TY - JOUR
T1 - An improved artificial physics approach to multiple UAVs/UGVs heterogeneous coordination
AU - Luo, Qinan
AU - Duan, Haibin
PY - 2013/10
Y1 - 2013/10
N2 - This paper proposed an improved artificial physics (AP) method to solve the autonomous navigation problem for multiple unmanned aerial vehicles (UAVs)/unmanned ground vehicles (UGVs) heterogeneous coordination in the three-dimensional space. The basic AP method has a shortcoming of easily plunging into a local optimal solution, which can result in navigation fails. To avoid the local optimum, we improved the AP method with a random scheme. In the improved AP method, random forces are used to make heterogeneous multi-UAVs/UGVs escape from local optimum and achieve global optimum. Experimental results showed that the improved AP method can achieve smoother trajectories and smaller time consumption than the basic AP method and basic potential field method (PFM).
AB - This paper proposed an improved artificial physics (AP) method to solve the autonomous navigation problem for multiple unmanned aerial vehicles (UAVs)/unmanned ground vehicles (UGVs) heterogeneous coordination in the three-dimensional space. The basic AP method has a shortcoming of easily plunging into a local optimal solution, which can result in navigation fails. To avoid the local optimum, we improved the AP method with a random scheme. In the improved AP method, random forces are used to make heterogeneous multi-UAVs/UGVs escape from local optimum and achieve global optimum. Experimental results showed that the improved AP method can achieve smoother trajectories and smaller time consumption than the basic AP method and basic potential field method (PFM).
KW - artificial physics
KW - autonomous navigation
KW - heterogeneous coordination
KW - obstacle avoidance
KW - unmanned aerial vehicle (UAV)
KW - unmanned ground vehicle (UGV)
UR - https://www.scopus.com/pages/publications/84885481122
U2 - 10.1007/s11431-013-5314-2
DO - 10.1007/s11431-013-5314-2
M3 - 文章
AN - SCOPUS:84885481122
SN - 1674-7321
VL - 56
SP - 2473
EP - 2479
JO - Science China Technological Sciences
JF - Science China Technological Sciences
IS - 10
ER -