开发一个用于生成红外热成像图像数据库的应用程序

Luís Eduardo Silva Borges, Henrique Coelho Fernandes
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引用次数: 0

摘要

重新开始近年来,利用红外热成像技术进行复合材料缺陷检测以及利用深度神经网络辅助检测的研究迅速发展。考虑到这一点,并考虑到热像仪的高成本,目前的工作旨在开发一个与真实图像相似的人工数据库,以帮助在复合材料的学术研究中更便宜地使用这些形式的人工智能。为此,使用了COMSOL软件,该软件通过有限元方法进行模拟,如果结构良好,除了便于创建简化与模型交互的应用程序外,还可以获得可靠的结果。该项目产生了一个应用程序,可以方便地获取不同的图像来训练神经网络。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
DESENVOLVIMENTO DE UMA APLICAÇÃO PARA A GERAÇÃO DE UM BANCO DE DADOS DE IMAGENS DE TERMOGRAFIA INFRAVERMELHA
Resume. The number of researches in the area of defect detection in composite materials via infrared thermography and the use of deep neurais networks to assist in them has grown rapidly in recent years. With this in mind, and bearing in mind the high cost of thermographic cameras, the present work aims to develop an artificial database with images that resemble the real ones to help and make cheaper the use of these forms of artificial intelligence during academic research on composite materials. For this purpose, the COMSOL software was used, which through simulations, via finite element methods, makes it possible to obtain reliable results if well structured, in addition to facilitating the creation of an application that simplifies the interaction with the model. The project resulted in an application that facilitates obtaining different images to train neurais networks.
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