Electronics Optics & Control, Volume. 29, Issue 6, 6(2022)
Application of Modified Differential Evolution Algorithm in 3D Path Planning
The basic Differential Evolution (DE) algorithm has the problems of insufficient search accuracy and convergence ahead of timewhich results in unsatisfying effects of 3D path planning.Thereforea modified differential evolution algorithm based on Sine Cosine Algorithm (SCA) is designed.Firstlythe mutation strategy is improved based on the search mechanism of SCA as well as the populations center of gravityand the crossover strategy is improved by integrating the disturbance strategyso as to improve the search ability and convergence performance of the algorithm.Thena new scaling factor is designed based on the Logistic functionso as to resolve the contradiction between global and local search.Through the experiment of function optimizationit is verified that the modified algorithm has good search accuracy and convergence rate.Finallythe modified algorithm is applied to 3D path planning of UAV.Owing to the advantages of the modified algorithm in searchingthe surrounding spatial environment can be better distinguished in each generation of searchso that the path selection is more reasonable.The simulation results show thatcompared with that of the basic differential evolution algorithmthe 3D path of UAV generated by the modified algorithm is shorter.
Get Citation
Copy Citation Text
ZHANG Zonghao, XU Bin, HU Zheng. Application of Modified Differential Evolution Algorithm in 3D Path Planning[J]. Electronics Optics & Control, 2022, 29(6): 6
Category:
Received: May. 25, 2021
Accepted: --
Published Online: Aug. 1, 2022
The Author Email: