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首页> 外文期刊>The International Journal of Advanced Manufacturing Technology >An intelligent framework for modelling and simulation of artificial neural networks (ANNs) based on augmented reality
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An intelligent framework for modelling and simulation of artificial neural networks (ANNs) based on augmented reality

机译:基于增强现实的人工神经网络(ANNS)建模和模拟智能框架

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摘要

The digitalization of industry is targeting at the integration of artificial intelligence (AI) in manufacturing systems, for delivering intelligent machinery. Although AI seems a long-term target, similar enabling technologies such as artificial neural networks (ANNs) have been introduced. Despite that ANNs are inspired by the human brain's functioning, understanding how they work and training them is a challenging task, requiring engineers with advanced math and coding skills. On the contrary, augmented reality (AR) is a cutting-edge digital technology, enabling the registration of 3D content on the physical environment, thus enhancing user's perception in a growing variety of scientific fields. Therefore, this research work aims at the design and development of an AR-based framework that facilitates the conceptualization of an ANN through AR, assists engineers train efficient ANN and moreover share knowledge through suitable communication channels. Finally, the framework can handle datasets with the use of cloud services.
机译:行业的数字化是在制造系统中融入人工智能(AI)的集成,用于提供智能机械。虽然AI似乎是长期的目标,但是已经介绍了类似的能力技术,例如人工神经网络(ANNS)。尽管Anns受到人类大脑的运作,但了解他们如何工作和培训它们是一个具有挑战性的任务,要求工程师进行高级数学和编码技巧。相反,增强现实(AR)是一种尖端的数字技术,可以在物理环境中登记3D内容,从而提高用户在越来越多的科学领域的看法。因此,这项研究工作旨在实现基于AR的框架的设计和开发,这促进了ANN通过AR的概念化,协助工程师培训高效ANN,而且通过合适的沟通渠道培训知识。最后,框架可以使用云服务处理数据集。

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