The Use of Neural Networks for the Technological Objects Recognition Tasks in Computer-Integrated Manufacturing

O. Chala, Artem Bronnikov, N. Igor, D. Mospan
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Abstract

This work is devoted to the actual topic of neural networks using for the technological objects recognition tasks in computer-integrated manufacturing. In the work, a study for the transport technological objects recognition using a neural network was carried out. This study contains a neural network without and with the convolutional layers usage in architecture, as well as experiments on neural networks training depends on the number of iterations. The practical implementation of this work is the possibility of the developed software usage on portable mobile devices, as well as training on remote servers, which makes it possible to use this software even on devices with minimal technical requirements.
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神经网络在计算机集成制造中技术对象识别任务中的应用
本工作致力于将神经网络应用于计算机集成制造中技术对象识别任务的实际课题。在工作中,对基于神经网络的运输技术目标识别进行了研究。本研究包含了无卷积层和有卷积层的神经网络在架构上的应用,以及基于迭代次数的神经网络训练实验。这项工作的实际实施是开发的软件可以在便携式移动设备上使用,以及在远程服务器上进行培训,这使得即使在技术要求最低的设备上也可以使用该软件。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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