Probability-Based Collision Risk Evaluation of Trajectories for Optimal Control Problems with Moving Obstacles
The method approximates occupancy distributions using smooth B-spline surfaces to quantify collision risk over time for optimal control problems involving moving obstacles. It integrates multiple risk interpretations, such as probability of safety or Conditional Value-at-Risk, into the objective function to enable gradient-based trajectory planning in uncertain environments.