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[ROS2基础] TF2使用细节_ros2 tf2

作者：天景科技苑 | 2024-07-26 12:24:14

踩

ros2 tf2

运行一个示例

安装依赖

sudo apt-get install ros-galactic-turtle-tf2-py ros-galactic-tf2-tools ros-galactic-tf-transformations
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pip3 install transforms3d
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运行示例

在不同的命令窗口中运行下面的命令

启动小乌龟窗口

ros2 launch turtle_tf2_py turtle_tf2_demo.launch.py
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启动键盘控制节点

ros2 run turtlesim turtle_teleop_key
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观察坐标转换的结果

ros2 run tf2_ros tf2_echo turtle2 turtle1
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示例分析

本示例中启动了两只小乌龟Turtle1和Turtle2。TF发布器会将Turtle1相对于world坐标系的位置关系和Turtle2相对于world坐标系的位置关系发布出来。为了实现Turtle2跟随Turtle1的效果，程序中获取了Turtle1相对于Turtle2的位置关系并且将其折算成速度控制量。

        // Look up for the transformation between target_frame and turtle2 frames
        // and send velocity commands for turtle2 to reach target_frame
        try {
          transformStamped = tf_buffer_->lookupTransform(
            toFrameRel, fromFrameRel,
            tf2::TimePointZero);//这里得到的是from_frame_rel在to_frame_rel坐标系下的相对位置
        } catch (tf2::TransformException & ex) {
          RCLCPP_INFO(
            this->get_logger(), "Could not transform %s to %s: %s",
            toFrameRel.c_str(), fromFrameRel.c_str(), ex.what());
          return;
        }
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代码来自ros2_galactic_turorials/geometry_tutorials/turtle_tf2_cpp/src/turtle_tf2_listener.cpp。

上面的示例代码可通过下面的方式获取：

git clone https://gitee.com/shoufei/ros2_galactic_turorials.git
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或者

git clone git@github.com:shoufei403/ros2_galactic_tutorials.git
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TF2树

tf2树表征了各个link的位置关系。一个link有且只有一个parent link。所以tf2树是不会形成闭环的。

ros2 run tf2_tools view_frames
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用这个命令可以保存当前系统中tf2树的关系图（以pdf文件的形式保存在运行命令的目录下）。

静态TF发布器和动态TF发布器

静态TF发布器

编写代码发布TF（C++）

示例代码来自ros2_galactic_turorials/geometry_tutorials/turtle_tf2_cpp/src/static_turtle_tf2_broadcaster.cpp

#include <geometry_msgs/msg/transform_stamped.hpp>

#include <rclcpp/rclcpp.hpp>
#include <tf2/LinearMath/Quaternion.h>
#include <tf2_ros/static_transform_broadcaster.h>

#include <memory>

using std::placeholders::_1;

class StaticFramePublisher : public rclcpp::Node
{
public:
  explicit StaticFramePublisher(char * transformation[])
  : Node("static_turtle_tf2_broadcaster")
  {
    tf_publisher_ = std::make_shared<tf2_ros::StaticTransformBroadcaster>(this);

    // Publish static transforms once at startup
    this->make_transforms(transformation);
  }

private:
  void make_transforms(char * transformation[])
  {
    rclcpp::Time now = this->get_clock()->now();
    geometry_msgs::msg::TransformStamped t;

    t.header.stamp = now;
    t.header.frame_id = "world";
    t.child_frame_id = transformation[1];

    t.transform.translation.x = atof(transformation[2]);
    t.transform.translation.y = atof(transformation[3]);
    t.transform.translation.z = atof(transformation[4]);
    tf2::Quaternion q;
    q.setRPY(
      atof(transformation[5]),
      atof(transformation[6]),
      atof(transformation[7]));
    t.transform.rotation.x = q.x();
    t.transform.rotation.y = q.y();
    t.transform.rotation.z = q.z();
    t.transform.rotation.w = q.w();

    tf_publisher_->sendTransform(t);
  }
  std::shared_ptr<tf2_ros::StaticTransformBroadcaster> tf_publisher_;
};

int main(int argc, char * argv[])
{
  auto logger = rclcpp::get_logger("logger");

  // Obtain parameters from command line arguments
  if (argc != 8) {
    RCLCPP_INFO(
      logger, "Invalid number of parameters\nusage: "
      "ros2 run learning_tf2_cpp static_turtle_tf2_broadcaster "
      "child_frame_name x y z roll pitch yaw");
    return 1;
  }

