들어가며
PX4는 아래와 같이 제어 아키텍쳐가 잘 구성되어있으며, 제어기가 올바르게 설계 혹은 튜닝되었다면 이를 어떻게 움직일 것인가에 대한 문제를 해결했다고 볼 수 있다.
그렇다면 이를 어디로 움직일 것인가 의사결정을 할 수 있으면 좋을 것이다. 운이 좋게도, PX4는 uXCRE-DDS 를 통해서 각 제어 단계에 침투하여 제어 명령을 인가할 수 있는 인터페이스가 있다.
본 글은 멀티로터를 Offboard 모드를 통해서 제어해보는 것을 예제로 다룬다.
Offboard 모드로 위치, 속도, 가속도, 자세를 제어하는 것을 예제로 보여주며, 추가적인 제어 기능도 사용가능하다.
좀 더 알고 싶다면 다음 글을 참고하자.
https://docs.px4.io/main/en/flight_modes/offboard.html
시작에 앞서
본 글의 예제를 해보기에 앞서, 다음이 설치되어 있어야 한다.
- PX4 + Gazebo Garden
- ROS2
- uXCRE-DDS
- px4_msgs, px4_ros_com 저장소 설치 및 빌드 완료
Offboard 제어 예시 영상
영상처럼 어떻게 하지?
Terminal 1 : uXCRE-DDS Agent
MicroXRCEAgent udp4 -p 8888
Terminal 2 : Run Simulator and uXCRE-DDS Client
cd [PX4_Autopilot]
make px4_sitl gz_x500
Terminal 3 : Run QGC
cd [QGC_PATH]
./QGroundControl.AppImage
Terminal 4 : Run User Node
cd [ROS_WS_PATH]
colcon build --packages-select px4_ros_com # Build packages
source install/local_setup.bash
ros2 run px4_ros_com offboard_mc_ctrl.py # Run ros2 node
아래의 코드를 offboard_mc_ctrl.py 라는 이름으로 해당 위치에 두자 (px4_ros_com/src/examples/offboard_py)
그리 해당 파일을 실행가능하게 하도록 하기 위해 Install Python ececutables 으로 CMakeLists.txt 에 추가하자.
Offboard 제어 소스코드
접은 글을 펼치면 나온다.
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#!/usr/bin/env python3
import rclpy
import numpy as np
from rclpy.node import Node
from rclpy.qos import QoSProfile, ReliabilityPolicy, HistoryPolicy, DurabilityPolicy
from px4_msgs.msg import OffboardControlMode, VehicleCommand, VehicleStatus
from px4_msgs.msg import TrajectorySetpoint, VehicleAttitudeSetpoint
from px4_msgs.msg import VehicleLocalPosition, VehicleAttitude, VehicleRatesSetpoint
# sudo apt install ros-foxy-tf-transformations
from tf_transformations import euler_from_quaternion, quaternion_from_euler
class OffboardControl(Node):
"""Node for controlling a vehicle in offboard mode."""
