TABLE I:
Comparison of MPC and MPPI in tracking five trajectories in terms of computation time and RMSE (deg) for pitch and yaw.
| Controller Type | Desired Trajectory | Computation Time (s) | RMSE Pitch (deg) | RMSE Yaw (deg) |
|---|---|---|---|---|
|
| ||||
| MPC | ⬭ | 1180.46 ± 50.24 | 0.13 | 0.36 |
|
|
1038.62 ± 68.12 | 0.08 | 0.28 | |
| ∞ | 1192.43 ± 47.94 | 0.21 | 0.10 | |
|
|
1134.09 ± 58.73 | 0.19 | 0.14 | |
| ☆ | 992.36 ± 41.06 | 0.77 | 0.82 | |
|
| ||||
| MPPI | ⬭ | 227.64 ± 24.31 | 0.06 | 0.26 |
|
|
217.29 ± 29.48 | 0.07 | 0.27 | |
| ∞ | 222.47 ± 32.12 | 0.17 | 0.07 | |
|
|
201.01 ± 21.86 | 0.10 | 0.18 | |
| ☆ | 200.47 ± 26.04 | 0.32 | 0.44 | |