  // As the parent frame of the transform is `world`, it is
  // necessary to check that the frame name passed is different
  if (strcmp(argv[1], "world") == 0) {
    RCLCPP_INFO(logger, "Your static turtle name cannot be 'world'");
    return 1;
  }

  // Pass parameters and initialize node
  rclcpp::init(argc, argv);
  rclcpp::spin(std::make_shared<StaticFramePublisher>(argv));
  rclcpp::shutdown();
  return 0;
}

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编写代码代码发布TF（Python）

示例代码来自ros2_galactic_turorials/geometry_tutorials/turtle_tf2_py/turtle_tf2_py/turtle_tf2_broadcaster.py

from geometry_msgs.msg import TransformStamped

import rclpy
from rclpy.node import Node

from tf2_ros import TransformBroadcaster

import tf_transformations

from turtlesim.msg import Pose


class FramePublisher(Node):

    def __init__(self):
        super().__init__('turtle_tf2_frame_publisher')

        # Declare and acquire `turtlename` parameter
        self.declare_parameter('turtlename', 'turtle')
        self.turtlename = self.get_parameter(
            'turtlename').get_parameter_value().string_value

        # Initialize the transform broadcaster
        self.br = TransformBroadcaster(self)

        # Subscribe to a turtle{1}{2}/pose topic and call handle_turtle_pose
        # callback function on each message
        self.subscription = self.create_subscription(
            Pose,
            f'/{self.turtlename}/pose',
            self.handle_turtle_pose,
            1)


    def handle_turtle_pose(self, msg):
        t = TransformStamped()

        # Read message content and assign it to
        # corresponding tf variables
        t.header.stamp = self.get_clock().now().to_msg()
        t.header.frame_id = 'world'
        t.child_frame_id = self.turtlename

        # Turtle only exists in 2D, thus we get x and y translation
        # coordinates from the message and set the z coordinate to 0
        t.transform.translation.x = msg.x
        t.transform.translation.y = msg.y
        t.transform.translation.z = 0.0

        # For the same reason, turtle can only rotate around one axis
        # and this why we set rotation in x and y to 0 and obtain
        # rotation in z axis from the message
        q = tf_transformations.quaternion_from_euler(0, 0, msg.theta)
        t.transform.rotation.x = q[0]
        t.transform.rotation.y = q[1]
        t.transform.rotation.z = q[2]
        t.transform.rotation.w = q[3]

        # Send the transformation
        self.br.sendTransform(t)


def main():
    rclpy.init()
    node = FramePublisher()
    try:
        rclpy.spin(node)
    except KeyboardInterrupt:
        pass

    rclpy.shutdown()

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手动以命令行形式发布TF

角度用欧拉角表示

x/y/z 偏移的单位是米，roll/pitch/yaw偏移的单位是rad。

Publish a static coordinate transform to tf2 using an x/y/z offset in meters and roll/pitch/yaw in radians. In our case, roll/pitch/yaw refers to rotation about the x/y/z-axis, respectively.

ros2 run tf2_ros static_transform_publisher x y z yaw pitch roll frame_id child_frame_id
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角度用四元数表示

Publish a static coordinate transform to tf2 using an x/y/z offset in meters and quaternion.

ros2 run tf2_ros static_transform_publisher x y z qx qy qz qw frame_id child_frame_id
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在launch文件中发布TF

from launch import LaunchDescription
from launch_ros.actions import Node

def generate_launch_description():
   return LaunchDescription([
      Node(
            package='tf2_ros',
            executable='static_transform_publisher',
            arguments = ['0', '0', '1', '0', '0', '0', 'world', 'mystaticturtle']
      ),
   ])
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动态TF发布器

动态的tf发布一般是编写代码来实现的。

C++实现动态TF发布

示例代码来自ros2_galactic_turorials/geometry_tutorials/turtle_tf2_cpp/src/turtle_tf2_broadcaster.cpp

#include <geometry_msgs/msg/transform_stamped.hpp>

#include <rclcpp/rclcpp.hpp>
#include <tf2/LinearMath/Quaternion.h>
#include <tf2_ros/transform_broadcaster.h>
#include <turtlesim/msg/pose.hpp>

