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Mobile Robot for Object Detection using an IoT System

机译:使用物联网系统进行物体检测的移动机器人

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The Internet of Things (IoT) is a technological revolutionary paradigm which has enabled communication with a wide number of devices through the Internet. In this paper we present the design of a mobile robot which uses an Internet of Things architecture to be controlled remotely. This robot includes a camera which is used to obtain landscape images from the mobile robot. A web server allows to store the commands to control the movements of the mobile robot in a MySQL database as well as the transmission of commands between the server and the mobile robot; by using web pages with PHP and an Android APP. Our electronic system is based on WiFi Module ESP8266 which offers advantages to incorporate open software architectures. The landscape images are processed in a computer using python and machine learning libraries to identify interesting objects on the images. The machine learning algorithms recognise on the landscape images two type of objects classes: agave plants and stones. We use a convolutional neural network for the object detection known as You Only Look Once (YOLO) which achieves 81.2% of accuracy for recognising both classes.
机译:物联网(IoT)是一项技术革命性的范例,已使通过Internet与众多设备进行通信成为可能。在本文中,我们介绍了一种移动机器人的设计,该机器人使用物联网架构进行远程控制。该机器人包括一个摄像头,用于从移动机器人获取风景图像。 Web服务器允许在MySQL数据库中存储命令以控制移动机器人的移动以及服务器与移动机器人之间的命令传输;通过将网页与PHP和Android APP结合使用。我们的电子系统基于WiFi模块ESP8266,它具有整合开放软件架构的优势。使用python和机器学习库在计算机上处​​理风景图像,以识别图像上有趣的对象。机器学习算法在风景图像上识别两种类型的对象类别:龙舌兰植物和石头。我们将卷积神经网络用于被称为“一次只看一次”(YOLO)的目标检测,在识别这两个类别时都可以达到81.2%的准确性。

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