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Gazebo Simulation Implementation Project

Learning Objectives

By the end of this project, you will be able to:

  • Design and implement a complete robot model for Gazebo simulation
  • Configure physics properties and sensor integration
  • Create custom Gazebo plugins for robot control
  • Implement realistic sensor simulation and visualization

Project Overview

This project requires you to develop a complete robot simulation environment in Gazebo. You'll create a robot model from scratch, implement realistic physics and sensor simulation, and integrate it with ROS 2 for control and perception tasks.

Project Requirements

  1. Complete Robot Model: Create a URDF/SDF model with realistic physics properties
  2. Sensor Integration: Include multiple sensor types (camera, lidar, IMU, etc.)
  3. ROS 2 Integration: Full integration with ROS 2 for control and perception
  4. World Environment: Create a realistic simulation environment
  5. Control System: Implement a control system for the robot

Robot Model Design

Physical Design Considerations

Your robot should be designed with the following specifications:

  • Differential Drive Base: Two driven wheels with one or more castor wheels
  • Dimensions: Reasonable size for navigation (e.g., 0.5m length × 0.3m width × 0.3m height)
  • Weight: Appropriate mass distribution (e.g., 10-20 kg total)
  • Actuators: Wheel motors with realistic torque and speed limits
  • Sensors: At least 3 different sensor types

URDF Model Structure

Create a comprehensive URDF model:

<?xml version="1.0"?>
<robot name="simulation_robot" xmlns:xacro="http://www.ros.org/wiki/xacro">
<!-- Properties -->
<xacro:property name="base_width" value="0.3" />
<xacro:property name="base_length" value="0.5" />
<xacro:property name="base_height" value="0.15" />
<xacro:property name="wheel_radius" value="0.05" />
<xacro:property name="wheel_width" value="0.03" />
<xacro:property name="wheel_offset_x" value="0.15" />
<xacro:property name="wheel_offset_y" value="0.15" />
<xacro:property name="caster_offset" value="0.2" />

<!-- Base Link -->
<link name="base_link">
<visual>
<origin xyz="0 0 0" rpy="0 0 0" />
<geometry>
<box size="${base_length} ${base_width} ${base_height}" />
</geometry>
<material name="blue">
<color rgba="0 0 0.8 1" />
</material>
</visual>

<collision>
<origin xyz="0 0 0" rpy="0 0 0" />
<geometry>
<box size="${base_length} ${base_width} ${base_height}" />
</geometry>
</collision>

<inertial>
<mass value="15.0" />
<origin xyz="0 0 0" rpy="0 0 0" />
<inertia ixx="0.2" ixy="0.0" ixz="0.0" iyy="0.3" iyz="0.0" izz="0.4" />
</inertial>
</link>

<!-- Left Wheel -->
<joint name="left_wheel_joint" type="continuous">
<parent link="base_link" />
<child link="left_wheel_link" />
<origin xyz="${wheel_offset_x} ${wheel_offset_y} 0" rpy="0 0 0" />
<axis xyz="0 1 0" />
</joint>

<link name="left_wheel_link">
<visual>
<origin xyz="0 0 0" rpy="1.5708 0 0" />
<geometry>
<cylinder radius="${wheel_radius}" length="${wheel_width}" />
</geometry>
<material name="black">
<color rgba="0 0 0 1" />
</material>
</visual>

<collision>
<origin xyz="0 0 0" rpy="1.5708 0 0" />
<geometry>
<cylinder radius="${wheel_radius}" length="${wheel_width}" />
</geometry>
</collision>

<inertial>
<mass value="0.5" />
<origin xyz="0 0 0" rpy="0 0 0" />
<inertia ixx="0.001" ixy="0.0" ixz="0.0" iyy="0.001" iyz="0.0" izz="0.002" />
</inertial>
</link>

<!-- Right Wheel -->
<joint name="right_wheel_joint" type="continuous">
<parent link="base_link" />
<child link="right_wheel_link" />
<origin xyz="${wheel_offset_x} ${-wheel_offset_y} 0" rpy="0 0 0" />
<axis xyz="0 1 0" />
</joint>

<link name="right_wheel_link">
<visual>
<origin xyz="0 0 0" rpy="1.5708 0 0" />
<geometry>
<cylinder radius="${wheel_radius}" length="${wheel_width}" />
</geometry>
<material name="black" />
</visual>

