Approaching certification of complex systems

Nicholas Mc Guire, Imanol Allende
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引用次数: 3

Abstract

Safety being a system property and not an element property means that novel systems need to be treated as ”oneof”. Only after we gained adequate experience in context of a few (probably dozen) such complex system will common ”baseline” argument emerge. Trying to build ”out-of-context” elements certainly is either not feasible at all or would, if feasible, not simplify anything, since all possible states would need to be considered. In the case of, for example, the Linux kernel, the sheer amount of such states would completely overstrain such an approach. Applying route 3S assessment of non-compliant development while managing the extensive tailoring of measures, techniques and processes, seems to us to be the most promising path towards for safe complex systems.
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接近复杂系统的认证
安全是一个系统属性,而不是一个元素属性,这意味着新系统需要被视为“其中之一”。只有当我们在几个(可能是几十个)这样复杂的系统中获得足够的经验后,才会出现共同的“基线”论点。尝试构建“脱离上下文”的元素当然要么根本不可行,要么即使可行,也不会简化任何事情,因为需要考虑所有可能的状态。例如,在Linux内核的情况下,这种状态的绝对数量将使这种方法不堪重负。在我们看来,在管理措施、技术和流程的广泛裁剪的同时,应用路线3S评估不合规开发,似乎是通往安全复杂系统的最有希望的途径。
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PyTorchFI: A Runtime Perturbation Tool for DNNs AI Safety Landscape From short-term specific system engineering to long-term artificial general intelligence DSN-W 2020 TOC Approaching certification of complex systems Exploring Fault Parameter Space Using Reinforcement Learning-based Fault Injection
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