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From offline toward real-time : a hybrid systems model checking and CPS co-design approach for medical device plug-and-play (MDPnP)

机译:从离线到实时:用于医疗设备即插即用(MDPnP)的混合系统模型检查和CPS协同设计方法

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摘要

Hybrid systems model checking is a great success in guaranteeing the safety of computerized control cyber-physical systems (CPS). However, when applying hybrid systems model checking to Medical Device Plug-and-Play(MDPnP) CPS, we encounter two challenges due to the complexity of human body: i) there are no good offline differential equation based models for many human body parameters, ii) the complexity of human body can result in many variables, complicating the system model. In an attempt to address the challenges, we propose to alter the traditional approach of offline hybrid systems model checking of time-unbounded (i.e., long-run) future behavior to online hybrid systems model checking of time-bounded (i.e., short-run) future behavior. According to this proposal, online model checking runs as a real-time task to prevent faults. To meet the real-time requirements, certain design patterns must be followed, which brings up the co-design issue. We propose two sets of system co-design patterns for hard real-time and soft real-time respectively. To evaluate our proposals, a case study on laser tracheotomy MDPnP is carried out. The study shows the necessity of online model checking. Furthermore, test results based on real-world human subject trace show the feasibility and effectiveness of our proposed co-design.
机译:混合系统模型检查在确保计算机控制的网络物理系统(CPS)的安全性方面取得了巨大的成功。但是,将混合系统模型检查应用于医疗设备即插即用(MDPnP)CPS时,由于人体的复杂性,我们遇到了两个挑战:i)对于许多人体参数,没有基于离线微分方程的良好模型, ii)人体的复杂性可能导致许多变量,使系统模型复杂化。为了应对挑战,我们建议将对时间无限制(即长期运行)的未来行为的离线混合系统模型检查的传统方法更改为对时间有限(即短期运行)的在线混合系统模型检查的方法)未来的行为。根据该建议,在线模型检查是一项实时任务,可以防止出现故障。为了满足实时要求,必须遵循某些设计模式,这带来了协同设计问题。我们建议分别针对硬实时和软实时的两组系统协同设计模式。为了评估我们的建议,对激光气管切开术MDPnP进行了案例研究。研究显示了在线模型检查的必要性。此外,基于现实世界中人类受试者踪迹的测试结果表明了我们提出的协同设计的可行性和有效性。

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