def __init__(self) -> None:
super().__init__('offboard_control_takeoff_and_land')
# Configure QoS profile for publishing and subscribing
qos_profile = QoSProfile(
reliability=ReliabilityPolicy.BEST_EFFORT,
durability=DurabilityPolicy.TRANSIENT_LOCAL,
history=HistoryPolicy.KEEP_LAST,
depth=1
)
# Create publishers
self.offboard_control_mode_publisher = self.create_publisher(
OffboardControlMode, '/fmu/in/offboard_control_mode', qos_profile)
self.attitude_setpoint_publisher = self.create_publisher(
VehicleAttitudeSetpoint, '/fmu/in/vehicle_attitude_setpoint', qos_profile)
self.trajectory_setpoint_publisher = self.create_publisher(
TrajectorySetpoint, '/fmu/in/trajectory_setpoint', qos_profile)
self.vehicle_command_publisher = self.create_publisher(
VehicleCommand, '/fmu/in/vehicle_command', qos_profile)
# Create subscribers
self.vehicle_local_position_subscriber = self.create_subscription(
VehicleLocalPosition, '/fmu/out/vehicle_local_position', self.vehicle_local_position_callback, qos_profile)
self.vehicle_attitude_subscriber = self.create_subscription(
VehicleAttitude, '/fmu/out/vehicle_attitude', self.vehicle_attitude_callback, qos_profile)
self.vehicle_status_subscriber = self.create_subscription(
VehicleStatus, '/fmu/out/vehicle_status', self.vehicle_status_callback, qos_profile)
# Initialize variables
self.state = 0
self.offboard_setpoint_counter = 0
self.vehicle_local_position = VehicleLocalPosition()
self.vehicle_attitude = VehicleAttitude()
self.vehicle_status = VehicleStatus()
self.takeoff_height = -20.0
self.pos_x = 0.0
self.pos_y = 0.0
self.pos_z = 0.0
self.pos_yaw = 0.0
self.dist = 0.0
# Create a timer to publish control commands
self.timer = self.create_timer(0.1, self.timer_callback)
def vehicle_local_position_callback(self, vehicle_local_position):
"""Callback function for vehicle_local_position topic subscriber."""
self.vehicle_local_position = vehicle_local_position
def vehicle_attitude_callback(self, vehicle_attitude):
"""Callback function for vehicle_local_position topic subscriber."""
self.vehicle_attitude = vehicle_attitude
def vehicle_status_callback(self, vehicle_status):
"""Callback function for vehicle_status topic subscriber."""
self.vehicle_status = vehicle_status
def arm(self):
"""Send an arm command to the vehicle."""
self.publish_vehicle_command(
VehicleCommand.VEHICLE_CMD_COMPONENT_ARM_DISARM, param1=1.0)
self.get_logger().info('Arm command sent')
def disarm(self):
"""Send a disarm command to the vehicle."""
self.publish_vehicle_command(
VehicleCommand.VEHICLE_CMD_COMPONENT_ARM_DISARM, param1=0.0)
self.get_logger().info('Disarm command sent')
def engage_offboard_mode(self):
"""Switch to offboard mode."""
self.publish_vehicle_command(
VehicleCommand.VEHICLE_CMD_DO_SET_MODE, param1=1.0, param2=6.0)
self.get_logger().info("Switching to offboard mode")
def land(self):
"""Switch to land mode."""
self.publish_vehicle_command(VehicleCommand.VEHICLE_CMD_NAV_LAND)
self.get_logger().info("Switching to land mode")
def publish_heartbeat_ob_pos_sp(self):
"""Publish the offboard control mode."""
msg = OffboardControlMode()
msg.position = True
msg.velocity = False
msg.acceleration= False
msg.attitude = False
msg.body_rate = False
msg.timestamp = int(self.get_clock().now().nanoseconds / 1000)
self.offboard_control_mode_publisher.publish(msg)
def publish_heartbeat_ob_vel_sp(self):
"""Publish the offboard control mode."""
msg = OffboardControlMode()
msg.position = False
msg.velocity = True
msg.acceleration= False
msg.attitude = False
msg.body_rate = False
msg.timestamp = int(self.get_clock().now().nanoseconds / 1000)
self.offboard_control_mode_publisher.publish(msg)
def publish_heartbeat_ob_acc_sp(self):
"""Publish the offboard control mode."""
msg = OffboardControlMode()
msg.position = False
msg.velocity = False
msg.acceleration= True
msg.attitude = False
msg.body_rate = False
msg.timestamp = int(self.get_clock().now().nanoseconds / 1000)
self.offboard_control_mode_publisher.publish(msg)
def publish_heartbeat_ob_att_sp(self):
"""Publish the offboard control mode."""
msg = OffboardControlMode()
msg.position = False
msg.velocity = False
msg.acceleration= False
msg.attitude = True
msg.body_rate = False
msg.timestamp = int(self.get_clock().now().nanoseconds / 1000)
self.offboard_control_mode_publisher.publish(msg)
def publish_position_setpoint(self, x, y, z, yaw_d:float):
"""Publish the trajectory setpoint."""
