Witryna23 lis 2024 · This paper proposes a multi-robot formation coverage method by combining the improved Artificial Potential Field (APF) with the Centroidal Voronoi Tessellation (CVT). Firstly, we added the distance factor to weaken the infinite repulsive force, so that the robots can reach the target near the obstacle. Secondly, we set the judgment … Witryna22 lip 2024 · The artificial potential field approach is an efficient path planning method. However, to deal with the local-stable-point problem in complex environments, it needs to modify the potential field and increases the complexity of the algorithm. This study combines improved black-hole potential field and reinforcement learning to solve …
An improved artificial potential field method with a new point of ...
Witryna20 wrz 2024 · In this article, we propose an improved artificial potential field method to achieve trajectory planning and obstacle avoidance. Both position and posture are … WitrynaHowever, it also has the problems of local minimum point and unreachable target. Aiming at this defect of artificial potential field method in unmanned vehicle path planning, the gravitational potential field function and repulsive potential field function were improved, and the effectiveness of the algorithm is verified by simulation experiments. peter wrenn obituary
An improved artificial potential field method with a new point …
WitrynaThe Centroidal Repulsion Field (CRF) is proposed to prevent the centroids generate inside the obstacle, which will improve the efficiency of obstacle avoidance during multi-robot coverage. This paper proposes a multi-robot formation coverage method by combining the improved Artificial Potential Field (APF) with the Centroidal Voronoi … Witryna1 sty 2024 · Combined with the improved reinforcement learning algorithm based on Long Short-Term Memory (LSTM), the radius of virtual potential field detection circle … Witryna1 cze 2024 · By introducing dynamic adjustment coefficients, the gravitational force and repulsive force functions in the traditional APF are improved to make the obstacle avoidance safety factor higher and the final path smoother; for the target unreachability problem, a new attractive potential field is built in the gravitational force function to … starting a agriculture business