Research Article

UAVs Maneuver Decision-Making Method Based on Transfer Reinforcement Learning

Table 3

Design of the training method for 1vs1 confrontation strategies.

Experiment environment parametersParameter values

Task area boundary [0, 100] × [0, 80] (km)
Number of obstacles, 9
The radius and the number of different kinds of obstacles4 km (3), 5 km (3), 6 km (3)
Area where obstacles appear randomly[15, 85] × [15, 65] (km)
Radar detection range of attack UAV, 12 km × 120°
Radar detection range of defense UAV, 8 km × 120°
Discrete number of detection range, m7
Maximum speed of attack UAV, 340 m/s
Maximum speed of defense UAV, 300 m/s
The upper limit of the acceleration of the attack UAV, 20 m/s2
The upper limit of the acceleration of the defense UAV, 20 m/s2
The maximum angular velocity of the attack UAV, π/15.7
The maximum angular velocity of the defense UAV, π/22.6
The initial position coordinates and heading angle of the attack UAV[2.5, 2.5] (km), π/4
The initial position coordinates and heading angle of the defense UAV[97.5, 77.5] (km), 5π/4
The center point coordinate and radius of the target area[95, 75] (km), 5 (km)
The attacking radius of the defense UAV, 1 km