notesum.ai
Published at October 31Zonal RL-RRT: Integrated RL-RRT Path Planning with Collision Probability and Zone Connectivity
cs.RO
cs.AI
Released Date: October 31, 2024
Authors: AmirMohammad Tahmasbi, MohammadSaleh Faghfoorian, Saeed Khodaygan, Aniket Bera

| No. Obstacles | Algorithm | Avg.Time | Sr (%) |
|---|---|---|---|
| 200 | RRT | 1.26 | 93 |
| RRT* | 1.51 | 83 | |
| BIT* | 0.51 | 95 | |
| Informed RRT* | 1.61 | 84 | |
| ZRL-RRT, depth=3 (Ours) | 0.61 | 98 | |
| ZRL-RRT, depth=4 (Ours) | 0.39 | 99 | |
| 500 | RRT | 3.52 | 90 |
| RRT* | 4.03 | 78 | |
| BIT* | 1.53 | 94 | |
| Informed RRT* | 10.12 | 89 | |
| ZRL-RRT, depth=3 (Ours) | 1.9 | 93 | |
| ZRL-RRT, depth=4 (Ours) | 1.18 | 100 | |
| 1000 | RRT | 8.58 | 92 |
| RRT* | 14.08 | 72 | |
| BIT* | 7.09 | 87 | |
| Informed RRT* | 30.06 | 85 | |
| ZRL-RRT, depth=3 (Ours) | 3.68 | 95 | |
| ZRL-RRT, depth=4 (Ours) | 2.75 | 99 |