A Unreal Engine-based simulator for drones, cars and other vehicles, extended by Cosys-Lab with new sensor models and APIs.
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Best open-source PX4-compatible drone simulators (2026)
These simulators let you test drone autopilot, perception and autonomy code in a virtual environment before flying real hardware. When choosing one, check the underlying engine (Unreal Engine or NVIDIA Isaac Sim), how it connects to PX4 and ArduPilot, and whether its APIs suit your research. Microsoft's AirSim has the most stars and covers drones, cars and other vehicles on Unreal Engine. PegasusSimulator runs on Isaac Sim and focuses on multirotors with PX4 and ArduPilot integration. aerial-autonomy-stack is built on ROS2 and targets perception-based drone swarms across PX4, ArduPilot and Betaflight.
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An open ROS2 framework to simulate and deploy perception-based drone swarms across PX4, ArduPilot and Betaflight autopilots.
An open-source, engine-independent simulator for drones, fixed-wing aircraft and ground vehicles, with optional Unreal Engine 5 rendering.
A framework on NVIDIA Isaac Sim for simulating multirotor drones, with PX4 and ArduPilot autopilot integration and a Python control interface.
An open-source simulator built on Unreal Engine for drones, cars and other autonomous vehicles, with APIs for AI and computer vision research.