模糊Petri网人工智能诊断方法综述

M. Monnin, Daniel Racoceanu, N. Zerhouni
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引用次数: 1

摘要

本文研究了使用人工智能工具的辅助诊断系统。这种系统在一个不确定的工业环境,特别是灵活的生产系统中是非常有趣的。概述了最重要的人工智能诊断工具。对于每种工具,我们重点介绍了诊断原理及其优缺点。这使我们能够提取出诊断工具应该满足的四个要点。利用这些结果,我们提出了一种基于模糊Petri网的工具,该工具允许使用易于构建的模型进行诊断,并考虑到维护知识的不确定性。该工具提供了有效定位和表征故障起源的故障传播系统的溯因方法。我们将我们的工具应用于灵活系统诊断的一个说明性示例。
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Overview on diagnosis methods using artificial intelligence application of fuzzy Petri nets
This paper studies diagnosis-aid systems that use artificial intelligence tools. This kind of system is very interesting in an uncertain industrial environment, especially flexible production systems. An overview of the most important artificial intelligence diagnosis tools is given. For each tool, we focus on diagnosis principles and its advantages and disadvantages. That allows us to extract four important points that a diagnosis tool should fulfil. Using these results, we propose a tool based on fuzzy Petri nets which allows to make a diagnosis using a model that is easy to build and that takes into account the uncertainties of maintenance knowledge. This tool provides abductive approaches of a fault propagation system with efficient localization and characterization of the fault origin. We apply our tool to an illustrative example of flexible system diagnosis.
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