{ "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 }