<collision>
<origin xyz="0 0 0" rpy="1.5708 0 0" />
<geometry>
<cylinder radius="${wheel_radius}" length="${wheel_width}" />
</geometry>
</collision>

<inertial>
<mass value="0.5" />
<origin xyz="0 0 0" rpy="0 0 0" />
<inertia ixx="0.001" ixy="0.0" ixz="0.0" iyy="0.001" iyz="0.0" izz="0.002" />
</inertial>
</link>

<!-- Caster Wheel -->
<joint name="caster_joint" type="fixed">
<parent link="base_link" />
<child link="caster_wheel" />
<origin xyz="${-caster_offset} 0 0" rpy="0 0 0" />
</joint>

<link name="caster_wheel">
<visual>
<geometry>
<sphere radius="0.04" />
</geometry>
<material name="white">
<color rgba="1 1 1 1" />
</material>
</visual>

<collision>
<geometry>
<sphere radius="0.04" />
</geometry>
</collision>

<inertial>
<mass value="0.1" />
<origin xyz="0 0 0" rpy="0 0 0" />
<inertia ixx="0.0001" ixy="0.0" ixz="0.0" iyy="0.0001" iyz="0.0" izz="0.0001" />
</inertial>
</link>

<!-- Sensors -->
<!-- Camera -->
<joint name="camera_joint" type="fixed">
<parent link="base_link" />
<child link="camera_link" />
<origin xyz="${base_length/2 - 0.05} 0 ${base_height/2}" rpy="0 0 0" />
</joint>

<link name="camera_link">
<visual>
<geometry>
<box size="0.05 0.05 0.05" />
</geometry>
<material name="red">
<color rgba="0.8 0 0 1" />
</material>
</visual>

<collision>
<geometry>
<box size="0.05 0.05 0.05" />
</geometry>
</collision>

<inertial>
<mass value="0.1" />
<origin xyz="0 0 0" rpy="0 0 0" />
<inertia ixx="0.0001" ixy="0.0" ixz="0.0" iyy="0.0001" iyz="0.0" izz="0.0001" />
</inertial>
</link>

<!-- IMU -->
<joint name="imu_joint" type="fixed">
<parent link="base_link" />
<child link="imu_link" />
<origin xyz="0 0 0" rpy="0 0 0" />
</joint>

<link name="imu_link">
<inertial>
<mass value="0.01" />
<origin xyz="0 0 0" rpy="0 0 0" />
<inertia ixx="0.00001" ixy="0.0" ixz="0.0" iyy="0.00001" iyz="0.0" izz="0.00001" />
</inertial>
</link>

<!-- Transmissions for ROS Control -->
<transmission name="left_wheel_trans">
<type>transmission_interface/SimpleTransmission</type>
<joint name="left_wheel_joint">
<hardwareInterface>hardware_interface/VelocityJointInterface</hardwareInterface>
</joint>
<actuator name="left_wheel_motor">
<hardwareInterface>hardware_interface/VelocityJointInterface</hardwareInterface>
<mechanicalReduction>1</mechanicalReduction>
</actuator>
</transmission>

<transmission name="right_wheel_trans">
<type>transmission_interface/SimpleTransmission</type>
<joint name="right_wheel_joint">
<hardwareInterface>hardware_interface/VelocityJointInterface</hardwareInterface>
</joint>
<actuator name="right_wheel_motor">
<hardwareInterface>hardware_interface/VelocityJointInterface</hardwareInterface>
<mechanicalReduction>1</mechanicalReduction>
</actuator>
</transmission>

<!-- Gazebo Plugins -->
<gazebo reference="base_link">
<material>Gazebo/Blue</material>
</gazebo>

<gazebo reference="left_wheel_link">
<material>Gazebo/Black</material>
</gazebo>

<gazebo reference="right_wheel_link">
<material>Gazebo/Black</material>
</gazebo>

