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A Nonlinear Model Predictive Control (NMPC) strategy aimed at controlling a small-scale car model for autonomous racing competitions is presented in this paper. The proposed control strategy is concerned with minimizing the lap time while…

机器人学 · 计算机科学 2023-02-10 Vittorio Cataffo , Giuseppe Silano , Luigi Iannelli , Vicenç Puig , Luigi Glielmo

Imitation learning is a promising approach to end-to-end training of autonomous vehicle controllers. Typically the driving process with such approaches is entirely automatic and black-box, although in practice it is desirable to control the…

机器人学 · 计算机科学 2020-11-23 Renhao Wang , Adam Scibior , Frank Wood

CAV platooning technology has received considerable attention in the past few years, driven by the next generation smart transportation systems. Unlike most of the existing platooning methods that focus on linear vehicle dynamics of CAVs,…

最优化与控制 · 数学 2021-04-20 Jinglai Shen , Eswar Kumar H. Kammara , Lili Du

With the recent advancement in environmental sensing, vehicle control and vehicle-infrastructure cooperation technologies, more and more autonomous driving companies start to put their intelligent cars into road test. But in the near…

系统与控制 · 计算机科学 2018-09-11 Zi Yang , Xinpeng Wang , Xin Pei , Shuo Feng , Dajun Wang , Jianqiang Wang , S. C. WONG

Road traffic crashes have been the leading cause of death among young people. Most of these accidents occur when the driver becomes distracted due to fatigue or external factors. Vehicle platooning systems such as Cooperative Adaptive…

最优化与控制 · 数学 2018-09-21 Carlos M. Massera , Marco H. Terra , Denis F. Wolf

We propose an approach to design a Model Predictive Controller (MPC) for constrained Linear Time Invariant systems performing an iterative task. The system is subject to an additive disturbance, and the goal is to learn to satisfy state and…

系统与控制 · 电气工程与系统科学 2023-06-13 Monimoy Bujarbaruah , Akhil Shetty , Kameshwar Poolla , Francesco Borrelli

Safe longitudinal control is discussed for a connected automated truck traveling behind a preceding connected vehicle. A controller is proposed based on control barrier function theory and predictor feedback for provably safe,…

系统与控制 · 电气工程与系统科学 2022-11-21 Tamas G. Molnar , Anil Alan , Adam K. Kiss , Aaron D. Ames , Gabor Orosz

The attitude tracking problem for a full-actuated rigid body in 3D is studied using a impulsive system model based on Lie algebra so(3). A nonlinear homogeneous controller is designed to globally track a smooth attitude trajectory in a…

系统与控制 · 电气工程与系统科学 2023-07-04 Yu Zhou , Andrey Polyakov , Gang Zheng

This paper presents a novel robust trajectory optimization method for constrained nonlinear dynamical systems subject to unknown bounded disturbances. In particular, we seek optimal control policies that remain robustly feasible with…

系统与控制 · 电气工程与系统科学 2025-04-08 Arshiya Taj Abdul , Augustinos D. Saravanos , Evangelos A. Theodorou

Usually, a controller for path- or trajectory tracking is employed in autonomous driving. Typically, these controllers generate high-level commands like longitudinal acceleration or force. However, vehicles with combustion engines expect…

系统与控制 · 电气工程与系统科学 2025-04-25 Phillip Pitschi , Simon Sagmeister , Sven Goblirsch , Markus Lienkamp , Boris Lohmann

Cooperative Adaptive Cruise Control (CACC) enables vehicle platooning through inter-vehicle communication, improving traffic efficiency and safety. Conventional CACC relies on feedback linearization, assuming exact vehicle parameters;…

系统与控制 · 电气工程与系统科学 2026-02-12 Mischa Huisman , Thomas Arnold , Erjen Lefeber , Nathan van de Wouw , Carlos Murguia

Despite growing interest in vehicle platooning research, the effect of communication capability between platoons is not investigated to a depth of depth. In this paper, we extend a single-platoon car-following (CF) model to multi-platoon CF…

系统与控制 · 电气工程与系统科学 2025-02-27 Shouwei Hui , Michael Zhang

Monotone systems, also known as order-preserving or cooperative systems, are prevalent in models of engineering applications such as transportation and biological networks. In this paper, we investigate the problem of finding a control…

系统与控制 · 计算机科学 2018-07-30 Sadra Sadraddini , Calin Belta

The hype around self-driving cars has been growing over the past years and has sparked much research. Several modules in self-driving cars are thoroughly investigated to ensure safety, comfort, and efficiency, among which the controller is…

机器人学 · 计算机科学 2024-10-17 Jilan Samiuddin , Benoit Boulet , Di Wu

We introduce a distributed control architecture for a class of heterogeneous, nonlinear dynamical agents moving in the "string" formation, while guaranteeing trajectory tracking, collision avoidance and the preservation of the formation's…

系统与控制 · 计算机科学 2018-06-19 Serban Sabau , Irinel-Constantin Morarescu , Lucian Busoniu , Ali Jadbabaie

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

In this paper a novel platoon model is presented. Nonlinear aerodynamic effects, such as the wake generated by the preceding vehicle, are considered, and their influence in the set up of a Adaptive Cruise Controller (ACC) is investigated.…

适应与自组织系统 · 物理学 2018-11-09 Giacomo Innocenti , Michele Basso

Delays endanger safety of autonomous systems operating in a rapidly changing environment, such as nondeterministic surrounding traffic participants in autonomous driving and high-speed racing. Unfortunately, delays are typically not…

机器人学 · 计算机科学 2022-08-31 Dvij Kalaria , Qin Lin , John M. Dolan

We quantify the value-at-risk of inter-vehicle collision and detachment for a class of platoons, which are governed by second-order dynamics in presence of communication time-delay and exogenous stochastic noise. Closed-form expressions for…

系统与控制 · 计算机科学 2019-11-26 Christoforos Somarakis , Yaser Ghaedsharaf , Nader Motee

This paper addresses the problem of navigation control of a general class of 2nd order uncertain nonlinear multi-agent systems in a bounded workspace, which is a subset of $R^3$ , with static obstacles. In particular, we propose a…

系统与控制 · 计算机科学 2018-04-25 Alexandros Filotheou , Alexandros Nikou , Dimos V. Dimarogonas