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A HOLISTIC APPROACH TO COMPOSITES QUALITY USING ARTIFICIAL INTELLIGENCE-ENABLED AUTOMATIC INSPECTION

机译:使用人工智能启用的自动检查来实现复合材料的整体方法

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The advent of automatic inspection in composites fabrication has led to great progress in inspection speed and quality, and generates a large quantity of inspection data, which can serve as a rich data source for closed-loop manufacturing. These advances represent only the first wave of innovation made feasible by this technology. Not only is automatic inspection capable of quickly verifying key features of each ply in a large component, it also can be leveraged to inspect a multitude of material, process and component attributes not included in current quality programs. By viewing inspection as part of a holistic quality solution, fabricators can transition to an approach in which they monitor in-process key performance indicators (KPIs) and adjust process parameters in real time to reduce non-conformance events. Artificial intelligence is a critical enabling technology, speeding the development of analysis algorithms for each attribute, and also employing inspection data for Deep Learning and continuous process improvement. This paper explores the range of attributes that automatic inspection may monitor, the method for incorporating this new level of monitoring into a holistic quality approach, and the ways in which a holistic quality program might advance the state of the art in composites fabrication.
机译:复合材料制造中自动检测的出现导致检查速度和质量的巨大进展,并产生大量的检查数据,可作为闭环制造的丰富数据源。这些进步仅代表了这项技术可行的第一波创新浪潮。不仅可以在大型部件中快速验证每个帘布层的关键特征的自动检查,也可以利用,检查当前质量节目中不包含的多种材料,过程和组件属性。通过查看检查作为整体质量解决方案的一部分,制造商可以转换到它们监控过程中的方法(KPI)并实时调整过程参数以减少不合格事件。人工智能是一项关键的启用技术,加速每个属性的分析算法的开发,以及采用深度学习和连续过程改进的检验数据。本文探讨了自动检查可能监测的属性范围,将该新级别的监测水平掺入整体质量方法的方法,以及整体质量计划在复合材料制造中提高现有技术的方式。

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