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High-accurate machine learning (ML) image classifiers cannot guarantee that they will not fail at operation. Thus, their deployment in safety-critical applications such as autonomous vehicles is still an open issue. The use of fault…

人工智能 · 计算机科学 2021-10-05 Raul Sena Ferreira , Jean Arlat , Jeremie Guiochet , Hélène Waeselynck

Advanced Air Mobility (AAM) is the next generation of air transportation that includes new entrants such as electric vertical takeoff and landing (eVTOL) aircraft, increasingly autonomous flight operations, and small UAS package delivery.…

机器学习 · 计算机科学 2023-11-21 Luis E. Alvarez , Marc W. Brittain , Kara Breeden

Runtime verification is a lightweight verification technique that complements model checking by analyzing system executions at runtime rather than exploring a complete system model in advance. It is particularly useful for partially…

计算机科学中的逻辑 · 计算机科学 2026-04-30 Benedikt Bollig

While the most visible part of the safety verification process of automated vehicles concerns the planning and control system, it is often overlooked that safety of the latter crucially depends on the fault-tolerance of the preceding…

机器人学 · 计算机科学 2021-11-25 Cornelius Buerkle , Florian Geissler , Michael Paulitsch , Kay-Ulrich Scholl

The successful application of machine learning (ML) methods becomes increasingly dependent on their interpretability or explainability. Designing explainable ML systems is instrumental to ensuring transparency of automated decision-making…

机器学习 · 计算机科学 2022-07-04 L. Zhang , G. Karakasidis , A. Odnoblyudova , L. Dogruel , A. Jung

As the effective range of air-to-air missiles increases, it becomes harder for human operators to maintain the situational awareness needed to keep a UAV safe. In this work, we propose a decision support tool to help UAV operators in Beyond…

机器学习 · 计算机科学 2024-02-16 Edvards Scukins , Markus Klein , Lars Kroon , Petter Ögren

Machine learning (ML) components are increasingly integrated into software products, yet their complexity and inherent uncertainty often lead to unintended and hazardous consequences, both for individuals and society at large. Despite these…

软件工程 · 计算机科学 2025-09-15 Yining Hong , Christopher S. Timperley , Christian Kästner

We discuss surveillance with multiple unmanned aerial vehicles (UAV) that minimize idleness (the time between consecutive visits of sensing locations) and constrain latency (the time between capturing data at a sensing location and its…

机器人学 · 计算机科学 2021-01-12 Jürgen Scherer , Bernhard Rinner

In this paper, we present a real-time system identification method based on relay feedback testing with applications to multirotor unmanned aerial vehicles. The proposed identification method provides an alternative to the expensive lab…

系统与控制 · 电气工程与系统科学 2024-10-28 Anees Peringal , Mohamad Chehadeh , Igor Boiko , Yahya Zweiri

The paper presents a two-stage stochastic program to model a routing problem involving an Unmanned Aerial Vehicle (UAV) in the context of patrolling missions. In particular, given a set of targets and a set of supplemental targets…

最优化与控制 · 数学 2021-07-01 Sudarshan Rajan , Kaarthik Sundar , Natarajan Gautam

Safe autonomous landing for Unmanned Aerial Vehicles (UAVs) in populated areas is a crucial aspect for successful urban deployment, particularly in emergency landing situations. Nonetheless, validating autonomous landing in real scenarios…

机器人学 · 计算机科学 2024-04-02 Hector Tovanche-Picon , Javier Gonzalez-Trejo , Angel Flores-Abad , Diego Mercado-Ravell

Unmanned aircraft systems can perform some more dangerous and difficult missions than manned aircraft systems. In some highly complicated and changeable tasks, such as air combat, the maneuvering decision mechanism is required to sense the…

机器人学 · 计算机科学 2019-08-29 Zhencai Hu , Peng Gao , Fei Wang

Prognostics and Health Management (PHM) are emerging approaches to product life cycle that will maintain system safety and improve reliability, while reducing operating and maintenance costs. This is particularly relevant for aerospace…

计算工程、金融与科学 · 计算机科学 2021-08-11 Pier Carlo Berri , Matteo D. L. Dalla Vedova , Laura Mainini

To cover a set of targets with known locations within an area with limited or prohibited ground access using a wireless sensor network, one approach is to deploy the sensors remotely, from an aircraft. In this approach, the lack of precise…

网络与互联网体系结构 · 计算机科学 2014-12-24 Habib Mostafaei , Mehdi Esnaashari , Mohammad Reza Meybodi

Reinforcement learning (RL) has been a promising essence in future 5G-beyond and 6G systems. Its main advantage lies in its robust model-free decision-making in complex and large-dimension wireless environments. However, most existing RL…

机器人学 · 计算机科学 2025-02-04 Eslam Eldeeb , Hirley Alves

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…

系统与控制 · 电气工程与系统科学 2023-11-14 Hamid Reza Naji , Aref Ayati

Autonomous landing of Unmanned Aerial Vehicles (UAVs) in crowded scenarios is crucial for successful deployment of UAVs in populated areas, particularly in emergency landing situations where the highest priority is to avoid hurting people.…

机器人学 · 计算机科学 2022-03-01 Javier González-Trejo , Diego Mercado-Ravell , Israel Becerra , Rafael Murrieta-Cid

This review covers the new developments in machine learning (ML) that are impacting the multi-disciplinary area of aerospace engineering, including fundamental fluid dynamics (experimental and numerical), aerodynamics, acoustics, combustion…

Learning-based navigation systems are widely used in autonomous applications, such as robotics, unmanned vehicles and drones. Specialized hardware accelerators have been proposed for high-performance and energy-efficiency for such…

机器人学 · 计算机科学 2021-11-10 Zishen Wan , Aqeel Anwar , Yu-Shun Hsiao , Tianyu Jia , Vijay Janapa Reddi , Arijit Raychowdhury

Human factor evaluation is crucial in designing civil aircraft cockpits. This process relies on the physiological and cognitive characteristics of the flight crew to ensure that the cockpit design aligns with their capabilities and enhances…

人机交互 · 计算机科学 2024-09-04 Qian Mei