#include <memory>
#include <string>

using std::placeholders::_1;

class FramePublisher : public rclcpp::Node
{
public:
  FramePublisher()
  : Node("turtle_tf2_frame_publisher")
  {
    // Declare and acquire `turtlename` parameter
    this->declare_parameter<std::string>("turtlename", "turtle");
    this->get_parameter("turtlename", turtlename_);

    // Initialize the transform broadcaster
    tf_broadcaster_ =
      std::make_unique<tf2_ros::TransformBroadcaster>(*this);

    // Subscribe to a turtle{1}{2}/pose topic and call handle_turtle_pose
    // callback function on each message
    std::ostringstream stream;
    stream << "/" << turtlename_.c_str() << "/pose";
    std::string topic_name = stream.str();

    subscription_ = this->create_subscription<turtlesim::msg::Pose>(
      topic_name, 10,
      std::bind(&FramePublisher::handle_turtle_pose, this, _1));
  }

private:
  void handle_turtle_pose(const std::shared_ptr<turtlesim::msg::Pose> msg)
  {
    rclcpp::Time now = this->get_clock()->now();
    geometry_msgs::msg::TransformStamped t;

    // Read message content and assign it to
    // corresponding tf variables
    t.header.stamp = now;
    t.header.frame_id = "world";
    t.child_frame_id = turtlename_.c_str();

    // Turtle only exists in 2D, thus we get x and y translation
    // coordinates from the message and set the z coordinate to 0
    t.transform.translation.x = msg->x;
    t.transform.translation.y = msg->y;
    t.transform.translation.z = 0.0;

    // For the same reason, turtle can only rotate around one axis
    // and this why we set rotation in x and y to 0 and obtain
    // rotation in z axis from the message
    tf2::Quaternion q;
    q.setRPY(0, 0, msg->theta);
    t.transform.rotation.x = q.x();
    t.transform.rotation.y = q.y();
    t.transform.rotation.z = q.z();
    t.transform.rotation.w = q.w();

    // Send the transformation
    tf_broadcaster_->sendTransform(t);
  }
  rclcpp::Subscription<turtlesim::msg::Pose>::SharedPtr subscription_;
  std::unique_ptr<tf2_ros::TransformBroadcaster> tf_broadcaster_;
  std::string turtlename_;
};

int main(int argc, char * argv[])
{
  rclcpp::init(argc, argv);
  rclcpp::spin(std::make_shared<FramePublisher>());
  rclcpp::shutdown();
  return 0;
}

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Python实现动态TF发布

示例代码来自ros2_galactic_turorials/geometry_tutorials/turtle_tf2_py/turtle_tf2_py/turtle_tf2_broadcaster.py

from geometry_msgs.msg import TransformStamped

import rclpy
from rclpy.node import Node

from tf2_ros import TransformBroadcaster

import tf_transformations

from turtlesim.msg import Pose


class FramePublisher(Node):

    def __init__(self):
        super().__init__('turtle_tf2_frame_publisher')

        # Declare and acquire `turtlename` parameter
        self.declare_parameter('turtlename', 'turtle')
        self.turtlename = self.get_parameter(
            'turtlename').get_parameter_value().string_value

        # Initialize the transform broadcaster
        self.br = TransformBroadcaster(self)

        # Subscribe to a turtle{1}{2}/pose topic and call handle_turtle_pose
        # callback function on each message
        self.subscription = self.create_subscription(
            Pose,
            f'/{self.turtlename}/pose',
            self.handle_turtle_pose,
            1)


    def handle_turtle_pose(self, msg):
        t = TransformStamped()

        # Read message content and assign it to
        # corresponding tf variables
        t.header.stamp = self.get_clock().now().to_msg()
        t.header.frame_id = 'world'
        t.child_frame_id = self.turtlename

        # Turtle only exists in 2D, thus we get x and y translation
        # coordinates from the message and set the z coordinate to 0
        t.transform.translation.x = msg.x
        t.transform.translation.y = msg.y
        t.transform.translation.z = 0.0

        # For the same reason, turtle can only rotate around one axis
        # and this why we set rotation in x and y to 0 and obtain
        # rotation in z axis from the message
        q = tf_transformations.quaternion_from_euler(0, 0, msg.theta)
        t.transform.rotation.x = q[0]
        t.transform.rotation.y = q[1]
        t.transform.rotation.z = q[2]
        t.transform.rotation.w = q[3]