msg = TrajectorySetpoint()
msg.position = [float(x), float(y), float(z)]
msg.velocity = [np.nan, np.nan, np.nan]
msg.acceleration= [np.nan, np.nan, np.nan]
msg.yaw = np.max([-np.pi, np.min([np.deg2rad(yaw_d), np.pi])])
msg.timestamp = int(self.get_clock().now().nanoseconds / 1000)
self.trajectory_setpoint_publisher.publish(msg)
def publish_velocity_setpoint(self, x, y, z, yaw_d:float):
"""Publish the trajectory setpoint."""
msg = TrajectorySetpoint()
msg.position = [np.nan, np.nan, np.nan]
msg.velocity = [float(x), float(y), float(z)]
msg.acceleration= [np.nan, np.nan, np.nan]
msg.yaw = np.max([-np.pi, np.min([np.deg2rad(yaw_d), np.pi])])
msg.timestamp = int(self.get_clock().now().nanoseconds / 1000)
self.trajectory_setpoint_publisher.publish(msg)
def publish_acceleration_setpoint(self, x, y, z, yaw_d:float):
"""Publish the trajectory setpoint."""
msg = TrajectorySetpoint()
msg.position = [np.nan, np.nan, np.nan]
msg.velocity = [np.nan, np.nan, np.nan]
msg.acceleration= [float(x), float(y), float(z)]
msg.yaw = np.max([-np.pi, np.min([np.deg2rad(yaw_d), np.pi])])
msg.timestamp = int(self.get_clock().now().nanoseconds / 1000)
self.trajectory_setpoint_publisher.publish(msg)
def publish_attitude_setpoint(self, roll_d, pitch_d, yaw_d, thr):
"""
Publish the attitude and thrust setpoint.
roll_d [deg]
pitch_d [deg]
yaw_d [deg]
thr [-1 ~ 1]
"""
roll = np.deg2rad(roll_d)
pitch = np.deg2rad(pitch_d)
yaw = np.deg2rad(yaw_d)
msg = VehicleAttitudeSetpoint()
# msg.roll_body = roll
# msg.pitch_body = pitch
# msg.yaw_body = yaw
msg.q_d = quaternion_from_euler(yaw, pitch, roll)
msg.thrust_body[2] = -thr # For Multi-rotor
msg.timestamp = int(self.get_clock().now().nanoseconds / 1000)
self.attitude_setpoint_publisher.publish(msg)
def publish_angular_rate_setpoint(self, rollrate_d, pitchrate_d, yawrate_d, thr):
"""
Publish the attitude and thrust setpoint.
rollrate_d [deg/s]
pitchrate_d [deg/s]
yawrate_d [deg/s]
thr [-1 ~ 1]
"""
rollrate = np.deg2rad(rollrate_d)
pitchrate = np.deg2rad(pitchrate_d)
yawrate = np.deg2rad(yawrate_d)
msg = VehicleRatesSetpoint()
msg.roll = rollrate # [rad/s]
msg.pitch = pitchrate # [rad/s]
msg.yaw = yawrate # [rad/s]
msg.thrush[2] = thr # For Multi-rotor
msg.timestamp = int(self.get_clock().now().nanoseconds / 1000)
self.attitude_setpoint_publisher.publish(msg)
def publish_vehicle_command(self, command, **params) -> None:
"""Publish a vehicle command."""