<gazebo reference="caster_wheel">
<material>Gazebo/White</material>
</gazebo>

<gazebo reference="camera_link">
<material>Gazebo/Red</material>
</gazebo>

<!-- Differential Drive Controller -->
<gazebo>
<plugin name="differential_drive_controller" filename="libgazebo_ros_diff_drive.so">
<ros>
<namespace>robot</namespace>
<remapping>cmd_vel:=cmd_vel</remapping>
<remapping>odom:=odom</remapping>
</ros>
<update_rate>30</update_rate>
<left_joint>left_wheel_joint</left_joint>
<right_joint>right_wheel_joint</right_joint>
<wheel_separation>${2 * wheel_offset_y}</wheel_separation>
<wheel_diameter>${2 * wheel_radius}</wheel_diameter>
<max_wheel_torque>20</max_wheel_torque>
<max_wheel_acceleration>10.0</max_wheel_acceleration>
<command_topic>cmd_vel</command_topic>
<odometry_topic>odom</odometry_topic>
<odometry_frame>odom</odometry_frame>
<robot_base_frame>base_link</robot_base_frame>
<publish_odom>true</publish_odom>
<publish_odom_tf>true</publish_odom_tf>
<publish_wheel_tf>true</publish_wheel_tf>
</plugin>
</gazebo>

<!-- Camera Sensor -->
<gazebo reference="camera_link">
<sensor name="camera" type="camera">
<update_rate>30</update_rate>
<camera name="head_camera">
<horizontal_fov>1.047</horizontal_fov>
<image>
<width>640</width>
<height>480</height>
<format>R8G8B8</format>
</image>
<clip>
<near>0.1</near>
<far>300</far>
</clip>
<noise>
<type>gaussian</type>
<mean>0.0</mean>
<stddev>0.007</stddev>
</noise>
</camera>
<plugin name="camera_controller" filename="libgazebo_ros_camera.so">
<ros>
<namespace>robot</namespace>
<remapping>~/image_raw:=camera/image_raw</remapping>
<remapping>~/camera_info:=camera/camera_info</remapping>
</ros>
<camera_name>camera</camera_name>
<frame_name>camera_link</frame_name>
</plugin>
</sensor>
</gazebo>

<!-- IMU Sensor -->
<gazebo reference="imu_link">
<sensor name="imu_sensor" type="imu">
<always_on>true</always_on>
<update_rate>100</update_rate>
<plugin name="imu_plugin" filename="libgazebo_ros_imu.so">
<ros>
<namespace>robot</namespace>
<remapping>~/out:=imu/data</remapping>
</ros>
<frame_name>imu_link</frame_name>
<topic_name>imu/data</topic_name>
<gaussian_noise>0.0017</gaussian_noise>
</plugin>
</sensor>
</gazebo>

<!-- Laser Scanner -->
<joint name="laser_joint" type="fixed">
<parent link="base_link" />
<child link="laser_link" />
<origin xyz="${base_length/2 - 0.02} 0 ${base_height/2 + 0.05}" rpy="0 0 0" />
</joint>

<link name="laser_link">
<visual>
<geometry>
<cylinder radius="0.02" length="0.04" />
</geometry>
<material name="green">
<color rgba="0 0.8 0 1" />
</material>
</visual>

<collision>
<geometry>
<cylinder radius="0.02" length="0.04" />
</geometry>
</collision>

<inertial>
<mass value="0.1" />
<origin xyz="0 0 0" rpy="0 0 0" />
<inertia ixx="0.0001" ixy="0.0" ixz="0.0" iyy="0.0001" iyz="0.0" izz="0.0002" />
</inertial>
</link>

<gazebo reference="laser_link">
<sensor name="laser_scanner" type="ray">
<ray>
<scan>
<horizontal>
<samples>720</samples>
<resolution>1</resolution>
<min_angle>-3.14159</min_angle>
<max_angle>3.14159</max_angle>
</horizontal>
</scan>
<range>
<min>0.1</min>
<max>30.0</max>
<resolution>0.01</resolution>
</range>
</ray>
<plugin name="laser_controller" filename="libgazebo_ros_laser.so">
<ros>
<namespace>robot</namespace>
<remapping>~/out:=scan</remapping>
</ros>
<frame_name>laser_link</frame_name>
<topic_name>scan</topic_name>
</plugin>
</sensor>
</gazebo>

</robot>

Simulation Environment

Creating a World File

Create a comprehensive world file with obstacles and navigation challenges:

<?xml version="1.0" ?>
<sdf version="1.7">
<world name="simulation_world">
<!-- Physics -->
<physics name="1ms" type="ode">
<max_step_size>0.001</max_step_size>
<real_time_factor>1.0</real_time_factor>
<real_time_update_rate>1000</real_time_update_rate>
<gravity>0 0 -9.8</gravity>

