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Currently decision making is one of the biggest challenges in autonomous driving. This paper introduces a method for safely navigating an autonomous vehicle in highway scenarios by combining deep Q-Networks and insight from control theory.…

机器人学 · 计算机科学 2023-03-23 Max Peter Ronecker , Yuan Zhu

Context: Competitions for self-driving cars facilitated the development and research in the domain of autonomous vehicles towards potential solutions for the future mobility. Objective: Miniature vehicles can bridge the gap between…

机器人学 · 计算机科学 2014-07-02 Christian Berger

Virtual reality(VR) is a hot research topic, and it has been effectively applied in military, education and other fields. The application prospect of virtual reality in education is very broad. It can effectively reduce labor cost, resource…

人机交互 · 计算机科学 2022-07-18 Zhang Jiayu

The design requirement for flight visual simulation system is studied and the overall structure and development process are proposed in this paper. Through the construction of 3D scene model library and aircraft model, the rendering and…

计算机与社会 · 计算机科学 2012-12-04 Feng Tian , Wenjian Chai , Chuanyun Wang , Xiaoping Sun

Data-driven simulators promise high data-efficiency for driving policy learning. When used for modelling interactions, this data-efficiency becomes a bottleneck: Small underlying datasets often lack interesting and challenging edge cases…

机器人学 · 计算机科学 2021-11-25 Tsun-Hsuan Wang , Alexander Amini , Wilko Schwarting , Igor Gilitschenski , Sertac Karaman , Daniela Rus

In this paper, a study aimed at investigating the effects of real (using eye tracking to determine the fixation) and simulated foveated blurring in immersive Virtual Reality is presented. Techniques to reduce the optical flow perceived at…

人机交互 · 计算机科学 2021-07-06 Ariel Caputo , Andrea Giachetti , Salwa Abkal , Chiara Marchesini , Massimo Zancanaro

To safely navigate intricate real-world scenarios, autonomous vehicles must be able to adapt to diverse road conditions and anticipate future events. World model (WM) based reinforcement learning (RL) has emerged as a promising approach by…

机器人学 · 计算机科学 2024-07-29 Dechen Gao , Shuangyu Cai , Hanchu Zhou , Hang Wang , Iman Soltani , Junshan Zhang

This paper demonstrates the integration model-based design approaches or vehicle control, with validation in a freely available open-source simulator. Continued interest in autonomous vehicles and their deployment is driven by the potential…

机器人学 · 计算机科学 2023-01-18 Rahul Bhadani , Jonathan Sprinkle

A robot simulation system is a basic need for any robotics application. With it, developers' teams of robots can test their algorithms and make initial calibrations without risk of damage to the real robots, assuring safety. However,…

机器人学 · 计算机科学 2022-11-17 Sandro Costa Magalhães , António Paulo Moreira , Paulo Costa

End-to-end autonomous driving has received increasing attention due to its potential to learn from large amounts of data. However, most existing methods are still open-loop and suffer from weak scalability, lack of high-order interactions,…

计算机视觉与模式识别 · 计算机科学 2024-12-13 Wenzhao Zheng , Zetian Xia , Yuanhui Huang , Sicheng Zuo , Jie Zhou , Jiwen Lu

Automotive software development requires engineers to test their systems to detect violations of both functional and drivability requirements. Functional requirements define the functionality of the automotive software. Drivability…

软件工程 · 计算机科学 2023-05-31 Federico Formica , Nicholas Petrunti , Lucas Bruck , Vera Pantelic , Mark Lawford , Claudio Menghi

In this paper we discuss the design and implementation of a plasma display panel for a wide field of view desktop virtual reality environment. Present commercial plasma displays are not designed with virtual reality in mind, leading to…

人机交互 · 计算机科学 2023-11-22 Dave Pape , Josephine Anstey , Mike Bogucki , Greg Dawe , Tom DeFanti , Andy Johnson , Dan Sandin

This paper describes the exploration and learnings during the process of developing a self-driving algorithm in simulation, followed by deployment on a real car. We specifically concentrate on the Formula Student Driverless competition. In…

机器人学 · 计算机科学 2020-01-24 Dean Zadok , Tom Hirshberg , Amir Biran , Kira Radinsky , Ashish Kapoor

During the conceptual and prototype design stage of an industrial product, it is crucial to take assembly/disassembly and maintenance operations in advance. A well-designed system should enable relatively easy access of operating…

机器人学 · 计算机科学 2012-06-08 Liang Ma , Ruina Ma , Damien Chablat , Fouad Bennis

As autonomous vehicles edge closer to widespread adoption, enhancing road safety through collision avoidance and minimization of collateral damage becomes imperative. Vehicle-to-everything (V2X) technologies, which include…

The technological properties of a system delivering simulation experience are a crucial dimension of immersion. To create a sense of presence and reproduce drivers behaviour as realistically as possible, we need reliable driving simulators…

人机交互 · 计算机科学 2024-06-21 Nikol Figalová , Jürgen Pichen , Lewis L. Chuang , Martin Baumann , Olga Pollatos

Finding a path free from obstacles that poses minimal risk is critical for safe navigation. People who are sighted and people who are visually impaired require navigation safety while walking on a sidewalk. In this research we developed an…

计算机视觉与模式识别 · 计算机科学 2020-09-29 Faruk Ahmed , Md Sultan Mahmud , Kazi Ashraf Moinuddin , Mohammed Istiaque Hyder , Mohammed Yeasin

In the spectrum of vision-based autonomous driving, vanilla end-to-end models are not interpretable and suboptimal in performance, while mediated perception models require additional intermediate representations such as segmentation masks…

计算机视觉与模式识别 · 计算机科学 2018-09-07 Luona Yang , Xiaodan Liang , Tairui Wang , Eric Xing

Deep Reinforcement Learning (DRL) enables cognitive Autonomous Ground Vehicle (AGV) navigation utilizing raw sensor data without a-priori maps or GPS, which is a necessity in hazardous, information poor environments such as regions where…

机器人学 · 计算机科学 2023-09-04 Shathushan Sivashangaran , Apoorva Khairnar , Azim Eskandarian

In this paper, we propose a map-based end-to-end DRL approach for three-dimensional (3D) obstacle avoidance in a partially observed environment, which is applied to achieve autonomous navigation for an indoor mobile robot using a depth…

机器人学 · 计算机科学 2021-08-16 Yu'an Chen , Guangda Chen , Lifan Pan , Jun Ma , Yu Zhang , Yanyong Zhang , Jianmin Ji