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This paper contributes the Aerial Gym Simulator, a highly parallelized, modular framework for simulation and rendering of arbitrary multirotor platforms based on NVIDIA Isaac Gym. Aerial Gym supports the simulation of under-, fully- and…

Robotics · Computer Science 2025-03-04 Mihir Kulkarni , Welf Rehberg , Kostas Alexis

This paper presents a generalized framework for the simulation of multiple robots and drones in highly realistic models of natural environments. The proposed simulation architecture uses the Unreal Engine4 for generating both optical and…

Robotics · Computer Science 2017-08-08 Ori Ganoni , Ramakrishnan Mukundan

Developing learning-based methods for navigation of aerial robots is an intensive data-driven process that requires highly parallelized simulation. The full utilization of such simulators is hindered by the lack of parallelized high-level…

Robotics · Computer Science 2023-05-29 Mihir Kulkarni , Theodor J. L. Forgaard , Kostas Alexis

Developing and testing algorithms for autonomous vehicles in real world is an expensive and time consuming process. Also, in order to utilize recent advances in machine intelligence and deep learning we need to collect a large amount of…

Robotics · Computer Science 2017-07-19 Shital Shah , Debadeepta Dey , Chris Lovett , Ashish Kapoor

This work discusses the benefits of having multiple simulated environments with different degrees of realism for the development of algorithms in scenarios populated by autonomous nodes capable of communication and mobility. This approach…

Networking and Internet Architecture · Computer Science 2024-03-25 Thiago de Souza Lamenza , Josef Kamysek , Bruno Jose Olivieri de Souza , Markus Endler

Within academia and industry, there has been a need for expansive simulation frameworks that include model-based simulation of sensors, mobile vehicles, and the environment around them. To this end, the modular, real-time, and open-source…

This paper presents the ARCAD simulator for the rapid development of Unmanned Aerial Systems (UAS), including underactuated and fully-actuated multirotors, fixed-wing aircraft, and Vertical Take-Off and Landing (VTOL) hybrid vehicles. The…

Robotics · Computer Science 2023-04-11 Azarakhsh Keipour , Mohammadreza Mousaei , Dongwei Bai , Junyi Geng , Sebastian Scherer

Co-simulation is a critical approach for the design and analysis of complex cyber-physical systems. It will enhance development efficiency and reduce costs. This paper presents a co-simulation framework integrating ROS 2 and MATLAB/Simulink…

Systems and Control · Electrical Eng. & Systems 2025-11-07 Hangyu Teng

Cooperative vehicle platooning applications increasingly demand realistic simulation tools to ease their validation and to bridge the gap between development and real-world deployment. However, their complexity and cost often hinder its…

Robotics · Computer Science 2019-04-08 Bruno Vieira , Ricardo Severino , Anis Koubaa , Eduardo Tovar

Unmanned Aerial Vehicles (UAVs) and Automated Guided Vehicles (AGVs) increasingly collaborate in logistics, surveillance, inspection tasks and etc. However, existing simulators often focus on a single domain, limiting cross-domain study.…

Robotics · Computer Science 2025-02-14 Wenhui Ma , Wenhao Li , Bo Jin , Changhong Lu , Xiangfeng Wang

In this work, we introduce OmniDrones, an efficient and flexible platform tailored for reinforcement learning in drone control, built on Nvidia's Omniverse Isaac Sim. It employs a bottom-up design approach that allows users to easily design…

Robotics · Computer Science 2025-05-20 Botian Xu , Feng Gao , Chao Yu , Ruize Zhang , Yi Wu , Yu Wang

Simulation frameworks are essential for the safe development of robotic applications. However, different components of a robotic system are often best simulated in different environments, making full integration challenging. This is…

Robotics · Computer Science 2025-07-15 Pascal Goldschmid , Aamir Ahmad

We propose a 3D simulator tailored for the Drone-as-a-Service framework. The simulator enables employing dynamic algorithms for addressing realistic delivery scenarios. We present the simulator's architectural design and its use of an…

Robotics · Computer Science 2023-10-31 Jiamin Lin , Balsam Alkouz , Athman Bouguettaya , Amani Abusafia

The aerial manipulator (AM) is a systematic operational robotic platform in high standard on algorithm robustness. Directly deploying the algorithms to the practical system will take numerous trial and error costs and even cause destructive…