<ode>
<solver>
<type>quick</type>
<iters>10</iters>
<sor>1.3</sor>
</solver>
<constraints>
<cfm>0.0</cfm>
<erp>0.2</erp>
<contact_max_correcting_vel>100.0</contact_max_correcting_vel>
<contact_surface_layer>0.001</contact_surface_layer>
</constraints>
</ode>
</physics>

<!-- Environment -->
<include>
<uri>model://ground_plane</uri>
</include>

<include>
<uri>model://sun</uri>
</include>

<!-- Walls -->
<model name="wall_1">
<pose>0 5 0.5 0 0 0</pose>
<static>true</static>
<link name="link">
<collision name="collision">
<geometry>
<box>
<size>10 0.2 1</size>
</box>
</geometry>
</collision>
<visual name="visual">
<geometry>
<box>
<size>10 0.2 1</size>
</box>
</geometry>
<material>
<ambient>0.4 0.4 0.4 1</ambient>
<diffuse>0.7 0.7 0.7 1</diffuse>
<specular>0.1 0.1 0.1 1</specular>
</material>
</visual>
</link>
</model>

<model name="wall_2">
<pose>5 0 0.5 0 0 1.5708</pose>
<static>true</static>
<link name="link">
<collision name="collision">
<geometry>
<box>
<size>10 0.2 1</size>
</box>
</geometry>
</collision>
<visual name="visual">
<geometry>
<box>
<size>10 0.2 1</size>
</box>
</geometry>
<material>
<ambient>0.4 0.4 0.4 1</ambient>
<diffuse>0.7 0.7 0.7 1</diffuse>
<specular>0.1 0.1 0.1 1</specular>
</material>
</visual>
</link>
</model>

<!-- Obstacles -->
<model name="obstacle_1">
<pose>2 2 0.5 0 0 0</pose>
<link name="link">
<collision name="collision">
<geometry>
<cylinder>
<radius>0.3</radius>
<length>1.0</length>
</cylinder>
</geometry>
</collision>
<visual name="visual">
<geometry>
<cylinder>
<radius>0.3</radius>
<length>1.0</length>
</cylinder>
</geometry>
<material>
<ambient>0.8 0.4 0.0 1</ambient>
<diffuse>1.0 0.5 0.0 1</diffuse>
<specular>0.1 0.1 0.1 1</specular>
</material>
</visual>
<inertial>
<mass>10.0</mass>
<inertia>
<ixx>0.625</ixx>
<ixy>0</ixy>
<ixz>0</ixz>
<iyy>0.625</iyy>
<iyz>0</iyz>
<izz>0.45</izz>
</inertia>
</inertial>
</link>
</model>

<model name="obstacle_2">
<pose>-2 -2 0.5 0 0 0</pose>
<link name="link">
<collision name="collision">
<geometry>
<box>
<size>0.8 0.8 1.0</size>
</box>
</geometry>
</collision>
<visual name="visual">
<geometry>
<box>
<size>0.8 0.8 1.0</size>
</box>
</geometry>
<material>
<ambient>0.4 0.0 0.8 1</ambient>
<diffuse>0.5 0.0 1.0 1</diffuse>
<specular>0.1 0.1 0.1 1</specular>
</material>
</visual>
<inertial>
<mass>10.0</mass>
<inertia>
<ixx>0.833</ixx>
<ixy>0</ixy>
<ixz>0</ixz>
<iyy>0.833</iyy>
<iyz>0</iyz>
<izz>0.533</izz>
</inertia>
</inertial>
</link>
</model>

<!-- Navigation Target -->
<model name="navigation_target">
<pose>3 -3 0.05 0 0 0</pose>
<static>true</static>
<link name="link">
<visual name="visual">
<geometry>
<cylinder>
<radius>0.5</radius>
<length>0.1</length>
</cylinder>
</geometry>
<material>
<ambient>0.0 0.8 0.0 0.5</ambient>
<diffuse>0.0 1.0 0.0 0.5</diffuse>
<specular>0.1 0.1 0.1 0.5</specular>
</material>
</visual>
</link>
</model>

</world>
</sdf>

Control System Implementation

ROS 2 Navigation Stack

Implement a basic navigation system:

#!/usr/bin/env python3

import rclpy
from rclpy.node import Node
from rclpy.qos import QoSProfile
from geometry_msgs.msg import Twist, PoseStamped
from sensor_msgs.msg import LaserScan
from nav_msgs.msg import Odometry
from tf2_ros import TransformBroadcaster
import tf2_geometry_msgs
import numpy as np
import math


class SimulationNavigator(Node):
def __init__(self):
super().__init__('simulation_navigator')

