THE ULTIMATE GUIDE TO
Hardware-in-the-Loop (HITL) on ModalAI’s 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:
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Test flight controllers in a simulated yet realistic environment.
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Identify and fix software and hardware integration issues before deployment.
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Reduce costs associated with physical prototyping and testing.
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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:
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VOXL 2 Development Kit – The core processing unit for running autonomous drone software.
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Flight Controller – The real-time processor managing drone stability and control.
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Simulator (e.g., Gazebo or PX4 SITL) – A virtual environment mimicking real-world flight conditions.
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Communication Interfaces – Protocols such as MAVLink facilitate data exchange between hardware and simulation.
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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
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Install PX4 SITL or Gazebo on a workstation.
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Ensure that the necessary plugins and dependencies are installed.
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Step 2: Connect VOXL 2 to the Simulator
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Establish MAVLink communication between the VOXL 2 and the simulator.
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Configure the flight controller parameters to interact with the virtual drone environment.
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Step 3: Run HITL Testing
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Initiate the HITL simulation and observe telemetry data.
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Test different flight conditions, including takeoff, landing, and obstacle avoidance.
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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
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Enhanced Reliability – Early detection of software and hardware issues improves the stability of autonomous systems.
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Cost Savings – Reduces the need for extensive physical flight tests, saving resources and time.
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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
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Optimize Latency: Ensure minimal communication delays between the hardware and the simulator.
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Validate Sensor Integration: Simulate sensor data to verify real-world performance.
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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
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Case studies of HITL being used in drone development.
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How HITL testing improves safety in UAV operations.
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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.
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