Survey of Simulators for Aerial Robots: An Overview and In-Depth Systematic Comparisons
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Abstract (arXiv)
Uncrewed Aerial Vehicle (UAV) research faces challenges with safety, scalability, costs, and ecological impact when conducting hardware testing. High-fidelity simulators offer a vital solution by replicating real-world conditions to enable the development and evaluation of novel perception and control algorithms. However, the large number of available simulators poses a significant challenge for researchers to determine which simulator best suits their specific use-case, based on each simulator's limitations and customization readiness. In this paper we present an overview of 44 UAV simulators, including in-depth, systematic comparisons for 14 of the simulators. Additionally, we present a set of decision factors for selection of simulators, aiming to enhance the efficiency and safety of research endeavors.
Key facts. Cited by 6 papers in the map (data through 14 Oct 2026). First posted on arXiv 4 Nov 2023.
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Citing papers per year: 2024: 1; 2025: 3; 2026: 2.
6 papers.
- 2025Curriculum-based Sample Efficient Reinforcement Learning for Robust Stabilization of a Quadrotorcited by 1
- 2024Non-Prehensile Aerial Manipulation using Model-Based Deep Reinforcement Learningcited by 0
- 2025FlightForge: Advancing UAV Research with Procedural Generation of High-Fidelity Simulation and Integrated Autonomycited by 0
- 2025VizFlyt: Perception-centric Pedagogical Framework For Autonomous Aerial Robotscited by 0
- 2026Zero-Shot UAV Navigation in Forests via Relightable 3D Gaussian Splattingcited by 0
- 2026aerial-autonomy-stack -- a Faster-than-real-time, Autopilot-agnostic, ROS2 Framework to Simulate and Deploy Perception-based Dronescited by 0
- 2026aerial-autonomy-stack -- a Faster-than-real-time, Autopilot-agnostic, ROS2 Framework to Simulate and Deploy Perception-based Drones6 Feb 2026
- 2026Zero-Shot UAV Navigation in Forests via Relightable 3D Gaussian Splatting6 Feb 2026
- 2025VizFlyt: Perception-centric Pedagogical Framework For Autonomous Aerial Robots28 Mar 2025
- 2025FlightForge: Advancing UAV Research with Procedural Generation of High-Fidelity Simulation and Integrated Autonomy7 Feb 2025
- 2025Curriculum-based Sample Efficient Reinforcement Learning for Robust Stabilization of a Quadrotor30 Jan 2025
- 2024Non-Prehensile Aerial Manipulation using Model-Based Deep Reinforcement Learning1 Jul 2024