        # Send the transformation
        self.br.sendTransform(t)


def main():
    rclpy.init()
    node = FramePublisher()
    try:
        rclpy.spin(node)
    except KeyboardInterrupt:
        pass

    rclpy.shutdown()

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监听TF数据

实际上，就是是获取两个坐标系之间的相对位置。

C++版本

示例代码来自ros2_galactic_turorials/geometry_tutorials/turtle_tf2_cpp/src/turtle_tf2_listener.cpp

#include <geometry_msgs/msg/transform_stamped.hpp>
#include <geometry_msgs/msg/twist.hpp>

#include <rclcpp/rclcpp.hpp>
#include <tf2/exceptions.h>
#include <tf2_ros/transform_listener.h>
#include <tf2_ros/buffer.h>
#include <turtlesim/srv/spawn.hpp>

#include <chrono>
#include <memory>
#include <string>

using std::placeholders::_1;
using namespace std::chrono_literals;

class FrameListener : public rclcpp::Node
{
public:
  FrameListener()
  : Node("turtle_tf2_frame_listener"),
    turtle_spawning_service_ready_(false),
    turtle_spawned_(false)
  {
    // Declare and acquire `target_frame` parameter
    this->declare_parameter<std::string>("target_frame", "turtle1");
    this->get_parameter("target_frame", target_frame_);

    tf_buffer_ =
      std::make_unique<tf2_ros::Buffer>(this->get_clock());
    transform_listener_ =
      std::make_shared<tf2_ros::TransformListener>(*tf_buffer_);

    // Create a client to spawn a turtle
    spawner_ =
      this->create_client<turtlesim::srv::Spawn>("spawn");

    // Create turtle2 velocity publisher
    publisher_ =
      this->create_publisher<geometry_msgs::msg::Twist>("turtle2/cmd_vel", 1);

    // Call on_timer function every second
    timer_ = this->create_wall_timer(
      1s, std::bind(&FrameListener::on_timer, this));
  }

private:
  void on_timer()
  {
    // Store frame names in variables that will be used to
    // compute transformations
    std::string fromFrameRel = target_frame_.c_str();
    std::string toFrameRel = "turtle2";

    if (turtle_spawning_service_ready_) {
      if (turtle_spawned_) {
        geometry_msgs::msg::TransformStamped transformStamped;

        // Look up for the transformation between target_frame and turtle2 frames
        // and send velocity commands for turtle2 to reach target_frame
        try {
          transformStamped = tf_buffer_->lookupTransform(
            toFrameRel, fromFrameRel,
            tf2::TimePointZero);//这里得到的是from_frame_rel在to_frame_rel坐标系下的位置
        } catch (tf2::TransformException & ex) {
          RCLCPP_INFO(
            this->get_logger(), "Could not transform %s to %s: %s",
            toFrameRel.c_str(), fromFrameRel.c_str(), ex.what());
          return;
        }

        geometry_msgs::msg::Twist msg;

        static const double scaleRotationRate = 1.0;
        msg.angular.z = scaleRotationRate * atan2(
          transformStamped.transform.translation.y,
          transformStamped.transform.translation.x);

        static const double scaleForwardSpeed = 0.5;
        msg.linear.x = scaleForwardSpeed * sqrt(
          pow(transformStamped.transform.translation.x, 2) +
          pow(transformStamped.transform.translation.y, 2));

        publisher_->publish(msg);
      } else {
        RCLCPP_INFO(this->get_logger(), "Successfully spawned");
        turtle_spawned_ = true;
      }
    } else {
      // Check if the service is ready
      if (spawner_->service_is_ready()) {
        // Initialize request with turtle name and coordinates
        // Note that x, y and theta are defined as floats in turtlesim/srv/Spawn
        auto request = std::make_shared<turtlesim::srv::Spawn::Request>();
        request->x = 4.0;
        request->y = 2.0;
        request->theta = 0.0;
        request->name = "turtle2";

