安全保証付き非ホロノミックマルチロボットシステムの密度駆動型エリアカバレッジ
Density-Driven Area Coverage for Nonholonomic Multi-Robot Systems with Safety Guarantee
非ホロノミックロボット群の密度駆動型カバレッジにおいて、制御バリア関数とフィードバック線形化先読み点を組み合わせ、物理入力に直接安全制約を課すことで安全とカバレッジ性能を両立させた。
著者: Julian Martinez, Kooktae Lee
分類: cs.RO, cs.MA, math.OC
原文アブストラクト
Density-Driven Optimal Control (D2OC) provides a principled approach to distributing multi-robot teams over non-uniform spatial distributions. Applying D2OC to nonholonomic robots, however, creates a gap between safety constraints imposed on a reference motion and the physical inputs that determine the actual robot motion. We address this issue by enforcing the safety constraint directly on the robot's physical inputs while preserving the density-driven coverage objective. The proposed framework combines D2OC with a control barrier function safety filter through a feedback-linearizing look-ahead point, allowing safety and actuator limits to be considered together during control. We further derive a safety margin that accounts for the look-ahead geometry, robot footprint, and motion during each control interval. Simulation results show that the proposed method maintains the required physical separation while achieving coverage performance comparable to a conventional reference-tracking approach, which can satisfy safety on the reference motion yet violate the corresponding physical clearance. Experiments on multiple nonholonomic robots in the Robotarium further demonstrate safe execution while driving the robots toward the desired spatial distribution. These results show that enforcing safety directly on the physical inputs can eliminate the mismatch between safety certification and physical robot motion in density-driven multi-robot coverage.