Create disturbance_controller.py

This commit is contained in:
infiniteCable2
2025-04-06 16:29:52 +02:00
committed by GitHub
parent b16fe6a305
commit f96483e11c
@@ -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