Soft Actor-Critic-Based Control Barrier Adaptation for Robust Autonomous Navigation in Unknown Environments
Motion planning failures during autonomous navigation often occur when safety constraints are either too conservative, leading to deadlocks, or too liberal, resulting in collisions. To improve robustness, a robot must dynamically adapt its safety constraints to ensure it reaches its goal while balan