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The paper presents a strategy for the control of anautonomous racing car on a pre-mapped track. Using a dynamic model of the vehicle, the optimal racing line is computed, taking track boundaries into account. With the optimal racing line as…

Maneuvering a general 2-trailer with a car-like tractor in backward motion is a task that requires significant skill to master and is unarguably one of the most complicated tasks a truck driver has to perform. This paper presents a path…

机器人学 · 计算机科学 2020-02-24 Oskar Ljungqvist , Niclas Evestedt , Daniel Axehill , Marcello Cirillo , Henrik Pettersson

There are many artificial intelligence algorithms for autonomous driving, but directly installing these algorithms on vehicles is unrealistic and expensive. At the same time, many of these algorithms need an environment to train and…

机器人学 · 计算机科学 2023-01-03 Wei Cao , Liguo Zhou , Yuhong Huang , Alois Knoll

Current methods to learn controllers for autonomous vehicles (AVs) focus on behavioural cloning. Being trained only on exact historic data, the resulting agents often generalize poorly to novel scenarios. Simulators provide the opportunity…

人工智能 · 计算机科学 2025-11-19 Asen Nachkov , Danda Pani Paudel , Luc Van Gool

This paper presents a proposed method of autonomous control for docking tasks of a single-seat personal mobility vehicle. We proposed a non-linear model predictive control (NMPC) based visual servoing to achieves the desired autonomous…

机器人学 · 计算机科学 2023-12-29 Roni Permana Saputra , Midriem Mirdanies , Eko Joni Pristianto , Dayat Kurniawan

Control theory provides engineers with a multitude of tools to design controllers that manipulate the closed-loop behavior and stability of dynamical systems. These methods rely heavily on insights about the mathematical model governing the…

系统与控制 · 电气工程与系统科学 2020-09-24 Simen Theie Havenstrøm , Camilla Sterud , Adil Rasheed , Omer San

Self-driving vehicles have expanded dramatically over the last few years. Udacity has release a dataset containing, among other data, a set of images with the steering angle captured during driving. The Udacity challenge aimed to predict…

计算机视觉与模式识别 · 计算机科学 2019-12-12 Shuyang Du , Haoli Guo , Andrew Simpson

This paper issues an integrated control system of self-driving autonomous vehicles based on the personal driving preference to provide personalized comfortable driving experience to autonomous vehicle users. We propose an Occupant's…

系统与控制 · 电气工程与系统科学 2022-11-21 Il Bae , Jaeyoung Moon , Junekyo Jhung , Ho Suk , Taewoo Kim , Hyungbin Park , Jaekwang Cha , Jinhyuk Kim , Dohyun Kim , Shiho Kim

The decision and planning system for autonomous driving in urban environments is hard to design. Most current methods manually design the driving policy, which can be expensive to develop and maintain at scale. Instead, with imitation…

机器人学 · 计算机科学 2019-10-15 Jianyu Chen , Bodi Yuan , Masayoshi Tomizuka

Platooning of autonomous vehicles has the potential to increase safety and fuel efficiency on highways. The goal of platooning is to have each vehicle drive at a specified speed (set by the leader) while maintaining a safe distance from its…

机器学习 · 计算机科学 2024-10-21 Michael H. Shaham , Taskin Padir

This paper concerns applications of a recently-developed output-tracking technique to trajectory control of autonomous vehicles. The technique is based on three principles: Newton-Raphson flow for solving algebraic equations,output…

系统与控制 · 计算机科学 2019-03-07 Shashwat Shivam , Ian Buckley , Yorai Wardi , Carla Seatzu , Magnus Egerstedt

This article outlines the architecture of autonomous driving and related complementary frameworks from the perspective of human comfort. The technical elements for measuring Autonomous Vehicle (AV) user comfort and psychoanalysis are listed…

机器人学 · 计算机科学 2023-06-19 Mohammed Aledhari , Mohamed Rahouti , Junaid Qadir , Basheer Qolomany , Mohsen Guizani , Ala Al-Fuqaha

This note proposes a general control approach, called vector-field guided constraint-following control, to solve the dynamics control problem of geometric path-following for a class of uncertain mechanical systems. More specifically, it…

系统与控制 · 电气工程与系统科学 2026-03-17 Hui Yin , Xiang Li , Yifan Liu , Weijia Yao

This paper proposes an Adaptive Robust Model Predictive Control strategy for lateral control in lane keeping problems, where we continuously learn an unknown, but constant steering angle offset present in the steering system. Longitudinal…

系统与控制 · 计算机科学 2018-12-03 Monimoy Bujarbaruah , Xiaojing Zhang , H. Eric Tseng , Francesco Borrelli

Trajectory prediction is one of the key components of the autonomous driving software stack. Accurate prediction for the future movement of surrounding traffic participants is an important prerequisite for ensuring the driving efficiency…

机器人学 · 计算机科学 2023-05-17 Wenbo Shao , Jun Li , Hong Wang

This paper presents a robust tracking controller for tracking curvature-constrained paths by vehicles/robots with uncertain Dubins dynamics. Although Dubins paths have been widely used in vehicular and robotic applications, robust and…

系统与控制 · 电气工程与系统科学 2026-05-26 Xingjian Xue , Sze Zheng Yong

An open question in autonomous driving is how best to use simulation to validate the safety of autonomous vehicles. Existing techniques rely on simulated rollouts, which can be inefficient for finding rare failure events, while other…

机器人学 · 计算机科学 2020-06-29 Anthony Corso , Ritchie Lee , Mykel J. Kochenderfer

The ability of autonomous vehicles to maintain an accurate trajectory within their road lane is crucial for safe operation. This requires detecting the road lines and estimating the car relative pose within its lane. Lateral lines are…

机器人学 · 计算机科学 2021-01-19 Paolo Cudrano , Simone Mentasti , Matteo Matteucci , Mattia Bersani , Stefano Arrigoni , Federico Cheli

Due to the complex and dynamic character of intersection scenarios, the autonomous driving strategy at intersections has been a difficult problem and a hot point in the research of intelligent transportation systems in recent years. This…

机器人学 · 计算机科学 2021-07-14 Lianzhen Wei , Zirui Li , Jianwei Gong , Cheng Gong , Jiachen Li

Accurate modeling of lower-level controller plays an important role in the traffic flow of automated vehicles (AVs). However, there lacks enough attention with this respect. To address this issue, we conduct a field experiment with two…

物理与社会 · 物理学 2022-11-01 Hua-Qing Liu , Shi-Teng Zheng , Rui Jiang , Junfang Tian , Ruidong Yan , Fang Zhang , Dezhao Zhang
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