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Module 2: The Digital Twin (Gazebo & Unity)

Welcome to Module 2 of the Physical AI & Humanoid Robotics textbook. In this module, you will learn to build digital twins—virtual replicas of physical robots—using industry-standard simulation tools.

What You Will Learn

This module covers three essential aspects of robot simulation:

  1. Physics Simulation in Gazebo - Create realistic virtual environments with accurate physics
  2. Unity for Human-Robot Interaction - Build photorealistic scenes for perception and HRI testing
  3. Sensor Simulation - Emulate LiDAR, depth cameras, and IMUs for perception development

Prerequisites

Before starting this module, you should have completed:

  • Module 1: ROS 2 Fundamentals - Understanding of nodes, topics, services, and launch files
  • Basic familiarity with 3D coordinate systems (X, Y, Z axes)
  • Python programming experience

Module Overview

ChapterTopicEstimated Time
1Physics Simulation in Gazebo45-60 minutes
2Unity for Human-Robot Interaction50-65 minutes
3Sensor Simulation: LiDAR, Depth Cameras, IMUs60-75 minutes

Why Digital Twins?

Digital twins enable robotics developers to:

  • Test safely - Validate robot behaviors without risking hardware damage
  • Iterate quickly - Make changes and see results in seconds, not hours
  • Generate data - Create synthetic training data for perception algorithms
  • Scale testing - Run thousands of simulations in parallel

Tools Covered

Gazebo Harmonic

The latest generation of the Gazebo simulator, featuring:

  • High-fidelity physics engines (ODE, DART, Bullet)
  • SDF 1.10 world description format
  • Native ROS 2 integration via ros_gz packages

Unity with Robotics Hub

Unity's official robotics packages provide:

  • URDF model importing with automatic coordinate transforms
  • ROS 2 communication via ROS-TCP-Connector
  • Photorealistic rendering for vision-based AI

Getting Started

Start with Chapter 1: Physics Simulation in Gazebo to learn the fundamentals of simulation world creation.

Before You Begin

Make sure you have Gazebo Harmonic and Unity 2022 LTS installed. See the Quickstart Guide for installation instructions.