| { | |
| "feature_cols": [ | |
| "pid_error", | |
| "pid_error_prev", | |
| "pid_error_delta", | |
| "pid_derivative", | |
| "ir_centroid", | |
| "ir_spread", | |
| "ir1_inv", | |
| "ir2_inv", | |
| "ir3_inv", | |
| "ir4_inv", | |
| "ir5_inv", | |
| "left_speed", | |
| "right_speed", | |
| "speed_diff", | |
| "loop_dt" | |
| ], | |
| "target_col": "next_error", | |
| "n_estimators": 328, | |
| "max_depth": 22, | |
| "min_samples_leaf": 9, | |
| "max_features": "sqrt", | |
| "train_runs": 80, | |
| "test_runs": 20, | |
| "original_rmse": 0.018756, | |
| "tuned_rmse": 0.018731, | |
| "tuned_mae": 0.008295, | |
| "best_optuna_trial": 22, | |
| "optuna_trials": 50 | |
| } |