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Formalization of Heart Models Based on the Conduction of Electrical Impulses and Cellular Automata

机译:基于电脉冲和细胞自动机传导的心脏模型的形式化

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Tools and techniques based on formal methods have been recognized as a promising approach to supporting the process of verification and validation of critical systems in the early stages of their development. In particular, medical devices are very prone to showing unexpected system behaviour in operation because of the stochastic nature of the systems and when traditional methods are used for system testing. Device-related problems have been responsible for a large number of serious injuries. Officials of the US Food and Drug Administration (FDA) have found that many deaths and injuries related to these devices are caused by flaws in product design and engineering. Cardiac pacemakers and implantable cardioverter-defibrillators (ICDs) are the most critical of these medical devices, requiring closed-loop modelling (integrated system and environment modelling) for verification purposes before obtaining a certificate from the certification bodies. No technique is available to provide environment modelling for verifying the developed system models. This paper presents a methodology for modelling a biological system, such as the heart, to enable modelling in a biological environment. The heart model is based mainly on electrocardiography analysis, which models the heart system at the cellular level. The main objective of this methodology is to model the heart system and integrate it with a model of a medical device such as a cardiac pacemaker to specify a closed-loop model. To build an environment model for a closed-loop system is currently an open problem. The industry has long sought such an approach to validating a system model in a virtual biological environment. Our approach involves a pragmatic combination of formal specifications of the system and the biological environment to model a closed-loop system that enables verification of the correctness of the system and helps to improve the quality of the system.
机译:基于形式化方法的工具和技术已被公认为是在关键系统开发的早期阶段支持关键系统的验证和确认过程的有前途的方法。特别是,由于系统的随机性以及将传统方法用于系统测试时,医疗设备非常容易在运行中显示出意外的系统行为。与设备相关的问题已导致大量严重伤害。美国食品和药物管理局(FDA)的官员发现,与这些设备相关的许多伤亡是由于产品设计和工程中的缺陷引起的。心脏起搏器和植入式心脏除颤器(ICD)是这些医疗设备中最关键的部分,在从认证机构获得证书之前,需要进行闭环建模(系统和环境集成建模)以进行验证。没有可用的技术来提供用于验证开发的系统模型的环境建模。本文介绍了一种用于对诸如心脏之类的生物系统进行建模的方法,以能够在生物环境中进行建模。心脏模型主要基于心电图分析,该分析在细胞水平上对心脏系统进行建模。该方法的主要目标是对心脏系统进行建模,并将其与医疗设备(例如心脏起搏器)的模型集成以指定闭环模型。为闭环系统建立环境模型目前是一个开放的问题。业界长期以来一直在寻求在虚拟生物环境中验证系统模型的方法。我们的方法涉及系统形式规范和生物环境的实用组合,以对闭环系统进行建模,从而能够验证系统的正确性并有助于提高系统的质量。

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