Neural controller of autonomous driving mobile robot by an embedded camera

Hajer Omrane, M. Masmoudi, M. Masmoudi
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引用次数: 5

Abstract

The purpose of this paper is to build an autonomous RC Car that uses Artificial Neural Network (ANN) for control. It describes the theory behind the neural network and autonomous vehicles, and how a prototype with a camera as its only input can be designed to test and evaluate the algorithm capabilities. The ANN is a good algorithm that could help recognize patterns in an image, it can with a training set, containing 2000 images, classify an image with 96% of accuracy rate. The main contribution of this paper consists in using a single camera for navigation, possibly for obstacle avoidance.
基于嵌入式摄像头的自主驾驶移动机器人神经控制器
本文的目的是构建一种使用人工神经网络(ANN)进行控制的自动遥控汽车。它描述了神经网络和自动驾驶汽车背后的理论,以及如何设计一个摄像头作为唯一输入的原型来测试和评估算法的能力。人工神经网络是一种很好的识别图像模式的算法,它可以在包含2000张图像的训练集上对图像进行分类,准确率达到96%。本文的主要贡献在于使用单个相机进行导航,可能用于避障。
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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