In this article, a dynamic model of a six degrees of freedom (6 DOF) Eight-Rotor MAV (micro aerial vehicles) is derived on the basis of the Newton-Euler formalism. The derivation comprises determining equations of the motion of the Eight-Rotor MAV in three dimensions and approximating the actuation forces through the modelling of aerodynamic coefficients and electric motor dynamics. For Eight-Rotor MAV is inherently unstable as they are highly sensitive to external perturb, here provides an adaptive double neural network controller for the motion control of the Eight-Rotor MAV autonomous flight. This controller is developed in three parts around each of the variables. The experimental results show that the proposed adaptive double neural network controller outperforms the conventional PID controller due to its fast adaptive qualities in the presence of sensor measurement noise and the parameters variations of Eight-Rotor MAV.
목차
Abstract 1. Introduction 2. Dynamic Modeling of Eight-Rotor MAV 2.1. Flight Theory of Eight-Rotor MAV 2.2. Eight-Rotor MAV Dynamic Modeling 3. Adaptive Double Neural Network Controller 3.1. Adaptive Self Tuning Regulator Controller 3.2 Online Training 4. Experiments for Eight-Rotor MAV Autonomous Flight 4.1. Eight-Rotor MAV Flight Control Structure 4.2 PID Controller for Eight-Rotor MAV 4.3 Double Neural Network Controller for Eight-Rotor MAV 5. Conclusion References
키워드
Six degree of freedom (6 DOF) Eight-Rotor Micro Aircraft Vehicle (MAV)adaptive double neural network controllerautoregressive recurrent neural network structuresself tuning regulator; online training
저자
Di Li [ China Shipbuilding Industry Corporation 723, China ]
Zhihong Lu [ China Shipbuilding Industry Corporation 723, China ]
Xiang-jian Chen [ Jiangsu University of Science and Technology, School of computer science and Engineering, China ]
보안공학연구지원센터(IJCA) [Science & Engineering Research Support Center, Republic of Korea(IJCA)]
설립연도
2006
분야
공학>컴퓨터학
소개
1. 보안공학에 대한 각종 조사 및 연구
2. 보안공학에 대한 응용기술 연구 및 발표
3. 보안공학에 관한 각종 학술 발표회 및 전시회 개최
4. 보안공학 기술의 상호 협조 및 정보교환
5. 보안공학에 관한 표준화 사업 및 규격의 제정
6. 보안공학에 관한 산학연 협동의 증진
7. 국제적 학술 교류 및 기술 협력
8. 보안공학에 관한 논문지 발간
9. 기타 본 회 목적 달성에 필요한 사업
간행물
간행물명
International Journal of Control and Automation
간기
월간
pISSN
2005-4297
수록기간
2008~2016
십진분류
KDC 505DDC 605
이 권호 내 다른 논문 / International Journal of Control and Automation Vol.7 No.11