# Parameters
self.declare_parameter('target_x', 3.0)
self.declare_parameter('target_y', -3.0)
self.declare_parameter('linear_speed', 0.3)
self.declare_parameter('angular_speed', 0.5)
self.declare_parameter('safe_distance', 0.5)

# Publishers
self.cmd_vel_pub = self.create_publisher(Twist, 'cmd_vel', 10)

# Subscribers
self.odom_sub = self.create_subscription(
Odometry, 'odom', self.odom_callback, 10)
self.scan_sub = self.create_subscription(
LaserScan, 'scan', self.scan_callback, 10)

# Variables
self.current_pose = None
self.target_pose = PoseStamped()
self.target_pose.pose.position.x = self.get_parameter('target_x').value
self.target_pose.pose.position.y = self.get_parameter('target_y').value
self.laser_ranges = []

# Control timer
self.control_timer = self.create_timer(0.1, self.control_loop)

self.get_logger().info('Simulation Navigator initialized')

def odom_callback(self, msg):
self.current_pose = msg.pose.pose

def scan_callback(self, msg):
self.laser_ranges = msg.ranges

def get_distance_to_target(self):
if self.current_pose is None:
return float('inf')

dx = self.target_pose.pose.position.x - self.current_pose.position.x
dy = self.target_pose.pose.position.y - self.current_pose.position.y
return math.sqrt(dx*dx + dy*dy)

def get_angle_to_target(self):
if self.current_pose is None:
return 0.0

# Calculate angle to target
dx = self.target_pose.pose.position.x - self.current_pose.position.x
dy = self.target_pose.pose.position.y - self.current_pose.position.y
target_angle = math.atan2(dy, dx)

# Get current orientation (assuming quaternion to yaw conversion)
q = self.current_pose.orientation
current_yaw = math.atan2(
2.0 * (q.w * q.z + q.x * q.y),
1.0 - 2.0 * (q.y * q.y + q.z * q.z)
)

# Calculate angle difference
angle_diff = target_angle - current_yaw
# Normalize angle to [-pi, pi]
while angle_diff > math.pi:
angle_diff -= 2 * math.pi
while angle_diff < -math.pi:
angle_diff += 2 * math.pi

return angle_diff

def control_loop(self):
if self.current_pose is None:
return

cmd_msg = Twist()

# Check for obstacles
if len(self.laser_ranges) > 0:
min_distance = min([r for r in self.laser_ranges if not math.isnan(r)])
if min_distance < self.get_parameter('safe_distance').value:
# Emergency stop if too close to obstacle
cmd_msg.linear.x = 0.0
cmd_msg.angular.z = 0.0
self.cmd_vel_pub.publish(cmd_msg)
self.get_logger().warn(f'Obstacle detected at {min_distance:.2f}m, stopping!')
return

# Calculate distance and angle to target
distance_to_target = self.get_distance_to_target()
angle_to_target = self.get_angle_to_target()

# Navigation logic
if distance_to_target > 0.2: # Still need to move
# Rotate toward target if significantly off course
if abs(angle_to_target) > 0.2:
cmd_msg.angular.z = self.get_parameter('angular_speed').value * np.sign(angle_to_target)
else:
# Move forward if facing the right direction
cmd_msg.linear.x = self.get_parameter('linear_speed').value
else:
# Reached target
cmd_msg.linear.x = 0.0
cmd_msg.angular.z = 0.0
self.get_logger().info('Target reached!')

self.cmd_vel_pub.publish(cmd_msg)

# Log status
self.get_logger().info(
f'Distance to target: {distance_to_target:.2f}m, '
f'Angle to target: {math.degrees(angle_to_target):.2f}°'
)


def main(args=None):
rclpy.init(args=args)

navigator = SimulationNavigator()

try:
rclpy.spin(navigator)
except KeyboardInterrupt:
pass
finally:
navigator.destroy_node()
rclpy.shutdown()


if __name__ == '__main__':
main()

Launch Files

Create a launch file to start the complete simulation:

