Genetic Algorithm-Based Tuning of Backstepping Controller for a Quadrotor-Type Unmanned Aerial Vehicle

被引:16
|
作者
Rodriguez-Abreo, Omar [1 ]
Manuel Garcia-Guendulain, Juan [1 ]
Hernandez-Alvarado, Rodrigo [1 ]
Flores Rangel, Alejandro [1 ]
Fuentes-Silva, Carlos [1 ]
机构
[1] Polythecn Univ Queretaro, Ind Technol Div, El Marques 76240, Queretaro, Mexico
关键词
tuning; backstepping control; genetic algorithms; Unmanned Aerial Vehicle; quadrotor; NONLINEAR DYNAMIC INVERSION; OPTIMIZATION;
D O I
10.3390/electronics9101735
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Backstepping is a control technique based on Lyapunov's theory that has been successfully implemented in the control of motors and robots by several nonlinear methods. However, there are no standardized methods for tuning control gains (unlike the PIDs). This paper shows the tuning gains of the backstepping controller, using Genetic Algorithms (GA), for an Unmanned Aerial Vehicle (UAV), quadrotor type, designed for autonomous trajectory tracking. First, a dynamic model of the vehicle is obtained through the Newton-Euler methodology. Then, the control law is obtained, and self-tuning is performed, through which we can obtain suitable values of the gains in order to achieve the design requirements. In this work, the establishment time and maximum impulse are considered as such. The tuning and simulations of the system response were performed using the MATLAB-Simulink environment, obtaining as a result the compliance of the design parameters and the correct tracking of different trajectories. The results show that self-tuning by means of genetic algorithms satisfactorily adjusts for the gains of a backstepping controller applied to a quadrotor and allows for the implementation of a control system that responds appropriately to errors of different magnitude.
引用
收藏
页码:1 / 24
页数:24
相关论文
共 50 条
  • [41] Guidance of Unmanned Surface Vehicle Fleet Using Genetic Algorithm-Based Approach
    Dvorak, Miroslav
    Dolezel, Petr
    Stursa, Dominik
    Chouai, Mohamed
    16TH INTERNATIONAL CONFERENCE ON SOFT COMPUTING MODELS IN INDUSTRIAL AND ENVIRONMENTAL APPLICATIONS (SOCO 2021), 2022, 1401 : 187 - 197
  • [42] Robust image-based control of the quadrotor unmanned aerial vehicle
    Hamed Jabbari Asl
    Jungwon Yoon
    Nonlinear Dynamics, 2016, 85 : 2035 - 2048
  • [43] Flatness-based Target Tracking for a Quadrotor Unmanned Aerial Vehicle
    Li, Tianya
    Xia, Yuanqing
    Ma, Dailiang
    IFAC PAPERSONLINE, 2015, 48 (28): : 874 - 879
  • [44] Robust image-based control of the quadrotor unmanned aerial vehicle
    Asl, Hamed Jabbari
    Yoon, Jungwon
    NONLINEAR DYNAMICS, 2016, 85 (03) : 2035 - 2048
  • [45] Pose Control of Quadrotor Unmanned Aerial Vehicle Based on Double Filters
    Zhang, Yunzhou
    Zhang, Yihan
    Mu, Xiang
    Wang, Yuxi
    2015 IEEE INTERNATIONAL CONFERENCE ON CYBER TECHNOLOGY IN AUTOMATION, CONTROL, AND INTELLIGENT SYSTEMS (CYBER), 2015, : 298 - 304
  • [46] A Study on Path Planning of Unmanned Aerial Vehicle Based on Improved Genetic Algorithm
    Tao, Jihua
    Zhong, Chaoliang
    Gao, Li
    Deng, Hao
    2016 8TH INTERNATIONAL CONFERENCE ON INTELLIGENT HUMAN-MACHINE SYSTEMS AND CYBERNETICS (IHMSC), VOL. 2, 2016, : 392 - 395
  • [47] Full Control of Quadrotor Unmanned Aerial Vehicle using Multivariable Proportional Integral Derivative Controller
    Hallam, Nasyatul
    Syazwanadira, Fazilah
    Fakharulrazi, Nur Alvani
    Yakub, Fitri
    Rasid, Zainudin A.
    Sarip, Shamsul
    2019 IEEE 9TH INTERNATIONAL CONFERENCE ON SYSTEM ENGINEERING AND TECHNOLOGY (ICSET), 2019, : 447 - 452
  • [48] Fuzzy Gains-Scheduling of an Integral Sliding Mode Controller for a Quadrotor Unmanned Aerial Vehicle
    Ben Ammar, Nour
    Bouallegue, Soufiene
    Haggege, Joseph
    INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2018, 9 (03) : 132 - 141
  • [49] Dynamic feedback controller of Euler angles and wind parameters estimation for a quadrotor unmanned aerial vehicle
    Mokhtari, A
    Benallegue, A
    2004 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION, VOLS 1- 5, PROCEEDINGS, 2004, : 2359 - 2366
  • [50] Robust fixed time controller with motor dynamics and composite disturbances for a quadrotor unmanned aerial vehicle
    Shang, Wei
    Hu, Shichao
    Li, Xiao
    Tu, Xikai
    INTERNATIONAL JOURNAL OF ADVANCED ROBOTIC SYSTEMS, 2020, 17 (05):