
ArduPilot SITL and Gazebo physics modeling validated payload drop trajectories under virtual wind vectors prior to field flights. HIL testing connected physical Pixhawk and Jetson Xavier NX units to the simulator to measure closed-loop latency, MAVLink message stability, and servo PWM response with 100% reliability.