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We propose an AI-based pilot trainer to help students learn how to fly aircraft. First, an AI agent uses behavioral cloning to learn flying maneuvers from qualified flight instructors. Later, the system uses the agent's decisions to detect…

Machine Learning · Computer Science 2022-10-14 Michael Guevarra , Srijita Das , Christabel Wayllace , Carrie Demmans Epp , Matthew E. Taylor , Alan Tay

Autonomous tracking of flying aerial objects has important civilian and defense applications, ranging from search and rescue to counter-unmanned aerial systems (counter-UAS). Ground based tracking requires setting up infrastructure, could…

Efficient navigation in dynamic environments is crucial for autonomous robots interacting with moving agents and static obstacles. We present a novel deep reinforcement learning approach that improves robot navigation and interaction with…

Robotics · Computer Science 2025-09-30 Yury Kolomeytsev , Dmitry Golembiovsky

This paper introduces a real-time Vehicle Collision Avoidance System (V-CAS) designed to enhance vehicle safety through adaptive braking based on environmental perception. V-CAS leverages the advanced vision-based transformer model RT-DETR,…

Robotics · Computer Science 2025-05-28 Muhammad Waqas Ashraf , Ali Hassan , Imad Ali Shah

Airborne collision avoidance systems provide an onboard safety net should normal air traffic control procedures fail to keep aircraft separated. These systems are widely deployed and have been constantly refined over the past three decades,…

Cryptography and Security · Computer Science 2020-10-05 Matthew Smith , Martin Strohmeier , Vincent Lenders , Ivan Martinovic

Existing Advanced Driver Assistance Systems primarily focus on the vehicle directly ahead, often overlooking potential risks from following vehicles. This oversight can lead to ineffective handling of high risk situations, such as high…

Robotics · Computer Science 2025-02-25 Dianwei Chen , Yaobang Gong , Xianfeng Yang

Dense and complex air traffic scenarios require higher levels of automation than those exhibited by tactical conflict detection and resolution (CD\&R) tools that air traffic controllers (ATCO) use today. However, the air traffic control…

Multiagent Systems · Computer Science 2022-06-16 George Vouros , George Papadopoulos , Alevizos Bastas , Jose Manuel Cordero , Ruben Rodrigez Rodrigez

As mini UAVs become increasingly useful in the civilian work domain, the need for a method for them to operate safely in a cluttered environment is growing, especially for fixed-wing UAVs as they are incapable of following the…

Robotics · Computer Science 2024-04-24 Astik Srivastava , P. B. Sujit

Improving decision-making capabilities in Autonomous Intelligent Vehicles (AIVs) has been a heated topic in recent years. Despite advancements, training machines to capture regions of interest for comprehensive scene understanding, like…

Artificial Intelligence · Computer Science 2025-04-09 Zhuoli Zhuang , Cheng-You Lu , Yu-Cheng Fred Chang , Yu-Kai Wang , Thomas Do , Chin-Teng Lin

This paper develops and evaluates the performance of an allocation agent to be potentially integrated into the onboard Detect and Avoid (DAA) computer of an Unmanned Aircraft System (UAS). We consider a UAS that can be fully controlled by…

Systems and Control · Electrical Eng. & Systems 2022-01-10 Asma Tabassum , He Bai

This paper explores the application of Artificial Intelligence (AI) techniques for generating the trajectories of fleets of Unmanned Aerial Vehicles (UAVs). The two main challenges addressed include accurately predicting the paths of UAVs…

Robotics · Computer Science 2024-05-21 Amit Raj , Kapil Ahuja , Yann Busnel

This paper considers a joint communication and sensing technique for enhancing situational awareness in practical battlefield scenarios. In particular, we propose an aerial reconfigurable intelligent surface (ARIS)-assisted integrated…

Systems and Control · Electrical Eng. & Systems 2025-02-04 Hyunsang Cho , Seonghoon Yoo , Bang Chul Jung , Joonhyuk Kang

Designing robust machine learning systems remains an open problem, and there is a need for benchmark problems that cover both environmental changes and evaluation on a downstream task. In this work, we introduce AVOIDDS, a realistic object…

Computer Vision and Pattern Recognition · Computer Science 2023-12-29 Elysia Q. Smyers , Sydney M. Katz , Anthony L. Corso , Mykel J. Kochenderfer

Autonomous emergency steering (AES) systems have the promising potential to further reduce traffic fatalities with other (potentially vulnerable) traffic participants by using relatively small lateral deviations to realize collision-free…

Optimization and Control · Mathematics 2022-12-26 Chris van der Ploeg , Ron Wouters , Mart Baars , Anh-Lam Do , François Fauvel

This article presents a solution to intercept an agile drone by another agile drone carrying a catching net. We formulate the interception as a Competitive Reinforcement Learning problem, where the interceptor and the target drone are…

Robotics · Computer Science 2026-03-18 Timothée Gavin , Simon Lacroix , Murat Bronz

Recent advances in combining deep learning and Reinforcement Learning have shown a promising path for designing new control agents that can learn optimal policies for challenging control tasks. These new methods address the main limitations…

Artificial Intelligence · Computer Science 2017-05-31 Hamid Mirzaei , Tony Givargis

Urban Air Mobility, the scenario where hundreds of manned and Unmanned Aircraft System (UAS) carry out a wide variety of missions (e.g. moving humans and goods within the city), is gaining acceptance as a transportation solution of the…

Systems and Control · Electrical Eng. & Systems 2021-01-27 Alëna Rodionova , Yash Vardhan Pant , Connor Kurtz , Kuk Jang , Houssam Abbas , Rahul Mangharam

In this paper, we present a deep reinforcement learning method for quadcopter bypassing the obstacle on the flying path. In the past study, the algorithm only controls the forward direction about quadcopter. In this letter, we use two…

Artificial Intelligence · Computer Science 2018-11-13 Tung-Cheng Wu , Shau-Yin Tseng , Chin-Feng Lai , Chia-Yu Ho , Ying-Hsun Lai

Unmanned Aerial Systems (UAS) are being increasingly deployed for commercial, civilian, and military applications. The current UAS state-of-the-art still depends on a remote human controller with robust wireless links to perform several of…

Machine Learning · Computer Science 2020-09-10 Jithin Jagannath , Anu Jagannath , Sean Furman , Tyler Gwin

An Adaptive Cruise Control (ACC) system automatically adjusts the host vehicle's speed to maintain a safe following distance from a lead vehicle. In typical implementations, a feedback controller (e.g., a Proportional-Integral-Derivative…

Cryptography and Security · Computer Science 2026-03-03 Lotfi Ben Othmane , Yasaswini Konapalli , Naga Prudhvi Mareedu