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THE ULTIMATE GUIDE TO 
Hardware-in-the-Loop (HITL) on ModalAI’s VOXL 2

UAV Software Engineering & PX4 Development ROS2 & MAVSDK Integration for Drones Companion Computers & Sensor Fusion (VOXL 2,
UAV Software Engineering & PX4 Development ROS2 & MAVSDK Integration for Drones Companion Computers & Sensor Fusion (VOXL 2,
What is Hardware-in-the-Loop (HITL) Testing?

Hardware-in-the-loop (HITL) simulation is a critical technique for testing embedded systems by integrating real hardware components with a virtual simulation environment. This approach allows engineers to evaluate performance, validate control algorithms, and detect potential issues before deploying systems in real-world conditions.

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Learn more: Running Hardware-in-the-Loop (HITL) on ModalAI’s VOXL 2

Why Use HITL for VOXL 2?

ModalAI’s VOXL 2 is a high-performance computing platform designed for autonomous drones and robots. Leveraging HITL with VOXL 2 enables developers to:

  • Test flight controllers in a simulated yet realistic environment.

  • Identify and fix software and hardware integration issues before deployment.

  • Reduce costs associated with physical prototyping and testing.

  • Accelerate development cycles by minimizing trial-and-error approaches in the field.

Learn more: Running Hardware-in-the-Loop (HITL) on ModalAI’s VOXL 2

 

Key Components for HITL with VOXL 2

To set up HITL for VOXL 2, you need:

  1. VOXL 2 Development Kit – The core processing unit for running autonomous drone software.

  2. Flight Controller – The real-time processor managing drone stability and control.

  3. Simulator (e.g., Gazebo or PX4 SITL) – A virtual environment mimicking real-world flight conditions.

  4. Communication Interfaces – Protocols such as MAVLink facilitate data exchange between hardware and simulation.

  5. Debugging Tools – Software like QGroundControl for real-time monitoring and analysis.

Learn more: Running Hardware-in-the-Loop (HITL) on ModalAI’s VOXL 2

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How to Set Up HITL on VOXL 2

Step 1: Configure the Simulation Environment

  • Install PX4 SITL or Gazebo on a workstation.

  • Ensure that the necessary plugins and dependencies are installed.

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Step 2: Connect VOXL 2 to the Simulator

  • Establish MAVLink communication between the VOXL 2 and the simulator.

  • Configure the flight controller parameters to interact with the virtual drone environment.

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Step 3: Run HITL Testing

  • Initiate the HITL simulation and observe telemetry data.

  • Test different flight conditions, including takeoff, landing, and obstacle avoidance.

  • Fine-tune algorithms based on performance insights gathered from HITL runs.

Learn more: Running Hardware-in-the-Loop (HITL) on ModalAI’s VOXL 2

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Benefits of HITL Testing for VOXL 2 Development
  • Enhanced Reliability – Early detection of software and hardware issues improves the stability of autonomous systems.

  • Cost Savings – Reduces the need for extensive physical flight tests, saving resources and time.

  • Improved Safety – Minimizes risks associated with real-world drone testing by allowing rigorous evaluation in a controlled simulation environment.​

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Best Practices for HITL with VOXL 2
  • Optimize Latency: Ensure minimal communication delays between the hardware and the simulator.

  • Validate Sensor Integration: Simulate sensor data to verify real-world performance.

  • Automate Testing: Implement automated HITL tests for continuous integration and deployment.

Learn more: Running Hardware-in-the-Loop (HITL) on ModalAI’s VOXL 2

 

Real-World Applications of HITL for Autonomous Drones
  • Case studies of HITL being used in drone development.

  • How HITL testing improves safety in UAV operations.

  • Future trends in HITL for robotics and autonomous systems.

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Learn more: Running Hardware-in-the-Loop (HITL) on ModalAI’s VOXL 2

 

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Conclusion

Hardware-in-the-loop (HITL) testing with ModalAI’s VOXL 2 is a powerful technique for accelerating development, improving reliability, and reducing costs in autonomous drone applications. By leveraging HITL, engineers can rigorously validate their systems in a safe, efficient, and scalable manner before deploying them in real-world environments.

 

Looking to streamline your HITL setup? Contact us today to learn more about integrating HITL with VOXL 2!

UAV Software Engineering & PX4 Development ROS2 & MAVSDK Integration for Drones Companion Computers & Sensor Fusion (VOXL 2, Jetson Xavier NX, Orin Nano) GPS-Denied Navigation & Obstacle Avoidance QGroundControl (QGC) & Custom Flight Control Systems UAV Software Engineering & PX4 Development ROS2 & MAVSDK Integration for Drones Companion Computers & Sensor Fusion (VOXL 2, Jetson Xavier NX, Orin Nano) GPS-Denied Navigation & Obstacle Avoidance QGroundControl (QGC) & Custom Flight Control Systems UAV Software Engineering & PX4 Development ROS2 & MAVSDK Integration for Drones Companion Computers & Sensor Fusion (VOXL 2, Jetson Xavier NX, Orin Nano) GPS-Denied Navigation & Obstacle Avoidance QGroundControl (QGC) & Custom Flight Control Systems UAV Software Engineering & PX4 Development ROS2 & MAVSDK Integration for Drones Companion Computers & Sensor Fusion (VOXL 2, Jetson Xavier NX, Orin Nano) GPS-Denied Navigation & Obstacle Avoidance QGroundControl (QGC) & Custom Flight Control Systems UAV Software Engineering & PX4 Development ROS2 & MAVSDK Integration for Drones Companion Computers & Sensor Fusion (VOXL 2, Jetson Xavier NX, Orin Nano) GPS-Denied Navigation & Obstacle Avoidance QGroundControl (QGC) & Custom Flight Control Systems UAV Software Engineering & PX4 Development ROS2 & MAVSDK Integration for Drones Companion Computers & Sensor Fusion (VOXL 2, Jetson Xavier NX, Orin Nano) GPS-Denied Navigation & Obstacle Avoidance QGroundControl (QGC) & Custom Flight Control Systems UAV Software Engineering & PX4 Development ROS2 & MAVSDK Integration for Drones Companion Computers & Sensor Fusion (VOXL 2, Jetson Xavier NX, Orin Nano) GPS-Denied Navigation & Obstacle Avoidance QGroundControl (QGC) & Custom Flight Control Systems UAV Software Engineering & PX4 Development ROS2 & MAVSDK Integration for Drones Companion Computers & Sensor Fusion (VOXL 2, Jetson Xavier NX, Orin Nano) GPS-Denied Navigation & Obstacle Avoidance QGroundControl (QGC) & Custom Flight Control Systems 

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