详细信息
Applying edge computing to analyse path planning algorithm in college football training ( EI收录)
文献类型:期刊文献
英文题名:Applying edge computing to analyse path planning algorithm in college football training
作者:Zhu, Chao[1]
通讯作者:Zhu, C[1]
机构:[1]Beijing Union Univ, Dept Phys Educ, Beijing 100101, Peoples R China
第一机构:北京联合大学体育部、体委
通讯机构:[1]corresponding author), Beijing Union Univ, Dept Phys Educ, Beijing 100101, Peoples R China.|[1141790]北京联合大学体育部、体委;[11417]北京联合大学;
年份:2021
卷号:12
期号:4
起止页码:844-852
外文期刊名:INTERNATIONAL JOURNAL OF SYSTEM ASSURANCE ENGINEERING AND MANAGEMENT
收录:EI(收录号:20211910340941);Scopus(收录号:2-s2.0-85105443692);WOS:【ESCI(收录号:WOS:000649239900002)】;
语种:英文
外文关键词:Mobile edge computing; Path planning; Football training; Particle swarm algorithm
摘要:In order to assist college football training, an edge computing-based path planning algorithm for the football robot, and an improved PSO (particle swarm optimization) algorithm are proposed. First, the cartesian coordinate system is transformed into the polar coordinate system, and the coordinates of the robots' path coding are calculated and displayed in the polar coordinate system. Then, the robots' coordinates in the current, the next, and the obstacle point are measured and compared to determine whether path planning is needed. Consequently, the PSO, optimized by the "concentration selection" strategy in the artificial immune algorithm, is chosen for path planning. The experiments show that with the improved PSO, five robots of 0.4 m in radius and moving less than 2 m/s can be avoided easily. The static obstacle avoidance experiment shows that obstacles can be avoided more easily, using the path planned through improved PSO. The dynamic obstacle avoidance experiments indicate that the robot can avoid all moving obstacles, blocking in front, intercepting from all sides, and tracking from behind timely. The experiments prove that the proposed path planning is effective, which has reference value for promoting the application of path planning algorithms in college football training.
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