msg = VehicleCommand()
msg.command = command
msg.param1 = params.get("param1", 0.0)
msg.param2 = params.get("param2", 0.0)
msg.param3 = params.get("param3", 0.0)
msg.param4 = params.get("param4", 0.0)
msg.param5 = params.get("param5", 0.0)
msg.param6 = params.get("param6", 0.0)
msg.param7 = params.get("param7", 0.0)
msg.target_system = 1
msg.target_component = 1
msg.source_system = 1
msg.source_component = 1
msg.from_external = True
msg.timestamp = int(self.get_clock().now().nanoseconds / 1000)
self.vehicle_command_publisher.publish(msg)
def get_distance(self):
dx = self.vehicle_local_position.x - self.pos_x
dy = self.vehicle_local_position.y - self.pos_y
dz = self.vehicle_local_position.z - self.pos_z
return np.linalg.norm([dx,dy,dz])
def timer_callback(self) -> None:
"""Callback function for the timer."""
self.vehicle_euler = euler_from_quaternion(self.vehicle_attitude.q)
self._roll_d = np.rad2deg(self.vehicle_euler[2])
self._pitch_d = np.rad2deg(self.vehicle_euler[1])
self._yaw_d = np.rad2deg(self.vehicle_euler[0])
print("S{:d} Time {:.2f}, ".format(self.state, (self.get_clock().now().nanoseconds/1000000000)%1000.0), end=' ')
# print("Pxyz {:6.2f}, {:6.2f}, {:6.2f}".format(self.vehicle_local_position.x, self.vehicle_local_position.y, self.vehicle_local_position.z), end=' ')
# print("Vxyz {:6.2f}, {:6.2f}, {:6.2f}".format(self.vehicle_local_position.vx, self.vehicle_local_position.vy, self.vehicle_local_position.vz), end=' ')
# print("Axyz {:6.2f}, {:6.2f}, {:6.2f}".format(self.vehicle_local_position.ax, self.vehicle_local_position.ay, self.vehicle_local_position.az), end=' ')
# print("Euler {:6.2f}, {:6.2f}, {:6.2f}".format(self._roll_d, self._pitch_d, self._yaw_d), end=' ')
# Take-off
if(self.state == 0):
self.publish_heartbeat_ob_pos_sp()
if(self.offboard_setpoint_counter < 10):
self.offboard_setpoint_counter += 1
self.offboard_setpoint_counter %= 11
if self.offboard_setpoint_counter < 5:
self.pos_x = 0.0
self.pos_y = 0.0
self.pos_z = self.takeoff_height
self.pos_yaw = np.rad2deg(self.vehicle_euler[0])
self.engage_offboard_mode()
if self.offboard_setpoint_counter == 9:
self.arm()
self.publish_position_setpoint(self.pos_x, self.pos_y, self.pos_z, self.pos_yaw)
self.dist = self.get_distance()
print("Pxyz {:6.2f}, {:6.2f}, {:6.2f}".format(self.vehicle_local_position.x,
self.vehicle_local_position.y,
self.vehicle_local_position.z), end=' ')
print(" / Move to Home")
if(self.vehicle_local_position.z <= self.takeoff_height + 1 and
self.vehicle_status.nav_state == VehicleStatus.NAVIGATION_STATE_OFFBOARD):
self.state = 1
# First WP
elif(self.state == 1):
self.publish_heartbeat_ob_pos_sp()
self.pos_x = 0.0
self.pos_y = 0.0
self.pos_z = self.takeoff_height
self.pos_yaw = 0
self.dist = self.get_distance()
self.publish_position_setpoint(self.pos_x, self.pos_y, self.pos_z, self.pos_yaw)
print("Pxyz {:6.2f}, {:6.2f}, {:6.2f}".format(self.vehicle_local_position.x,
self.vehicle_local_position.y,
self.vehicle_local_position.z), end=' ')
print(" / Move to Home")
if(self.dist < 1):
self.state = self.state + 1
elif(self.state == 2): # velocity
self.publish_heartbeat_ob_vel_sp()
self.pos_x = 1.0
self.pos_y = 1.0
self.pos_z = 0.1
self.pos_yaw = 180.0
self.publish_velocity_setpoint(self.pos_x, self.pos_y, self.pos_z, self.pos_yaw)
self.offboard_setpoint_counter += 1
print("Vxyz {:6.2f}, {:6.2f}, {:6.2f}".format(self.vehicle_local_position.vx,
self.vehicle_local_position.vy,
self.vehicle_local_position.vz), end=' ')
print(" / Vxyz = 1.0, 1.0, 0.1")
if self.offboard_setpoint_counter == 50:
