diff --git a/selfdrive/controls/lib/disturbance_controller.py b/selfdrive/controls/lib/disturbance_controller.py new file mode 100644 index 000000000..d64ab74df --- /dev/null +++ b/selfdrive/controls/lib/disturbance_controller.py @@ -0,0 +1,39 @@ +import numpy as np +import math + +from openpilot.common.realtime import DT_CTRL + +ALPHA_MIN = 0.004 +ALPHA_MAX = 0.4 + +class DisturbanceController: + def __init__(self): + self.lowpass_filtered = 0.0 + self.alpha_prev = ALPHA_MIN + self.desired_curvature_prev = 0.0 + + def compute_dynamic_alpha(self, desired_curvature, dt=DT_CTRL, A=0.02, n=2.0, beta=3.0, k=2.0): + d_desired = abs(desired_curvature - self.desired_curvature_prev) / dt + alpha_reactive = d_desired**n / (k * A) if A > 0 else 0.0 + alpha = np.clip(self.alpha_prev * np.exp(-beta * dt) + alpha_reactive, ALPHA_MIN, ALPHA_MAX) + self.alpha_prev = alpha + self.desired_curvature_prev = desired_curvature + return alpha + + def lowpass_filter(self, current_value, alpha): + alpha = min(alpha, ALPHA_MAX) + if alpha >= ALPHA_MAX * 0.9: + reset_factor = (alpha - ALPHA_MIN) / (ALPHA_MAX - ALPHA_MIN) + self.lowpass_filtered = (1 - reset_factor) * self.lowpass_filtered + reset_factor * current_value + else: + self.lowpass_filtered = (1 - alpha) * self.lowpass_filtered + alpha * current_value + return self.lowpass_filtered + + def highpass_filter(self, current_value, lowpass_value): + return current_value - lowpass_value + + def compute_disturbance(self, desired_curvature, actual_curvature): + alpha = self.compute_dynamic_alpha(desired_curvature) + reaction = self.lowpass_filter(actual_curvature, alpha) + disturbance = self.highpass_filter(actual_curvature, reaction) + return disturbance