重申:基于模型的混合动力系统修复,以提高弹性

L. V. Nguyen, G. Mohan, James Weimer, O. Sokolsky, Insup Lee, R. Alur
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引用次数: 1

摘要

基于模型的设计为帮助开发人员以系统的方式构建可靠和安全的网络物理系统提供了一种很有前途的方法。在这种方法中,设计人员首先用数学上精确的语义为所设计的系统构建一个模型,然后在从模型生成实现之前,对正确性需求进行广泛的分析。然而,随着新的漏洞被发现,以确保弹性为目标的需求不断发展。目前缺乏一种廉价的、能够有效地修复初始设计的自动化软件,并且基于模型的系统开发人员经常需要从头开始重新设计和重新实现系统。在本文中,我们提出了一种新的方法以及一个名为重申的MATLAB软件,以促进基于模型的修复,以提高网络物理系统的弹性。再确认以Simulink/Stateflow图建模的原始混合系统为输入,以模型转换脚本指定的给定弹性模式为输入,以信号时序逻辑公式表示的安全需求为输入,输出满足需求的修复模型。该工具包括两个主要模块,模型转换和模型综合。当后一个组件构建在伪造工具Breach之上时,为了实现前一个组件,我们为混合系统引入了一种新的模型转换语言,我们称之为HATL,以允许设计人员指定弹性模式。为了评估所提出的方法,我们使用重申来自动合成四个不同案例研究的修复模型。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
REAFFIRM: Model-Based Repair of Hybrid Systems for Improving Resiliency
Model-based design offers a promising approach for assisting developers to build reliable and secure cyber-physical systems in a systematic manner. In this methodology, a designer first constructs a model, with mathematically precise semantics, of the system under design, and performs extensive analysis with respect to correctness requirements before generating the implementation from the model. However, as new vulnerabilities are discovered, requirements evolve aimed at ensuring resiliency. There is currently a shortage of an inexpensive, automated software that can effectively repair the initial design, and a model-based system developer regularly needs to redesign and reimplement the system from scratch. In this paper, we propose a new methodology along with a MATLAB software called REAFFIRM to facilitate the model-based repair for improving the resiliency of cyber-physical systems. REAFFIRM takes as inputs 1) an original hybrid system modeled as a Simulink/Stateflow diagram, 2) a given resiliency pattern specified as a model transformation script, and 3) a safety requirement expressed as a Signal Temporal Logic formula, and outputs a repaired model which satisfies the requirement. The tool consists of two main modules, model transformation followed by model synthesis. While the latter component is built on top of the falsification tool Breach, to implement the former, we introduce a new model transformation language for hybrid systems, which we call HATL, to allow a designer to specify resiliency patterns. To evaluate the proposed approach, we use REAFFIRM to automatically synthesize the repaired models of four different case studies.
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