test and verify the robustness of a system. To emulate faults on an embedded system, we present a run-time fault injection framework that can inject a fault on both a kernel and application layer of Linux-based systems. For injecting faults on a kernel layer, two complementary fault injection techniques are used. One is based on Kernel GNU Debugger, and the other is using a hardware breakpoint supported by the ARM architecture. For application-level fault injection, the GDB-based fault injection method is used to inject a fault on a remote application. The viability of the proposed fault injection tool is proved by real-life experiments with an ODROID-XU4 system.Chapter 1 Introduction 1 1.1 Motivation 1 1.2 Contribution 6 1.3 Dissertation Organization 8 Chapter 2 Background 9 2.1 HOPES: Hope of Parallel Embedded Software 9 2.1.1 Software Development Procedure 9 2.1.2 Components of HOPES 12 2.2 Universal Execution Model 13 2.2.1 Task Graph Specification 13 2.2.2 Dataflow specification of an Application 15 2.2.3 Task Code Specification and Generic APIs 21 2.2.4 Meta-data Specification 23 Chapter 3 Program Synthesis for Parallel and Distributed Embedded Systems 24 3.1 Motivational Example 24 3.2 Program Synthesis Overview 26 3.3 Program Synthesis from Hierarchically-mixed Models 30 3.4 Platform Code Synthesis 33 3.5 Communication Code Synthesis 36 3.6 Experiments 40 3.6.1 Development Cost of Supporting New Platforms and Networks 40 3.6.2 Program Synthesis for the Surveillance System Example 44 3.6.3 Remote GPU-accelerated Deep Learning Example 46 3.7 Document Generation 48 3.8 Related Works 49 Chapter 4 Model Transformation for Fault-tolerant Code Synthesis 56 4.1 Fault-tolerant Code Synthesis Techniques 56 4.2 Applying Fault Tolerance Techniques in HOPES 61 4.3 Experiments 62 4.3.1 Development Cost of Applying Fault Tolerance 62 4.3.2 Fault Tolerance Experiments 62 4.4 Random Fault Injection Experiments 65 4.5 Related Works 68 Chapter 5 Fault Injection Framework for Linux-based Embedded Systems 70 5.1 Background 70 5.1.1 Fault Injection Techniques 70 5.1.2 Kernel GNU Debugger 71 5.1.3 ARM Hardware Breakpoint 72 5.2 Fault Injection Framework 74 5.2.1 Overview 74 5.2.2 Architecture 75 5.2.3 Fault Injection Techniques 79 5.2.4 Implementation 83 5.3 Experiments 90 5.3.1 Experiment Setup 90 5.3.2 Performance Comparison of Two Fault Injection Methods 90 5.3.3 Bit-flip Fault Experiments 92 5.3.4 eMMC Controller Fault Experiments 94 Chapter 6 Conclusion 97 Bibliography 99 요 약 108Docto

A Symbiotic Approach to Designing Cross-Layer QoS in Embedded Real-Time Systems

International audienceNowadays there is an increasing need for embedded systems to support intensive computing while maintaining traditional hard real-time and fault-tolerant properties. Extending the principle of multi-core systems, we are exploring the use of distributed processing units interconnected via a high performance mesh network as a way of supporting distributed real-time applications. Fault-tolerance can then be ensured through dynamic allocation of both computing and communication resources. We postulate that enhancing QoS (Quality of Service) for real-time applications entails the development of a cross-layer support of high-level requirements, thus requiring a deep knowledge of the underlying networks. In this paper, we propose a new simulation/emulation/experimentation framework, ERICA, for designing such a feature. ERICA integrates both a network simulator and an actual hardware network to allow implementation and evaluation of different QoS-guaranteeing mechanisms. It also supports real-software-in-the-loop, i.e. running of real applications and middleware over these networks. Each component can evolve separately or together in a symbiotic manner, also making teamwork more flexible. We present in more detail our discrete-event simulation approach and the in-silicon implementation with which we cross-check our solutions in order to bring real performance aspects to our work. We also discuss the challenges of running real-software-in-the-loop in a real-time context, i.e. how to bridge it with a network simulator, and how to deal with time consistency

DeSyRe: on-Demand System Reliability

The DeSyRe project builds on-demand adaptive and reliable Systems-on-Chips (SoCs). As fabrication technology scales down, chips are becoming less reliable, thereby incurring increased power and performance costs for fault tolerance. To make matters worse, power density is becoming a significant limiting factor in SoC design, in general. In the face of such changes in the technological landscape, current solutions for fault tolerance are expected to introduce excessive overheads in future systems. Moreover, attempting to design and manufacture a totally defect and fault-free system, would impact heavily, even prohibitively, the design, manufacturing, and testing costs, as well as the system performance and power consumption. In this context, DeSyRe delivers a new generation of systems that are reliable by design at well-balanced power, performance, and design costs. In our attempt to reduce the overheads of fault-tolerance, only a small fraction of the chip is built to be fault-free. This fault-free part is then employed to manage the remaining fault-prone resources of the SoC. The DeSyRe framework is applied to two medical systems with high safety requirements (measured using the IEC 61508 functional safety standard) and tight power and performance constraints