        // Call request
        using ServiceResponseFuture =
          rclcpp::Client<turtlesim::srv::Spawn>::SharedFuture;
        auto response_received_callback = [this](ServiceResponseFuture future) {
            auto result = future.get();
            if (strcmp(result->name.c_str(), "turtle2") == 0) {
              turtle_spawning_service_ready_ = true;
            } else {
              RCLCPP_ERROR(this->get_logger(), "Service callback result mismatch");
            }
          };
        auto result = spawner_->async_send_request(request, response_received_callback);
      } else {
        RCLCPP_INFO(this->get_logger(), "Service is not ready");
      }
    }
  }
  // Boolean values to store the information
  // if the service for spawning turtle is available
  bool turtle_spawning_service_ready_;
  // if the turtle was successfully spawned
  bool turtle_spawned_;
  rclcpp::Client<turtlesim::srv::Spawn>::SharedPtr spawner_{nullptr};
  rclcpp::TimerBase::SharedPtr timer_{nullptr};
  rclcpp::Publisher<geometry_msgs::msg::Twist>::SharedPtr publisher_{nullptr};
  std::shared_ptr<tf2_ros::TransformListener> transform_listener_{nullptr};
  std::unique_ptr<tf2_ros::Buffer> tf_buffer_;
  std::string target_frame_;
};

int main(int argc, char * argv[])
{
  rclcpp::init(argc, argv);
  rclcpp::spin(std::make_shared<FrameListener>());
  rclcpp::shutdown();
  return 0;
}

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增加超时时间的写法

        try {
          rclcpp::Time now = this->get_clock()->now();
          transformStamped = tf_buffer_->lookupTransform(
            toFrameRel,
            fromFrameRel,
            now,
            50ms);//获取当前时间的tf关系并且允许50ms的超时时间
        } catch (tf2::TransformException & ex) {
          RCLCPP_INFO(
            this->get_logger(), "Could not transform %s to %s: %s",
            toFrameRel.c_str(), fromFrameRel.c_str(), ex.what());
          return;
        }
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示例代码来自ros2_galactic_turorials/geometry_tutorials/turtle_tf2_cpp/src/turtle_tf2_listener_timeout.cpp

可运行下面的命令查看效果

ros2 launch turtle_tf2_cpp turtle_tf2_demo_timeout.launch.py
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ros2 run turtlesim turtle_teleop_key
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获取历史时间点的tf关系

        try {
          rclcpp::Time now = this->get_clock()->now();
          rclcpp::Time when = now - rclcpp::Duration(5, 0);
          transformStamped = tf_buffer_->lookupTransform(
              toFrameRel,
              now,
              fromFrameRel,
              when,
              "world",
              50ms);
        } catch (tf2::TransformException & ex) {
          RCLCPP_INFO(
            this->get_logger(), "Could not transform %s to %s: %s",
            toFrameRel.c_str(), fromFrameRel.c_str(), ex.what());
          return;
        }
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示例代码来自ros2_galactic_turorials/geometry_tutorials/turtle_tf2_cpp/src/turtle_tf2_listener_time_travel.cpp

运行命令

ros2 launch turtle_tf2_cpp turtle_tf2_demo_time_travel.launch.py
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ros2 run turtlesim turtle_teleop_key
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python版本

示例代码来自ros2_galactic_turorials/geometry_tutorials/turtle_tf2_py/turtle_tf2_py/turtle_tf2_listener.py

import math

from geometry_msgs.msg import Twist

import rclpy
from rclpy.node import Node

from tf2_ros import TransformException
from tf2_ros.buffer import Buffer
from tf2_ros.transform_listener import TransformListener

from turtlesim.srv import Spawn


class FrameListener(Node):

    def __init__(self):
        super().__init__('turtle_tf2_frame_listener')

        # Declare and acquire `target_frame` parameter
        self.declare_parameter('target_frame', 'turtle1')
        self.target_frame = self.get_parameter(
            'target_frame').get_parameter_value().string_value

        self.tf_buffer = Buffer()
        self.tf_listener = TransformListener(self.tf_buffer, self)

        # Create a client to spawn a turtle
        self.spawner = self.create_client(Spawn, 'spawn')
        # Boolean values to store the information
        # if the service for spawning turtle is available
        self.turtle_spawning_service_ready = False
        # if the turtle was successfully spawned
        self.turtle_spawned = False

