TY - GEN
T1 - Chaotic differential evolution approach for 3D trajectory planning of unmanned aerial vehicle
AU - Zhou, Ziwei
AU - Duan, Haibin
AU - Li, Pei
AU - Di, Bin
PY - 2013
Y1 - 2013
N2 - To overcome the disadvantage of low convergence speed and the premature convergence of differential evolution (DE), a chaotic DE was proposed. Aimed to improve the ability to break away from the local optimum and to fmd the global optimum, the non-winner particles were mutated by chaotic search and the global best position was mutated using the small extent of disturbance according to the variance ratio of fitness. Series of experimental comparison results are presented to show the feasibility, effectiveness and robustness of our proposed method. The results show that the proposed algorithm can effectively improve both the global searching ability and much better ability of avoiding pre-maturity.
AB - To overcome the disadvantage of low convergence speed and the premature convergence of differential evolution (DE), a chaotic DE was proposed. Aimed to improve the ability to break away from the local optimum and to fmd the global optimum, the non-winner particles were mutated by chaotic search and the global best position was mutated using the small extent of disturbance according to the variance ratio of fitness. Series of experimental comparison results are presented to show the feasibility, effectiveness and robustness of our proposed method. The results show that the proposed algorithm can effectively improve both the global searching ability and much better ability of avoiding pre-maturity.
UR - https://www.scopus.com/pages/publications/84882388230
U2 - 10.1109/ICCA.2013.6565043
DO - 10.1109/ICCA.2013.6565043
M3 - 会议稿件
AN - SCOPUS:84882388230
SN - 9781467347075
T3 - IEEE International Conference on Control and Automation, ICCA
SP - 368
EP - 372
BT - 2013 10th IEEE International Conference on Control and Automation, ICCA 2013
T2 - 2013 10th IEEE International Conference on Control and Automation, ICCA 2013
Y2 - 12 June 2013 through 14 June 2013
ER -