Approximate Multi-Objective Optimization of a Quadcopter through Proportional-Integral-Derivative Control

被引:9
作者
Yoon, Jaehyun [1 ]
Lee, Jongsoo [1 ]
机构
[1] Yonsei Univ, Sch Mech Engn, Seoul, South Korea
关键词
Quad-Copter; PID Control; D-Optimal; Response Surface Method; NSGA-II;
D O I
10.3795/KSME-A.2015.39.7.673
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
In this study, the nondominated sorting genetic algorithm (NSGA-II) is used to obtain the optimized proportional-integral-derivative (PID) gain value that can quickly recover the motion of a quadcopter after a disturbance. Prior to PID control, the four-rotor quadcopter interval was defined using computational fluid dynamics (CFD). Through the definition of this model, the PID control algorithm was generated. To construct a response surface model, D-optimal programming was used for the generation of experimental points. For this purpose, a gain value that satisfies both the roll and altitude PID gain values is obtained. Using the NSGA-II, the gain value of shorten time of the quadcopter motion control can be optimized.
引用
收藏
页码:673 / 679
页数:7
相关论文
共 11 条
[1]  
Aleksandrov D, 2013, SOLID STATE PHENOMEN, V198, P226, DOI 10.4028/www.scientific.net/SSP.198.226
[2]   Backstepping Control Design with Actuator Torque Bound for Spacecraft Attitude Maneuver [J].
Ali, Imran ;
Radice, Gianmarco ;
Kim, Jongrae .
JOURNAL OF GUIDANCE CONTROL AND DYNAMICS, 2010, 33 (01) :254-259
[3]  
Altug E, 2002, 2002 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION, VOLS I-IV, PROCEEDINGS, P72, DOI 10.1109/ROBOT.2002.1013341
[4]  
Bresciani T., 2008, MODELLING IDENTIFICA
[5]   A fast and elitist multiobjective genetic algorithm: NSGA-II [J].
Deb, K ;
Pratap, A ;
Agarwal, S ;
Meyarivan, T .
IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2002, 6 (02) :182-197
[6]  
HONG KJ, 2000, T KOREA SOC MECH E A, V24, P1408
[7]   Quad-Rotor Unmanned Aerial Vehicle Helicopter Modelling & Control [J].
Naidoo, Yogianandh ;
Stopforth, Riaan ;
Bright, Glen .
INTERNATIONAL JOURNAL OF ADVANCED ROBOTIC SYSTEMS, 2011, 8 (04) :139-149
[8]   Modelling and control of a large quadrotor robot [J].
Pounds, P. ;
Mahony, R. ;
Corke, P. .
CONTROL ENGINEERING PRACTICE, 2010, 18 (07) :691-699
[9]  
Thipuopas C., 2010, 1 TSME INT C MECH EN
[10]  
Yun J H, 2012, AERODYNAMIC PERFORMA, P311