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Optical flow captures the motion of pixels in an image sequence over time, providing information about movement, depth, and environmental structure. Flying insects utilize this information to navigate and avoid obstacles, allowing them to…

机器人学 · 计算机科学 2025-04-22 Yu Hu , Yuang Zhang , Yunlong Song , Yang Deng , Feng Yu , Linzuo Zhang , Weiyao Lin , Danping Zou , Wenxian Yu

This paper presents a three dimensional collision avoidance approach for aerial vehicles inspired by coordinated behaviors in biological groups. The proposed strategy aims to enable a group of vehicles to converge to a common destination…

动力系统 · 数学 2017-08-02 Céline Parzani , Francis Filbet

Collision avoidance systems play a vital role in reducing the number of vehicle accidents and saving human lives. This paper extends the previous work using evolutionary neural networks for reactive collision avoidance. We are proposing a…

机器人学 · 计算机科学 2022-04-13 Hesham M. Eraqi , Mena Nagiub , Peter Sidra

Collision avoidance systems can play a vital role in reducing the number of accidents and saving human lives. In this paper, we introduce and validate a novel method for vehicles reactive collision avoidance using evolutionary neural…

神经与进化计算 · 计算机科学 2016-09-28 Hesham Eraqi , Youssef EmadEldin , Mohamed Moustafa

The next generation of aircraft collision avoidance systems frame the problem as a Markov decision process and use dynamic programming to optimize the alerting logic. The resulting system uses a large lookup table to determine advisories…

系统与控制 · 计算机科学 2019-03-05 Kyle D. Julian , Shivam Sharma , Jean-Baptiste Jeannin , Mykel J. Kochenderfer

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…

机器人学 · 计算机科学 2024-04-24 Astik Srivastava , P. B. Sujit

Convolutional neural networks (CNNs) have been widely used over many areas in compute vision. Especially in classification. Recently, FlowNet and several works on opti- cal estimation using CNNs shows the potential ability of CNNs in doing…

计算机视觉与模式识别 · 计算机科学 2017-10-05 Junxuan Li

Collision avoidance is a key factor in enabling the integration of unmanned aerial vehicle into real life use, whether it is in military or civil application. For a long time there have been a large number of works to address this problem;…

系统与控制 · 计算机科学 2015-09-01 Hung Pham , Scott A. Smolka , Scott D. Stoller , Dung Phan , Junxing Yang

Cooperative autonomous approaches to avoiding collisions among small Unmanned Aerial Vehicles (UAVs) is central to safe integration of UAVs within the civilian airspace. One potential online cooperative approach is the concept of reciprocal…

神经与进化计算 · 计算机科学 2019-06-04 Amir Behjat , Krushang Gabani , Souma Chowdhury

Autonomous vehicle navigation is a key challenge in artificial intelligence, requiring robust and accurate decision-making processes. This research introduces a new end-to-end method that exploits multimodal information from a single…

计算机视觉与模式识别 · 计算机科学 2024-09-20 Fouad Makiyeh , Mark Bastourous , Anass Bairouk , Wei Xiao , Mirjana Maras , Tsun-Hsuan Wangb , Marc Blanchon , Ramin Hasani , Patrick Chareyre , Daniela Rus

Achieving safe, high-speed autonomous flight in complex environments with static, dynamic, or mixed obstacles remains challenging, as a single perception modality is incomplete. Depth cameras are effective for static objects but suffer from…

机器人学 · 计算机科学 2026-03-31 Dikai Shang , Jingyue Zhao , Shi Xu , Nanyang Ye , Lei Wang

There has been significant progress made in the field of autonomous vehicles. Object detection and tracking are the primary tasks for any autonomous vehicle. The task of object detection in autonomous vehicles relies on a variety of sensors…

计算机视觉与模式识别 · 计算机科学 2023-12-27 Gaurav Raut , Advait Patole

Anyone who has tried to swat a fly has likely been frustrated by its remarkable agility.This ability stems from its visual neural perception system, particularly the collision-selective neurons within its small brain.For autonomous robots…

机器人学 · 计算机科学 2025-09-18 Renyuan Liu , Haoting Zhou , Chuankai Fang , Qinbing Fu

The decision logic for the ACAS X family of aircraft collision avoidance systems is represented as a large numeric table. Due to storage constraints of certified avionics hardware, neural networks have been suggested as a way to…

系统与控制 · 电气工程与系统科学 2020-05-07 Kyle D. Julian , Mykel J. Kochenderfer

There is evidence that flying animals such as pigeons, goshawks, and bats use optical flow sensing to enable high-speed flight through forest clutter. This paper discusses the elements of a theory of controlled flight through obstacle…

系统与控制 · 计算机科学 2012-03-14 Kenneth Sebesta , John Baillieul

Understanding collision avoidance behavior is of key importance in traffic safety research and for designing and evaluating advanced driver assistance systems and autonomous vehicles. While existing experimental work has primarily focused…

人机交互 · 计算机科学 2025-11-06 Leif Johnson , Johan Engström , Aravinda Srinivasan , Ibrahim Özturk , Gustav Markkula

Aircraft collision avoidance systems is critical to modern aviation. These systems are designed to predict potential collisions between aircraft and recommend appropriate avoidance actions. Creating effective collision avoidance systems…

Avoiding collisions between obstacles and vehicles such as cars, robots or aircraft is essential to the development of automation and autonomy. To simplify the problem, many collision avoidance algorithms and proofs consider vehicles to be…

机器人学 · 计算机科学 2022-07-18 Nishant Kheterpal , Elanor Tang , Jean-Baptiste Jeannin

There is a risk of collision when multiple UAVs land simultaneously without communication on the same platform. This work accomplishes vision-based autonomous landing and uses a deep-learning-based method to realize collision avoidance…

机器学习 · 计算机科学 2021-09-20 Tianpei Liao , Amal Haridevan , Yibo Liu , Jinjun Shan

Reactive collision avoidance is essential for agile robots navigating complex and dynamic environments, enabling real-time obstacle response. However, this task is inherently challenging because it requires a tight integration of…

机器人学 · 计算机科学 2025-06-06 Alessandro Saviolo , Niko Picello , Jeffrey Mao , Rishabh Verma , Giuseppe Loianno
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