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Timed-automata based method for synthesizing diagnostic tests in batch processes

机译:基于定时自动机的批处理过程诊断测试综合方法

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摘要

Hardware failures are inevitable but random events in the useful life of any batch chemical plant. If these incidents are not efficiently diagnosed, the consequences can be very serious. In general, two design measures may be implemented offline to enhance the overall diagnostic performance, i.e., installing sensors and/or stipulating test plans for online implementations. Since the former has already been studied extensively, the present study focuses only upon the latter. In a recent work, Kang and Chang (2014) proposed an effective method to conjecture diagnostic tests using the untimed automata. However, due to a lack of time-tracking mechanisms, the failure-induced behaviours cannot always be characterized adequately with such models. A systematic procedure-synthesis strategy is therefore developed in the present study by making use of the timed automata and the model-checking capabilities of existing software, e.g., UPPAAL (Behrmann et al., 2006). All component models are first constructed, and all possible fault propagation scenarios and their observable event traces (OETs) are next enumerated exhaustively. The optimal test plan for every OET can then be established by generating the supervisory controller to improve diagnostic resolution. Extensive case studies have also been carried out in this work to confirm the validity and effectiveness of the proposed approach.
机译:硬件故障是不可避免的,但是在任何批量化工厂的使用寿命中都是随机事件。如果这些事件没有得到有效诊断,后果将非常严重。通常,可以离线实施两种设计措施以增强总体诊断性能,即,安装传感器和/或规定用于在线实施的测试计划。由于前者已被广泛研究,因此本研究仅关注后者。在最近的工作中,Kang和Chang(2014)提出了一种有效的方法,可以使用非定时自动机来猜想诊断测试。但是,由于缺少时间跟踪机制,因此使用此类模型无法始终充分表征故障导致的行为。因此,在本研究中,通过使用定时自动机和现有软件(例如UPPAAL)的模型检查功能,开发了系统的过程合成策略(Behrmann等,2006)。首先构建所有组件模型,然后穷举列举所有可能的故障传播方案及其可观察的事件跟踪(OET)。然后可以通过生成监督控制器来建立每个OET的最佳测试计划,以提高诊断分辨率。在这项工作中还进行了广泛的案例研究,以确认所提出方法的有效性和有效性。

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