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This paper presents a reinforcement learning-based path-following controller for a fixed-wing small uncrewed aircraft system (sUAS) that is robust to uncertainties in the aerodynamic model of the sUAS. The controller is trained using the…

Optimization and Control · Mathematics 2025-10-21 Dennis J. Marquis , Blake Wilhelm , Devaprakash Muniraj , Mazen Farhood

Cyber-Physical Systems (CPS) often leverage Reinforcement Learning (RL) techniques to adapt dynamically to changing environments and optimize performance. However, it is challenging to construct safety cases for RL components. We therefore…

Software Engineering · Computer Science 2025-03-13 Katherine Dearstyne , Pedro , Alarcon Granadeno , Theodore Chambers , Jane Cleland-Huang

Unmanned Aircraft Systems (UAS) with autonomous decision-making capabilities are of increasing interest for a wide area of applications such as logistics and disaster recovery. In order to ensure the correct behavior of the system and to…

Software Engineering · Computer Science 2018-04-13 Florian-Michael Adolf , Peter Faymonville , Bernd Finkbeiner , Sebastian Schirmer , Christoph Torens

Cyber-Physical Systems (CPS) have the promise of presenting the next evolution in computing with potential applications that include aerospace, transportation, robotics, and various automation systems. These applications motivate advances…

Systems and Control · Computer Science 2014-05-09 Ahmed Saeed , Azin Neishaboori , Amr Mohamed , Khaled Harras

This paper presents an efficient risk management model for unmanned aerial vehicles or UAVs. Our proposed risk management establishes a cyclic model with a continuous and iterative structure that is very adaptable to agile methods and all…

Systems and Control · Electrical Eng. & Systems 2023-11-14 Hamid Reza Naji , Aref Ayati

Unmanned aerial vehicles (UAVs) suffer from sensor drifts in GPS denied environments, which can cause safety issues. To avoid intolerable sensor drifts while completing the time-critical coordination task for multi-UAV systems, we propose a…

Systems and Control · Electrical Eng. & Systems 2020-05-20 Wenbin Wan , Hunmin Kim , Yikun Cheng , Naira Hovakimyan , Petros G. Voulgaris , Lui Sha

As small Uncrewed Aircraft Systems (sUAS) increasingly operate in the national airspace, safety concerns arise due to a corresponding rise in reported airspace violations and incidents, highlighting the need for a safe mechanism for sUAS…

Software Engineering · Computer Science 2025-02-05 Michael C. Hunter , Usman Gohar , Myra B. Cohen , Robyn R. Lutz , Jane Cleland-Huang

As unmanned aerial systems (UASs) increasingly integrate into the US national airspace system, there is an increasing need to characterize how commercial and recreational UASs may encounter each other. To inform the development and…

Robotics · Computer Science 2020-11-10 Andrew Weinert

With the rising popularity of UAVs in the civilian world, we are currently witnessing and paradim shift in terms of operational safety of flying vehicles. Safe and ubiquitous human-system interaction shall remain the core requirement but…

Robotics · Computer Science 2018-03-28 Juan-Pablo Afman , Laurent Ciarletta , Eric Feron , John Franklin , Thomas Gurriet , Eric N. Johnson

Autonomous UAV navigation using reinforcement learning (RL) is vulnerable to adversarial attacks that manipulate sensor inputs, potentially leading to unsafe behavior and mission failure. Although robust RL methods provide partial…

Machine Learning · Computer Science 2025-12-16 Deepak Kumar Panda , Weisi Guo

Recently unmanned aerial vehicles (UAV) have been widely deployed in various real-world scenarios such as disaster rescue and package delivery. Many of these working environments are unstructured with uncertain and dynamic obstacles. UAV…

Robotics · Computer Science 2022-01-11 Yanze Liu , Xuhui Chen , Yanhai Du , Rui Liu

Computer Use Agents (CUAs), autonomous systems that interact with software interfaces via browsers or virtual machines, are rapidly being deployed in consumer and enterprise environments. These agents introduce novel attack surfaces and…

Unmanned aerial vehicles (UAVs) have become very popular for many military and civilian applications including in agriculture, construction, mining, environmental monitoring, etc. A desirable feature for UAVs is the ability to navigate and…

Robotics · Computer Science 2021-11-02 Taha Elmokadem

Unmanned Aerial Vehicles (UAVs) are indispensable for infrastructure inspection, surveillance, and related tasks, yet they also introduce critical security challenges. This survey provides a wide-ranging examination of the anti-UAV domain,…

Computer Vision and Pattern Recognition · Computer Science 2026-03-31 Yifei Dong , Fengyi Wu , Sanjian Zhang , Guangyu Chen , Yuzhi Hu , Masumi Yano , Jingdong Sun , Siyu Huang , Feng Liu , Qi Dai , Zhi-Qi Cheng

In this work, we present a test-driven, agentic framework for synthesizing a deployable low-level robot controller for navigation tasks. Given a 2D map with an image of an ultrasonic sensor-based robot, or a 3D robotic simulation…

Robotics · Computer Science 2026-03-03 Shivanshu Tripathi , Reza Akbarian Bafghi , Maziar Raissi

Recently, AI-driven interactions with computing devices have advanced from basic prototype tools to sophisticated, LLM-based systems that emulate human-like operations in graphical user interfaces. We are now witnessing the emergence of…

Computation and Language · Computer Science 2026-04-30 Ada Chen , Yongjiang Wu , Junyuan Zhang , Jingyu Xiao , Shu Yang , Jen-tse Huang , Kun Wang , Wenxuan Wang , Shuai Wang

Unmanned Aerial Systems (UAS) have gained significant traction for their application in infrastructure inspections. However, considering the enormous scale and complex nature of infrastructure, automation is essential for improving the…

Robotics · Computer Science 2023-12-27 Yuxiang Zhao , Benhao Lu , Mohamad Alipour

In the 21st century, the industry of drones, also known as Unmanned Aerial Vehicles (UAVs), has witnessed a rapid increase with its large number of airspace users. The tremendous benefits of this technology in civilian applications such as…

Cryptography and Security · Computer Science 2021-10-06 Yassine Mekdad , Ahmet Aris , Leonardo Babun , Abdeslam EL Fergougui , Mauro Conti , Riccardo Lazzeretti , A. Selcuk Uluagac

A system of cooperative unmanned aerial vehicles (UAVs) is a group of agents interacting with each other and the surrounding environment to achieve a specific task. In contrast with a single UAV, UAV swarms are expected to benefit…

Systems and Control · Electrical Eng. & Systems 2019-08-09 Arman Sargolzaei , Alireza Abbaspour , Carl D. Crane

The broad landscape of new applications requires minimal hardware resources without any sacrifice in Quality-of-Results. Approximate Computing (AC) has emerged to meet the demands of data-rich applications. Although AC applies techniques to…

Cryptography and Security · Computer Science 2019-12-04 Sheikh Ariful Islam