self.state = self.state + 1
self.offboard_setpoint_counter = 0
elif(self.state == 3): # velocity
self.publish_heartbeat_ob_vel_sp()
self.pos_x = -1.0
self.pos_y = -1.0
self.pos_z = -0.1
self.pos_yaw = -180.0
self.publish_velocity_setpoint(self.pos_x, self.pos_y, self.pos_z, self.pos_yaw)
self.offboard_setpoint_counter += 1
print("Vxyz {:6.2f}, {:6.2f}, {:6.2f}".format(self.vehicle_local_position.vx,
self.vehicle_local_position.vy,
self.vehicle_local_position.vz), end=' ')
print(" / Vxyz = -1.0, -1.0, -0.1")
if self.offboard_setpoint_counter == 50:
self.state = self.state + 1
self.offboard_setpoint_counter = 0
elif(self.state == 4): # acc
self.publish_heartbeat_ob_acc_sp()
self.publish_acceleration_setpoint(0.0, 0.0, 0.0, 0.0)
self.offboard_setpoint_counter += 1
print("Axyz {:6.2f}, {:6.2f}, {:6.2f}".format(self.vehicle_local_position.ax,
self.vehicle_local_position.ay,
self.vehicle_local_position.az), end=' ')
print(" / Acc = 0.0, 0.0, 0.0")
if self.offboard_setpoint_counter == 20:
self.state = self.state + 1
self.offboard_setpoint_counter = 0
elif(self.state == 5): # acc
self.publish_heartbeat_ob_acc_sp()
self.publish_acceleration_setpoint(0.1, 0.1, 0.1, np.deg2rad(10.0))
self.offboard_setpoint_counter += 1
print("Axyz {:6.2f}, {:6.2f}, {:6.2f}".format(self.vehicle_local_position.ax,
self.vehicle_local_position.ay,
self.vehicle_local_position.az), end=' ')
print(" / Acc = 0.1, 0.1, 0.1")
if self.offboard_setpoint_counter == 20:
self.state = self.state + 1
self.offboard_setpoint_counter = 0
elif(self.state == 6): # att
self.publish_heartbeat_ob_att_sp()
self.publish_attitude_setpoint(5.0, 0.0, 0.0, 0.73) # Roll/Pitch/Yaw
self.offboard_setpoint_counter += 1
print("Att {:6.2f}, {:6.2f}, {:6.2f} [deg]".format(self._roll_d ,
self._pitch_d,
self._yaw_d ), end=' ')
print(" / Att = 5.0, 0.0, 0.0")
if self.offboard_setpoint_counter == 50:
self.state = self.state + 1
self.offboard_setpoint_counter = 0
elif(self.state == 7): # att
self.publish_heartbeat_ob_att_sp()
self.publish_attitude_setpoint(0.0, 5.0, 0.0, 0.73) # Roll/Pitch/Yaw
self.offboard_setpoint_counter += 1
print("Att {:6.2f}, {:6.2f}, {:6.2f} [deg]".format(self._roll_d ,
self._pitch_d,
self._yaw_d ), end=' ')
print(" / Att = 0.0, 5.0, 0.0")
if self.offboard_setpoint_counter == 50:
self.state = self.state + 1
self.offboard_setpoint_counter = 0
elif(self.state == 8): # att
self.publish_heartbeat_ob_att_sp()
self.publish_attitude_setpoint(0.0, 0.0, 10.0, 0.71) # Roll/Pitch/Yaw
self.offboard_setpoint_counter += 1
print("Att {:6.2f}, {:6.2f}, {:6.2f} [deg]".format(self._roll_d ,
self._pitch_d,
self._yaw_d ), end=' ')
print(" / Att = 0.0, 0.0, 10.0")
if self.offboard_setpoint_counter == 50:
self.state = self.state + 1
self.offboard_setpoint_counter = 0
elif(self.state == 9): # Pos
self.publish_heartbeat_ob_pos_sp()
self.pos_x = 0.0
self.pos_y = 10.0
self.pos_z = self.takeoff_height
self.pos_yaw = np.rad2deg(self.vehicle_euler[0])
self.dist = self.get_distance()
self.publish_position_setpoint(self.pos_x, self.pos_y, self.pos_z, self.pos_yaw)
print("Pxyz {:6.2f}, {:6.2f}, {:6.2f}".format(self.vehicle_local_position.x,
self.vehicle_local_position.y,
self.vehicle_local_position.z), end=' ')
print(" / Move to Home")
if(self.dist < 1):
self.offboard_setpoint_counter += 1
if self.offboard_setpoint_counter == 50:
self.state = self.state + 1
self.offboard_setpoint_counter = 0
# Landing
elif(self.state == 10):
self.publish_heartbeat_ob_pos_sp()
self.land()
exit(0)
def main(args=None) -> None:
print('Starting offboard control node...')
