Pendulum-like Oscillation Controller for UAV Based on Levy-flight Pigeon-inspired Optimization and LQR

被引:0
|
作者
Liu, Zhuqing [1 ]
Duan, Haibin [1 ]
Yang, Yijun [1 ]
Hu, Xiaoguang [1 ]
机构
[1] Beihang Univ BUAA, Sch Automat Sci & Elect Engn, Beijing 100083, Peoples R China
来源
PROCEEDINGS OF 2016 IEEE SYMPOSIUM SERIES ON COMPUTATIONAL INTELLIGENCE (SSCI) | 2016年
基金
中国国家自然科学基金;
关键词
uninhabited aerial vehicles (UAVs); Levy-flight; pigeon-inspired optimization (PIO); pendulum-like oscillation; linear-quadratic regulator (LQR); VEHICLE;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A new method for parameter optimization of pendulum-like oscillation controller in uninhabited aerial vehicles (UAVs) is presented, which is named Levy-flight pigeon-inspired optimization (LFPIO) algorithm. The algorithm is based on Linear-quadratic Regulator (LQR), which help the controller with greater precision and better performance on feasibility, effectiveness and robustness. As a consequence, LFPIO can find the optimal value accurately and circumvent the premature convergence problems. Experimental results and conclusion are given by the performance of this new algorithm and compared with basic pigeon-inspired optimization (PIO), particle swarm optimization (PSO), particle swarm optimization and simulated annealing (SAPSO). The comparative results verify the effectiveness of LFPIO.
引用
收藏
页数:6
相关论文
共 30 条
  • [11] Fractional Order Darwinian Pigeon-Inspired Optimization for Multi-UAV Swarm Controller
    Bingda Tong
    Chen Wei
    Yuhui Shi
    Guidance,Navigation and Control, 2022, (02) : 131 - 149
  • [12] Autonomous trajectory tracking of a quadrotor UAV using ANFIS controller based on Gaussian pigeon-inspired optimization
    Selma B.
    Chouraqui S.
    Selma B.
    Abouaïssa H.
    Bakir T.
    CEAS Aeronautical Journal, 2021, 12 (01) : 69 - 83
  • [13] Extremum seeking control for UAV close formation flight via improved pigeon-inspired optimization
    Yuan, Guangsong
    Duan, Haibin
    SCIENCE CHINA-TECHNOLOGICAL SCIENCES, 2024, 67 (02) : 435 - 448
  • [14] Extremum seeking control for UAV close formation flight via improved pigeon-inspired optimization
    YUAN GuangSong
    DUAN HaiBin
    Science China(Technological Sciences), 2024, 67 (02) : 435 - 448
  • [15] Extremum seeking control for UAV close formation flight via improved pigeon-inspired optimization
    GuangSong Yuan
    HaiBin Duan
    Science China Technological Sciences, 2024, 67 : 435 - 448
  • [16] UAV Path Planning Based on Adaptive Weighted Pigeon-Inspired Optimization Algorithm
    Lin, Na
    Huang, Siming
    Gong, Changqing
    Zhao, Liang
    Tang, Jiacheng
    NEURAL INFORMATION PROCESSING (ICONIP 2017), PT VI, 2017, 10639 : 287 - 297
  • [17] Active disturbance rejection control for small unmanned helicopters via Levy flight-based pigeon-inspired optimization
    Zhang, Daifeng
    Duan, Haibin
    Yang, Yijun
    AIRCRAFT ENGINEERING AND AEROSPACE TECHNOLOGY, 2017, 89 (06): : 946 - 952
  • [18] Collaborative Target Search Algorithm for UAV Based on Chaotic Disturbance Pigeon-Inspired Optimization
    Li, Linlin
    Xu, Shufang
    Nie, Hua
    Mao, Yingchi
    Yu, Shun
    APPLIED SCIENCES-BASEL, 2021, 11 (16):
  • [19] Linear-quadratic regulator controller design for quadrotor based on pigeon-inspired optimization
    Sun, Yongbin
    Xian, Ning
    Duan, Haibin
    AIRCRAFT ENGINEERING AND AEROSPACE TECHNOLOGY, 2016, 88 (06): : 761 - 770
  • [20] PID Controller Design Based on Prey-Predator Pigeon-Inspired Optimization Algorithm
    Sun, Hang
    Duan, Haibin
    2014 IEEE INTERNATIONAL CONFERENCE ON MECHATRONICS AND AUTOMATION (IEEE ICMA 2014), 2014, : 1416 - 1421