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Digitisation of manual composite layup task knowledge using gaming technology

机译:使用游戏技术将人工合成上篮任务知识数字化

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Increased market demand for composite products and shortage of expert laminators is compelling the composite industry to explore ways to acquire layup skills from experts and transfer them to novices and eventually to machines. There is a lack of holistic methods in literature for capturing composite layup skills especially involving complex moulds. This research aims to develop an informatics-based method, enabled by consumer-grade gaming technology and machine learning, to capture and digitise manufacturing task knowledge from skill-intensive hand layup. The digitisation is underpinned by the proposed human-workpiece interaction theory and implemented to automatically extract and decode key knowledge constituents such as layup strategies, ply manipulation techniques, motion mechanics and problem-solving during hand layup, collectively categorised as layup skills. The significance of this research is its potential to facilitate cost-effective transfer of skills from experts to novices, real-time automated supervision of hand layup and automation of layup tasks in the future. (C) 2017 The Authors. Published by Elsevier Ltd. This is an open access article under the CC BY license.
机译:对复合产品的市场需求增加以及专家覆膜机的短缺,正迫使复合材料行业探索从专家那里获得铺叠技术并将其转移到新手并最终转移到机器的方法。文献中缺乏用于获取复合铺层技术(尤其是涉及复杂模具)的整体方法。这项研究的目的是开发一种基于信息学的方法,该方法可通过消费者级游戏技术和机器学习来实现,以捕获和数字化来自技能密集型上手的制造任务知识。数字化以提出的人机交互理论为基础,并被实现为自动提取和解码关键知识成分,如上叠策略,层操纵技术,运动力学和手叠过程中的问题解决能力,这些知识集体归类为上叠技能。这项研究的意义在于,它有可能促进以成本效益的方式将技能从专家转移到新手,在将来自动实时进行手工铺贴监督和铺贴任务自动化。 (C)2017作者。由Elsevier Ltd.发行。这是CC BY许可下的开放访问文章。

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