Vision Based Fuzzy Control Approaches for Unmanned Aerial Vehicles

M. Olivares-Méndez, P. Cervera
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引用次数: 5

Abstract

This paper proposed the use of vision based Fuzzy control approaches for autonomous navigation tasks with Unmanned Aerial Vehicles (UAVs). It is shown the advantages of using RGB cameras as the sensor onboard UAVs and the advantages of using Fuzzy logic controllers. It is explained how to set a vision based system and how to define a Fuzzy controller for a general control approach. A specific software was design and used to develop and tune general Fuzzy control approaches. The “how-to” of this software is also explained in this paper. A methodology to how to design, developed and tune Vision based Fuzzy Control (VBFC) approaches in robotics is also presented. Furthermore, it is shown three dierent VBFC approaches for autonomous navigation developed using this methodology and software. Real experiments were done to validate the dierent approaches with dierent vertical takeo and landing (VTOL) UAVs.
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基于视觉的无人机模糊控制方法
本文提出了基于视觉的模糊控制方法在无人机自主导航任务中的应用。展示了RGB相机作为无人机机载传感器的优势和模糊控制器的优势。说明了如何设置基于视觉的系统,以及如何为一般控制方法定义模糊控制器。设计了一个专门的软件,用于开发和调整通用模糊控制方法。本文还对该软件的“操作”进行了说明。提出了机器人技术中基于视觉的模糊控制(VBFC)方法的设计、开发和调整方法。此外,还展示了使用该方法和软件开发的三种不同的VBFC自主导航方法。针对不同的垂直起降(VTOL)无人机,对不同的方法进行了实验验证。
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