        # Create turtle2 velocity publisher
        self.publisher = self.create_publisher(Twist, 'turtle2/cmd_vel', 1)

        # Call on_timer function every second
        self.timer = self.create_timer(1.0, self.on_timer)

    def on_timer(self):
        # Store frame names in variables that will be used to
        # compute transformations
        from_frame_rel = self.target_frame
        to_frame_rel = 'turtle2'

        if self.turtle_spawning_service_ready:
            if self.turtle_spawned:
                # Look up for the transformation between target_frame and turtle2 frames
                # and send velocity commands for turtle2 to reach target_frame
                try:
                    now = rclpy.time.Time()
                    trans = self.tf_buffer.lookup_transform(
                        to_frame_rel,
                        from_frame_rel,
                        now)  #这里得到的是from_frame_rel在to_frame_rel坐标系下的位置
                except TransformException as ex:
                    self.get_logger().info(
                        f'Could not transform {to_frame_rel} to {from_frame_rel}: {ex}')
                    return

                msg = Twist()
                scale_rotation_rate = 1.0
                msg.angular.z = scale_rotation_rate * math.atan2(
                    trans.transform.translation.y,
                    trans.transform.translation.x)

                scale_forward_speed = 0.5
                msg.linear.x = scale_forward_speed * math.sqrt(
                    trans.transform.translation.x ** 2 +
                    trans.transform.translation.y ** 2)

                self.publisher.publish(msg)
            else:
                if self.result.done():
                    self.get_logger().info(
                        f'Successfully spawned {self.result.result().name}')
                    self.turtle_spawned = True
                else:
                    self.get_logger().info('Spawn is not finished')
        else:
            if self.spawner.service_is_ready():
                # Initialize request with turtle name and coordinates
                # Note that x, y and theta are defined as floats in turtlesim/srv/Spawn
                request = Spawn.Request()
                request.name = 'turtle2'
                request.x = float(4)
                request.y = float(2)
                request.theta = float(0)
                # Call request
                self.result = self.spawner.call_async(request)
                self.turtle_spawning_service_ready = True
            else:
                # Check if the service is ready
                self.get_logger().info('Service is not ready')


def main():
    rclpy.init()
    node = FrameListener()
    try:
        rclpy.spin(node)
    except KeyboardInterrupt:
        pass

    rclpy.shutdown()

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增加超时时间的写法

trans = self._tf_buffer.lookup_transform(
   to_frame_rel,
   from_frame_rel,
   now,
   timeout=rclpy.time.Duration(seconds=1.0))
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示例代码来自ros2_galactic_turorials/geometry_tutorials/turtle_tf2_py/turtle_tf2_py/turtle_tf2_listener_timeout.py

运行命令

ros2 launch turtle_tf2_py turtle_tf2_demo_timeout.launch.py
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ros2 run turtlesim turtle_teleop_key
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获取历史时间点的tf关系

                try:
                    when = self.get_clock().now() - rclpy.time.Duration(seconds=5.0)
                    trans = self.tf_buffer.lookup_transform_full(
                            target_frame=to_frame_rel,
                            target_time=rclpy.time.Time(),
                            source_frame=from_frame_rel,
                            source_time=when,
                            fixed_frame='world',
                            timeout=rclpy.time.Duration(seconds=0.05))
                except (LookupException, ConnectivityException, ExtrapolationException):
                    self.get_logger().info('transform not ready')
                    return
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示例代码来自ros2_galactic_turorials/geometry_tutorials/turtle_tf2_py/turtle_tf2_py/turtle_tf2_listener_time_travel.py

运行命令

ros2 launch turtle_tf2_py turtle_tf2_demo_time_travel.launch.py
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ros2 run turtlesim turtle_teleop_key
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TF 调试工具

打印两个link的相对位置关系

ros2 run tf2_ros tf2_echo turtle2 turtle1
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保存tf关系框图

ros2 run tf2_tools view_frames
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监控两个link的转换延时

ros2 run tf2_ros tf2_monitor turtle2 turtle1
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四元数与欧拉角转换

因为使用TF的过程中常常涉及到坐标转换。这会涉及到角度的表示方法。

通常我们会有两种表示角度的方法，一种是欧拉角，一种是四元数。欧拉角是更为直观的表示方法，但因为死锁的问题，在进行坐标变换计算时常常是使用四元数的。

在ROS2中，有两个数据类型表示四元数。它们是来自tf2功能包的tf2::Quaternion类型和来自geometry_msgs功能包的geometry_msgs::msg::Quaternion类型。我们可以通过tf2_geometry_msgs包来进行两个类型的互相转换。

