3D Path-Following Algorithms for Unmanned Aerial Vehicles Adjusted with Genetic Algorithm

被引:3
|
作者
Pelizer, Guilherme, V [1 ]
Silva, Natassya B. F. [1 ]
Branco, Kalinka R. L. J. C. [1 ]
机构
[1] Univ Sao Paulo, Ave Trabalhador Sao Carlense 400, BR-13566590 Sao Carlos, SP, Brazil
基金
巴西圣保罗研究基金会;
关键词
Path-following algorithms; Genetic Algorithm; Unmanned Aerial Vehicles;
D O I
10.1007/978-3-319-61403-8-4
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Unmanned Aerial Vehicle (UAV) is a growing research topic due to its wide range of applications. One of its major challenges is the development of the autopilot, responsible for keeping the aircraft in desired flight conditions and for executing navigation tasks. A navigation task that is usually necessary is the path-following, which guarantees that the aircraft follows a predefined trajectory. It is possible to find several approaches for this function, based in geometric and control techniques; however, compared only for the 2D scenario. Therefore, this paper objective is to present new extended path-following algorithms for the 3D scenario, based in the well-known path-following algorithms Lookahead, Non-Linear Guidance Law (NLGL), Pure Pursuit and Line-of-Sight (PLOS) and Vector Field. The algorithms parameters are obtained with Genetic Algorithm optimisation and a comparison between all of them is performed in an environment with and without wind. The results from the simulations show that Vector Field has the best performance and PLOS has the worse one due to a high effort demanded.
引用
收藏
页码:63 / 80
页数:18
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