rclpy.init(args=args)
offboard_control = OffboardControl()
rclpy.spin(offboard_control)
offboard_control.destroy_node()
rclpy.shutdown()
if __name__ == '__main__':
try:
main()
except Exception as e:
print(e)
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cs |
Offboard로 멀티로터를 제어하기 위한 절차
Offboard 제어를 통해 기본 기능 절차는 아래를 반복한다.
- [61 line] ROS2 노드를 주기적으로 실행하도록 타이머를 생성
- [251 line...] Offboard 제어하는 노드가 어떤 제어를 한다는 정보를 담은 Heartbeat를 주기적으로 송신한다.(publish_heatbeat)
- [264, 150 lines] 어떤 제어를 한다는 것에 대한 제어 명령 값, 위치 제어라면 위치 값을 publish 한다 publish_position_setpoint() -> trajectory_setpoint_publisher.publish(msg)
Offboard 모드 명령 시에 VEHICLE_CMD_DO_SET_MODE를 사용하여 명령을 내리는 구조가 이해하기 힘들 수 있다.
참고문헌 2를 참조하자면, Set Mode 의 구조는 base, custom_main, custom_sub 모드로 나뉘며 각각 param1,2,3 이 할당된다.
base_mode에 해당하는 param1은 다음과 같다. 1을 입력한다는 것은 Custom 모드를 활성화하는 명령이다.
custom_main_mode에 해당하는 param2는 다음과 같다. 6은 OFFBOARD라는 것이다.
정리하면 VEHICLE_CMD_DO_SET_MODE를 통해서 OFFBOARD ENABLE 명령을 내리는 것이다.
이륙 절차는 다음과 같다.
- [264 line] 이륙 지점을 설정하기 위한 위치 제어 명령을 publish 한다.
- [260, 90 lines] 비행 모드를 Offboard 모드로 변경한다.
- [262 line] Arm 명령을 하면 위치제어명령의 위치로 이륙하면서 이동한다. 이때 yaw 명령도 추종하기 때문에 현재 yaw 상태를 피드백 해주면 급격한 요잉 운동을 저감할 수 있다.
착륙 절차는 간단하다.
- [402 line] heartbeat 를 유지한다.
- [403 line] 착륙 명령을 인가한다. 현재 위치에서 착륙을 수행한다. land()
나가며
본 글을 통해 PX4에 대해 uXCRE-DDS Client로 붙은 ROS2 노드를 구현했으며, 해당 노드를 통해서 OFFBOARD 모드로 위치, 속도, 가속도, 자세 명령을 인가할 수 있음을 확인했다. 또한 OFFBOARD 모드 일 때, 이륙/운용/착륙 절차에 대해서 알 수 있다.
Reference
[1] "I can not understand VEHICLE_CMD_DO_SET_MODE", https://discuss.px4.io/t/i-can-not-understand-vehicle-cmd-do-set-mode/35216
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