# launch/simulation_project_launch.py
from launch import LaunchDescription
from launch.actions import DeclareLaunchArgument, IncludeLaunchDescription
from launch.conditions import IfCondition
from launch.launch_description_sources import PythonLaunchDescriptionSource
from launch.substitutions import LaunchConfiguration, PathJoinSubstitution
from launch_ros.actions import Node
from launch_ros.substitutions import FindPackageShare


def generate_launch_description():
# Launch arguments
use_sim_time = DeclareLaunchArgument(
'use_sim_time',
default_value='true',
description='Use simulation time'
)

world_name = DeclareLaunchArgument(
'world_name',
default_value='simulation_world',
description='Choose one of the world files from `/models` or specify full path'
)

# Gazebo launch
gazebo = IncludeLaunchDescription(
PythonLaunchDescriptionSource([
PathJoinSubstitution([
FindPackageShare('gazebo_ros'),
'launch',
'gazebo.launch.py'
])
]),
launch_arguments={
'world': PathJoinSubstitution([
FindPackageShare('simulation_robot_description'),
'worlds',
LaunchConfiguration('world_name')
]),
'verbose': 'false',
}.items()
)

# Robot spawn node
spawn_robot = Node(
package='gazebo_ros',
executable='spawn_entity.py',
arguments=[
'-entity', 'simulation_robot',
'-topic', 'robot_description',
'-x', '0.0',
'-y', '0.0',
'-z', '0.1',
],
output='screen'
)

# Robot state publisher
robot_state_publisher = Node(
package='robot_state_publisher',
executable='robot_state_publisher',
parameters=[
{'use_sim_time': LaunchConfiguration('use_sim_time')}
],
remappings=[
('/joint_states', 'joint_states'),
]
)

# Static transform publisher for odom
static_transform_publisher = Node(
package='tf2_ros',
executable='static_transform_publisher',
arguments=['0', '0', '0', '0', '0', '0', 'odom', 'base_link']
)

# Navigation controller
navigation_controller = Node(
package='simulation_navigation',
executable='navigator',
name='simulation_navigator',
parameters=[
{'use_sim_time': LaunchConfiguration('use_sim_time')},
{'target_x': 3.0},
{'target_y': -3.0},
{'linear_speed': 0.3},
{'angular_speed': 0.5},
{'safe_distance': 0.5},
],
remappings=[
('cmd_vel', 'cmd_vel'),
('odom', 'odom'),
('scan', 'scan'),
]
)

return LaunchDescription([
use_sim_time,
world_name,
gazebo,
spawn_robot,
robot_state_publisher,
static_transform_publisher,
navigation_controller,
])

Testing and Validation

Simulation Testing

Test your simulation with the following scenarios:

  1. Basic Movement: Verify the robot can move forward, backward, and turn
  2. Sensor Data: Check that all sensors provide reasonable data
  3. Obstacle Avoidance: Test navigation with obstacles in the environment
  4. Target Navigation: Verify the robot can navigate to a target location

Performance Metrics

Evaluate your simulation based on:

  • Physics Accuracy: Does the robot move realistically?
  • Sensor Quality: Are sensor readings realistic and useful?
  • Navigation Performance: How efficiently does the robot navigate?
  • Stability: Does the simulation run smoothly without instabilities?

Assessment Criteria

Technical Implementation (70%)

  • Robot Model (20%): Complete, realistic URDF/SDF model with proper physics
  • Sensor Integration (20%): Proper sensor configuration and realistic simulation
  • Control System (15%): Functional navigation and control algorithms
  • Simulation Environment (15%): Realistic world with appropriate challenges

Documentation and Testing (30%)

  • Documentation (10%): Clear documentation of the model and system
  • Testing (10%): Comprehensive testing of all components
  • Validation (10%): Demonstration of system functionality

Project Deliverables

  1. Complete Robot Model: URDF/SDF files with all necessary configurations
  2. Simulation Environment: World file with obstacles and navigation challenges
  3. Control System: ROS 2 nodes for robot control and navigation
  4. Launch Files: Complete launch system to start the simulation
  5. Documentation: README with setup and usage instructions
  6. Test Results: Demonstration of system functionality

Resources

Extension Ideas

  • Implement SLAM capabilities
  • Add more complex sensors (3D lidar, stereo cameras)
  • Implement advanced navigation algorithms (A*, Dijkstra)
  • Create dynamic obstacles that move in the environment
  • Implement multi-robot simulation scenarios

This project provides a comprehensive understanding of robot simulation in Gazebo with ROS 2 integration, preparing you for more advanced robotics applications.