Robotics · Computer Science 2021-03-22 Fengyu Quan , Huisheng Huang , Hongjie Zeng , Haoyao Chen , Yunhui Liu

We present Orbit, a unified and modular framework for robot learning powered by NVIDIA Isaac Sim. It offers a modular design to easily and efficiently create robotic environments with photo-realistic scenes and high-fidelity rigid and…

We present a new simulator of Uncrewed Aerial Vehicles (UAVs) that is tailored to the needs of testing cyber-physical security attacks and defenses. Recent investigations into UAV safety have unveiled various attack surfaces and some…

Robotics · Computer Science 2024-10-08 Unmesh Patil , Akshith Gunasekaran , Rakesh Bobba , Houssam Abbas

Low-cost autonomous Micro Aerial Vehicles (MAVs) have the potential to help humans by simplifying and speeding up complex tasks that require their interaction with the environment, such as construction, package delivery, and search and…

Robotics · Computer Science 2024-01-10 Guanrui Li , Xinyang Liu , Giuseppe Loianno

This paper presents the development of a real-time simulator for the validation of controlling a large vehicle manipulator. The need for this development can be justified by the lack of such a simulator: There are neither open source…

Robotics · Computer Science 2022-11-28 Balint Varga , Selina Meier , Soeren Hohmann

The development of autonomous aerial systems, particularly for multi-robot configurations, is a complex challenge requiring multidisciplinary expertise. Unlike ground robotics, aerial robotics has seen limited standardization, leading to…

We present Isaac Lab, the natural successor to Isaac Gym, which extends the paradigm of GPU-native robotics simulation into the era of large-scale multi-modal learning. Isaac Lab combines high-fidelity GPU parallel physics, photorealistic…

Robotics · Computer Science 2025-11-10 NVIDIA , : , Mayank Mittal , Pascal Roth , James Tigue , Antoine Richard , Octi Zhang , Peter Du , Antonio Serrano-Muñoz , Xinjie Yao , René Zurbrügg , Nikita Rudin , Lukasz Wawrzyniak , Milad Rakhsha , Alain Denzler , Eric Heiden , Ales Borovicka , Ossama Ahmed , Iretiayo Akinola , Abrar Anwar , Mark T. Carlson , Ji Yuan Feng , Animesh Garg , Renato Gasoto , Lionel Gulich , Yijie Guo , M. Gussert , Alex Hansen , Mihir Kulkarni , Chenran Li , Wei Liu , Viktor Makoviychuk , Grzegorz Malczyk , Hammad Mazhar , Masoud Moghani , Adithyavairavan Murali , Michael Noseworthy , Alexander Poddubny , Nathan Ratliff , Welf Rehberg , Clemens Schwarke , Ritvik Singh , James Latham Smith , Bingjie Tang , Ruchik Thaker , Matthew Trepte , Karl Van Wyk , Fangzhou Yu , Alex Millane , Vikram Ramasamy , Remo Steiner , Sangeeta Subramanian , Clemens Volk , CY Chen , Neel Jawale , Ashwin Varghese Kuruttukulam , Michael A. Lin , Ajay Mandlekar , Karsten Patzwaldt , John Welsh , Huihua Zhao , Fatima Anes , Jean-Francois Lafleche , Nicolas Moënne-Loccoz , Soowan Park , Rob Stepinski , Dirk Van Gelder , Chris Amevor , Jan Carius , Jumyung Chang , Anka He Chen , Pablo de Heras Ciechomski , Gilles Daviet , Mohammad Mohajerani , Julia von Muralt , Viktor Reutskyy , Michael Sauter , Simon Schirm , Eric L. Shi , Pierre Terdiman , Kenny Vilella , Tobias Widmer , Gordon Yeoman , Tiffany Chen , Sergey Grizan , Cathy Li , Lotus Li , Connor Smith , Rafael Wiltz , Kostas Alexis , Yan Chang , David Chu , Linxi "Jim" Fan , Farbod Farshidian , Ankur Handa , Spencer Huang , Marco Hutter , Yashraj Narang , Soha Pouya , Shiwei Sheng , Yuke Zhu , Miles Macklin , Adam Moravanszky , Philipp Reist , Yunrong Guo , David Hoeller , Gavriel State
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