C++的写法

#include <tf2_geometry_msgs/tf2_geometry_msgs.hpp>
...

tf2::Quaternion tf2_quat, tf2_quat_from_msg;
tf2_quat.setRPY(roll, pitch, yaw);
// Convert tf2::Quaternion to geometry_msgs::msg::Quaternion
geometry_msgs::msg::Quaternion msg_quat = tf2::toMsg(tf2_quat);

// Convert geometry_msgs::msg::Quaternion to tf2::Quaternion
tf2::convert(msg_quat, tf2_quat_from_msg);
// or
tf2::fromMsg(msg_quat, tf2_quat_from_msg);
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Python的写法

from geometry_msgs.msg import Quaternion
...

# Create a list of floats, which is compatible with tf2
# Quaternion methods
quat_tf = [0.0, 1.0, 0.0, 0.0]

# Convert a list to geometry_msgs.msg.Quaternion
msg_quat = Quaternion(x=quat_tf[0], y=quat_tf[1], z=quat_tf[2], w=quat_tf[3])
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欧拉角和四元数之间的转换可以用下面的方式

欧拉角转四元数

C++版本

#include <tf2/LinearMath/Quaternion.h>

tf2::Quaternion myQuaternion;
myQuaternion.setRPY(1.5707, 0, -1.5707);  // Create this quaternion from roll/pitch/yaw (in radians)
ROS_INFO("%f  %f  %f  %f" ,myQuaternion.x(),myQuaternion.y(),myQuaternion.z(),myQuaternion.w());  // Print the quaternion components (0,0,0,1)
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Python版本

import tf_transformations
...

q = tf_transformations.quaternion_from_euler(1.5707, 0, -1.5707)
print(f'The quaternion representation is x: {q[0]} y: {q[1]} z: {q[2]} w: {q[3]}.')
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四元数转欧拉角

C++版本

在tf2/utils.h中定义了如下方法。

/** Return the yaw, pitch, roll of anything that can be converted to a tf2::Quaternion
 * The conventions are the usual ROS ones defined in tf2/LineMath/Matrix3x3.h
 * \param a the object to get data from (it represents a rotation/quaternion)
 * \param yaw yaw
 * \param pitch pitch
 * \param roll roll
 */
template<class A>
void getEulerYPR(const A & a, double & yaw, double & pitch, double & roll)
{
  tf2::Quaternion q = impl::toQuaternion(a);
  impl::getEulerYPR(q, yaw, pitch, roll);
}

/** Return the yaw of anything that can be converted to a tf2::Quaternion
 * The conventions are the usual ROS ones defined in tf2/LineMath/Matrix3x3.h
 * This function is a specialization of getEulerYPR and is useful for its
 * wide-spread use in navigation
 * \param a the object to get data from (it represents a rotation/quaternion)
 * \param yaw yaw
 */
template<class A>
double getYaw(const A & a)
{
  tf2::Quaternion q = impl::toQuaternion(a);
  return impl::getYaw(q);
}
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Python版本

import tf_transformations

rpy = tf_transformations.euler_from_quaternion([0.06146124, 0, 0, 0.99810947])
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更多细节请查看下面的文章：
https://docs.ros.org/en/galactic/Tutorials/Tf2/Quaternion-Fundamentals.html

tf2_ros::MessageFilter

https://docs.ros.org/en/galactic/Tutorials/Tf2/Using-Stamped-Datatypes-With-Tf2-Ros-MessageFilter.html

To do this turtle1 must listen to the topic where turtle3’s pose is being published, wait until transforms into the desired frame are ready, and then do its operations. To make this easier the tf2_ros::MessageFilter is very useful. The tf2_ros::MessageFilter will take a subscription to any ROS 2 message with a header and cache it until it is possible to transform it into the target frame.

tf2_ros::MessageFilter 的主要作用是，等待目标frame已经缓冲在tf树中。这样的话转换到该frame将是可行的。AMCL模块中处理激光数据就是一个好的例子。

void
AmclNode::initMessageFilters()
{
  laser_scan_sub_ = std::make_unique<message_filters::Subscriber<sensor_msgs::msg::LaserScan>>(
    rclcpp_node_.get(), scan_topic_, rmw_qos_profile_sensor_data);

  laser_scan_filter_ = std::make_unique<tf2_ros::MessageFilter<sensor_msgs::msg::LaserScan>>(
    *laser_scan_sub_, *tf_buffer_, odom_frame_id_, 10, rclcpp_node_, transform_tolerance_);

  laser_scan_connection_ = laser_scan_filter_->registerCallback(
    std::bind(
      &AmclNode::laserReceived,
      this, std::placeholders::_1));
}
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当odom_frame_id_在tf树中可转换时，接受到激光数据后开始执行回调函数laserReceived 。在laserReceived 中通过odom_frame_id_ 获取到当前的odom 数据。也就是说，使用tf2_ros::MessageFilter 达到了，等能获取odom 数据时再处理激光数据的效果。

