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Modeling and Verification of a Dual Chamber Implantable Pacemaker

机译:双腔植入式起搏器的建模与验证

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The design and implementation of software for medical de vices is challenging due to their rapidly increasing functionality and the tight coupling of computation, control, and communication. The safety critical nature and the lack of existing industry standards for verification, make this an ideal domain for exploring applications of formal modeling and analysis. In this study, we use a dual chamber implantable pace maker as a case study for modeling and verification of control algorithms for medical devices in UPPAAL. We begin with detailed models of the pacemaker, based on the specifications and algorithm descriptions from Boston Scientific. We then define the state space of the closed-loop sys tem based on its heart rate and developed a heart model which can non deterministically cover the whole state space. For verification, we first specify unsafe regions within the state space and verify the closed-loop system against corresponding safety requirements. As stronger assertions are attempted, the closed-loop unsafe state may result from healthy open loop heart conditions. Such unsafe transitions are investigated with two clinical cases of Pacemaker Mediated Tachycardia and their correspond ing correction algorithms in the pacemaker. Along with emerging tools for code generation from UPPAAL models, this effort enables model driven design and certification of software for medical devices.
机译:由于医疗设备软件的功能快速增加以及计算,控制和通信的紧密结合,因此设计和实现用于医疗设备的软件具有挑战性。安全性至关重要,并且缺乏现有的验证行业标准,这使其成为探索形式化建模和分析应用程序的理想领域。在这项研究中,我们使用双腔植入式起搏器作为案例研究,以对UPPAAL中医疗设备的控制算法进行建模和验证。我们将基于Boston Scientific的规格和算法说明,从起搏器的详细模型开始。然后,我们根据其心率定义闭环系统的状态空间,并开发了一种心脏模型,该模型无法确定性地覆盖整个状态空间。为了进行验证,我们首先在状态空间内指定不安全区域,然后根据相应的安全要求验证闭环系统。当尝试更强的断言时,健康的开环心脏状况可能导致闭环不安全状态。使用Pacemaker介导的心动过速的两个临床案例及其在起搏器中的相应校正算法,研究了这种不安全的过渡。借助新兴的工具来从UPPAAL模型生成代码,这项工作使模型驱动的设计和医疗设备软件的认证成为可能。

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