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相关论文: Autonomous Power Line Inspection with Drones via P…

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Power lines are dangerous for low-flying aircraft, especially in low-visibility conditions. Thus, a vision-based system able to analyze the aircraft's surroundings and to provide the pilots with a "second pair of eyes" can contribute to…

计算机视觉与模式识别 · 计算机科学 2024-07-31 Jakub Gwizdała , Doruk Oner , Soumava Kumar Roy , Mian Akbar Shah , Ad Eberhard , Ivan Egorov , Philipp Krüsi , Grigory Yakushev , Pascal Fua

Drones can inspect overhead power lines while they remain energized, significantly simplifying the inspection process. However, localizing a drone relative to all conductors using an onboard LiDAR sensor presents several challenges: (1)…

机器人学 · 计算机科学 2025-06-27 Alexandre Girard , Steven A. Parkison , Philippe Hamelin

In recent years, the use of inspection drones has become increasingly popular for high-voltage electric cable inspections due to their efficiency, cost-effectiveness, and ability to access hard-to-reach areas. However, safely landing drones…

Automated visual inspection of on-and offshore wind turbines using aerial robots provides several benefits, namely, a safe working environment by circumventing the need for workers to be suspended high above the ground, reduced inspection…

机器人学 · 计算机科学 2023-10-24 Abdelhakim Amer , Mohit Mehndiratta , Jonas le Fevre Sejersen , Huy Xuan Pham , Erdal Kayacan

Autonomous inspection of powerlines with quadrotors is challenging. Flights require persistent perception to keep a close look at the lines. We propose a method that uses event cameras to robustly track powerlines. Event cameras are…

机器人学 · 计算机科学 2021-08-03 Alexander Dietsche , Giovanni Cioffi , Javier Hidalgo-Carrio , Davide Scaramuzza

In this study, we formulate the drone delivery problem as a control problem and solve it using Model Predictive Control. Two experiments are performed: The first is on a less challenging grid world environment with lower dimensionality, and…

人工智能 · 计算机科学 2025-03-26 Muhammad Al-Zafar Khan , Jamal Al-Karaki

Inspection of insulators is important to ensure reliable operation of the power system. Deep learning is being increasingly exploited to automate the inspection process by leveraging object detection models to analyse aerial images captured…

计算机视觉与模式识别 · 计算机科学 2024-08-28 Laya Das , Blazhe Gjorgiev , Giovanni Sansavini

The widespread popularity of unmanned aerial vehicles enables an immense amount of power lines inspection data to be collected. How to employ massive inspection data especially the visible images to maintain the reliability, safety, and…

计算机视觉与模式识别 · 计算机科学 2021-01-18 Xinyu Liu , Xiren Miao , Hao Jiang , Jing Chen

Autonomous drone racing presents a challenging control problem, requiring real-time decision-making and robust handling of nonlinear system dynamics. While iterative learning model predictive control (LMPC) offers a promising framework for…

机器人学 · 计算机科学 2025-09-23 Haocheng Zhao , Niklas Schlüter , Lukas Brunke , Angela P. Schoellig

In recent years, power line maintenance has seen a paradigm shift by moving towards computer vision-powered automated inspection. The utilization of an extensive collection of videos and images has become essential for maintaining the…

计算机视觉与模式识别 · 计算机科学 2025-06-23 Md. Ahasan Atick Faisal , Imene Mecheter , Yazan Qiblawey , Javier Hernandez Fernandez , Muhammad E. H. Chowdhury , Serkan Kiranyaz

Smart electrical grids rely on data communication to support their operation and on sensing for diagnostics and maintenance. Usually, the roles of communication and sensing equipment are different, i.e., communication equipment does not…

信号处理 · 电气工程与系统科学 2022-07-18 Yinjia Huo , Gautham Prasad , Lutz Lampe , Victor C. M. Leung

Multirotor aerial robots are becoming widely used for the inspection of powerlines. To enable continuous, robust inspection without human intervention, the robots must be able to perch on the powerlines to recharge their batteries. Highly…

In this paper, we introduce a new class of parameterized controllers, drawing inspiration from Model Predictive Control (MPC). The controller resembles a Quadratic Programming (QP) solver of a linear MPC problem, with the parameters of the…

系统与控制 · 电气工程与系统科学 2024-04-10 Yiwen Lu , Zishuo Li , Yihan Zhou , Na Li , Yilin Mo

Policy Search and Model Predictive Control~(MPC) are two different paradigms for robot control: policy search has the strength of automatically learning complex policies using experienced data, while MPC can offer optimal control…

机器人学 · 计算机科学 2021-12-17 Yunlong Song , Davide Scaramuzza

Large-scale infrastructures are prone to deterioration due to age, environmental influences, and heavy usage. Ensuring their safety through regular inspections and maintenance is crucial to prevent incidents that can significantly affect…

This paper presents a data-driven approach to the design of predictive controllers. The prediction matrices utilized in standard model predictive control (MPC) algorithms are typically constructed using knowledge of a system model such as,…

系统与控制 · 电气工程与系统科学 2021-04-13 P. C. N. Verheijen , G. R. Gonçalves da Silva , M. Lazar

Intelligent aerial platforms such as Unmanned Aerial Vehicles (UAVs) are expected to revolutionize various fields, including transportation, traffic management, field monitoring, industrial production, and agricultural management. Among…

机器人学 · 计算机科学 2024-11-12 Huy-Hoang Ngo , Thanh Nguyen Canh , Xiem HoangVan

Ensuring the safety and reliability of power grids is critical as global energy demands continue to rise. Traditional inspection methods, such as manual observations or helicopter surveys, are resource-intensive and lack scalability. This…

计算机视觉与模式识别 · 计算机科学 2025-02-19 Diogo Lavado , Ricardo Santos , Andre Coelho , Joao Santos , Alessandra Micheletti , Claudia Soares

Detecting and estimating distances to power lines is a challenge for both human UAV pilots and autonomous systems, which increases the risk of unintended collisions. We present a mmWave radar-based perception system that provides spherical…

机器人学 · 计算机科学 2026-02-04 Nicolaj Haarhøj Malle , Emad Ebeid

Perception modules are integral in many modern autonomous systems, but their accuracy can be subject to the vagaries of the environment. In this paper, we propose a learning-based approach that can automatically characterize the error of a…

机器人学 · 计算机科学 2024-03-05 Dawei Sun , Benjamin C. Yang , Sayan Mitra
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