summaryrefslogtreecommitdiff
path: root/debug/motordriver/PID_autotune/PID.py
diff options
context:
space:
mode:
Diffstat (limited to 'debug/motordriver/PID_autotune/PID.py')
-rw-r--r--debug/motordriver/PID_autotune/PID.py131
1 files changed, 131 insertions, 0 deletions
diff --git a/debug/motordriver/PID_autotune/PID.py b/debug/motordriver/PID_autotune/PID.py
new file mode 100644
index 0000000..e24dbd6
--- /dev/null
+++ b/debug/motordriver/PID_autotune/PID.py
@@ -0,0 +1,131 @@
+import serial
+import time
+from simple_pid import PID
+import matplotlib.pyplot as plt
+from matplotlib.widgets import Slider, Button
+
+# Initialize serial communication
+arduino = serial.Serial(port='/dev/ttyACM0', baudrate=115200, timeout=.1)
+
+# Function to write to and read from Arduino
+def write_read(x):
+ arduino.write(bytes(x, 'utf-8'))
+ time.sleep(0.05)
+ data = arduino.readline().decode().strip()
+ return data
+
+# Real-time plotting setup
+fig, (ax1, ax2) = plt.subplots(2, 1)
+feedback_list = []
+control_list = []
+setpoint_list = []
+
+def clamp(feedback, min_value, max_value):
+ return max(min(feedback, max_value), min_value)
+
+def update_plot(feedback, control, setpoint):
+ feedback_clamped = clamp(feedback, 0, 1000) # Clamp feedback value between 0 and 1000
+ feedback_list.append(feedback_clamped)
+ control_list.append(control)
+ setpoint_list.append(setpoint)
+
+ # Limit lists to 50 items for smoother plotting
+ if len(feedback_list) > 50:
+ feedback_list.pop(0)
+ control_list.pop(0)
+ setpoint_list.pop(0)
+
+ ax1.clear()
+ ax2.clear()
+
+ ax1.plot(feedback_list, label="Feedback")
+ ax1.plot(setpoint_list, label="Setpoint")
+ ax1.legend()
+
+ ax2.plot(control_list, label="Control")
+ ax2.legend()
+
+ ax1.set_ylabel('RPM')
+ ax2.set_ylabel('Control Signal')
+ ax2.set_xlabel('Time')
+
+ plt.tight_layout()
+ plt.pause(0.05) # Pause to allow plot to update
+
+# Initialize PID controller with output limits
+initial_setpoint = 500 # Initial setpoint
+pid = PID(0, 0, 0, output_limits=(0, 1000))
+pid.setpoint = initial_setpoint
+
+# Initialize PID parameters (preserved across resets)
+preserved_parameters = {
+ 'Kp': 0,
+ 'Ki': 0,
+ 'Kd': 0,
+ 'setpoint': initial_setpoint
+}
+
+# Function to update PID parameters
+def update_pid(val):
+ pid.Kp = s_kp.val
+ pid.Ki = s_ki.val
+ pid.Kd = s_kd.val
+ preserved_parameters['Kp'] = s_kp.val
+ preserved_parameters['Ki'] = s_ki.val
+ preserved_parameters['Kd'] = s_kd.val
+ setpoint = s_setpoint.val
+ pid.setpoint = setpoint
+ preserved_parameters['setpoint'] = setpoint
+ print(f"Setpoint: {setpoint}, Kp: {pid.Kp}, Ki: {pid.Ki}, Kd: {pid.Kd}")
+
+# Create sliders for PID parameters and setpoint
+axcolor = 'lightgoldenrodyellow'
+ax_setpoint = plt.axes([0.15, 0.1, 0.65, 0.03], facecolor=axcolor)
+ax_kp = plt.axes([0.15, 0.15, 0.65, 0.03], facecolor=axcolor)
+ax_ki = plt.axes([0.15, 0.2, 0.65, 0.03], facecolor=axcolor)
+ax_kd = plt.axes([0.15, 0.25, 0.65, 0.03], facecolor=axcolor)
+
+s_setpoint = Slider(ax_setpoint, 'Setpoint', 0, 1000, valinit=initial_setpoint)
+s_kp = Slider(ax_kp, 'Kp', 0, 10, valinit=preserved_parameters['Kp'])
+s_ki = Slider(ax_ki, 'Ki', 0, 10, valinit=preserved_parameters['Ki'])
+s_kd = Slider(ax_kd, 'Kd', 0, 10, valinit=preserved_parameters['Kd'])
+
+s_setpoint.on_changed(update_pid)
+s_kp.on_changed(update_pid)
+s_ki.on_changed(update_pid)
+s_kd.on_changed(update_pid)
+
+# Function to reset algorithm and set speed to zero
+def reset_algorithm(event):
+ global feedback_list, control_list, setpoint_list
+ feedback_list.clear()
+ control_list.clear()
+ setpoint_list.clear()
+ pid.reset()
+ s_setpoint.set_val(preserved_parameters['setpoint'])
+ s_kp.set_val(preserved_parameters['Kp'])
+ s_ki.set_val(preserved_parameters['Ki'])
+ s_kd.set_val(preserved_parameters['Kd'])
+ print("Algorithm reset")
+ time.sleep(1) # Delay of 1 second after reset
+
+# Create reset button
+ax_reset = plt.axes([0.8, 0.02, 0.1, 0.05])
+btn_reset = Button(ax_reset, 'Reset')
+btn_reset.on_clicked(reset_algorithm)
+
+# Function to update Arduino with clamped control signal
+def update_arduino_control(control):
+ control_clamped = clamp(control, 0, 1000)
+ write_read(str(control_clamped))
+
+# Control loop
+while True:
+ feedback = float(write_read(str(pid.setpoint)))
+ feedback_clamped = clamp(feedback, 0, 1000) # Clamp feedback value between 0 and 1000
+ control = pid(feedback_clamped)
+ update_arduino_control(control)
+ update_plot(feedback_clamped, control, pid.setpoint)
+
+# Keep plot open
+plt.show()