下面是官方的一个示例。可以参考其写法。

#include <geometry_msgs/msg/point_stamped.hpp>
#include <message_filters/subscriber.h>

#include <rclcpp/rclcpp.hpp>
#include <tf2_ros/buffer.h>
#include <tf2_ros/create_timer_ros.h>
#include <tf2_ros/message_filter.h>
#include <tf2_ros/transform_listener.h>
#ifdef TF2_CPP_HEADERS
  #include <tf2_geometry_msgs/tf2_geometry_msgs.hpp>
#else
  #include <tf2_geometry_msgs/tf2_geometry_msgs.h>
#endif

#include <chrono>
#include <memory>
#include <string>

using namespace std::chrono_literals;

class PoseDrawer : public rclcpp::Node
{
public:
  PoseDrawer()
  : Node("turtle_tf2_pose_drawer")
  {
    // Declare and acquire `target_frame` parameter
    this->declare_parameter<std::string>("target_frame", "turtle1");
    this->get_parameter("target_frame", target_frame_);

    typedef std::chrono::duration<int> seconds_type;
    seconds_type buffer_timeout(1);

    tf2_buffer_ = std::make_shared<tf2_ros::Buffer>(this->get_clock());
    // Create the timer interface before call to waitForTransform,
    // to avoid a tf2_ros::CreateTimerInterfaceException exception
    auto timer_interface = std::make_shared<tf2_ros::CreateTimerROS>(
      this->get_node_base_interface(),
      this->get_node_timers_interface());
    tf2_buffer_->setCreateTimerInterface(timer_interface);
    tf2_listener_ =
      std::make_shared<tf2_ros::TransformListener>(*tf2_buffer_);

    point_sub_.subscribe(this, "/turtle3/turtle_point_stamped");
    tf2_filter_ = std::make_shared<tf2_ros::MessageFilter<geometry_msgs::msg::PointStamped>>(
      point_sub_, *tf2_buffer_, target_frame_, 100, this->get_node_logging_interface(),
      this->get_node_clock_interface(), buffer_timeout);
    // Register a callback with tf2_ros::MessageFilter to be called when transforms are available
    tf2_filter_->registerCallback(&PoseDrawer::msgCallback, this);//等待需要的tf关系就绪，一就绪有数据就进入到回调函数中。
  }

private:
  void msgCallback(const geometry_msgs::msg::PointStamped::SharedPtr point_ptr)
  {
    geometry_msgs::msg::PointStamped point_out;
    try {
      tf2_buffer_->transform(*point_ptr, point_out, target_frame_);//point_out的值是turtle3想对于target_frame_的坐标
      RCLCPP_INFO(
        this->get_logger(), "Point of turtle3 in frame of turtle1: x:%f y:%f z:%f\n",
        point_out.point.x,
        point_out.point.y,
        point_out.point.z);
    } catch (tf2::TransformException & ex) {
      RCLCPP_WARN(
        // Print exception which was caught
        this->get_logger(), "Failure %s\n", ex.what());
    }
  }
  std::string target_frame_;
  std::shared_ptr<tf2_ros::Buffer> tf2_buffer_;
  std::shared_ptr<tf2_ros::TransformListener> tf2_listener_;
  message_filters::Subscriber<geometry_msgs::msg::PointStamped> point_sub_;
  std::shared_ptr<tf2_ros::MessageFilter<geometry_msgs::msg::PointStamped>> tf2_filter_;
};

int main(int argc, char * argv[])
{
  rclcpp::init(argc, argv);
  rclcpp::spin(std::make_shared<PoseDrawer>());
  rclcpp::shutdown();
  return 0;
}
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参考：

https://docs.ros.org/en/galactic/Tutorials/Tf2/Tf2-Main.html

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