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Though great effort has been put into the study of path planning on urban roads and highways, few works have studied the driving strategy and trajectory planning in low-speed driving scenarios, e.g., driving on a university campus or…

机器人学 · 计算机科学 2019-04-05 Yuying Chen , Haoyang Ye , Ming Liu

In this paper we provide an optimal control based strategy to explore feasible trajectories of nonlinear systems, that is to find curves that satisfy the dynamics as well as point-wise state-input constraints. The strategy is interesting…

最优化与控制 · 数学 2011-12-06 Giuseppe Notarstefano , John Hauser

Computing optimal, collision-free trajectories for high-dimensional systems is a challenging problem. Sampling-based planners struggle with the dimensionality, whereas trajectory optimizers may get stuck in local minima due to inherent…

机器人学 · 计算机科学 2023-05-12 Thomas Cohn , Mark Petersen , Max Simchowitz , Russ Tedrake

This article proposes a Novel Nonlinear Model Predictive Control (NMPC) for navigation and obstacle avoidance of an Unmanned Aerial Vehicle (UAV). The proposed NMPC formulation allows for a fully parametric obstacle trajectory, while in…

机器人学 · 计算机科学 2020-08-04 Björn Lindqvist , Sina Sharif Mansouri , Ali-akbar Agha-mohammadi , George Nikolakopoulos

Trajectory planning in urban automated driving is challenging because of the high uncertainty resulting from the unknown future motion of other traffic participants. Robust approaches guarantee safety, but tend to result in overly…

系统与控制 · 电气工程与系统科学 2021-11-30 Tommaso Benciolini , Tim Brüdigam , Marion Leibold

This paper presents a free space trajectory optimization algorithm of autonomous driving vehicle, which decouples the collision-free trajectory planning problem into a Dual-Loop Iterative Anchoring Path Smoothing (DL-IAPS) and a Piece-wise…

机器人学 · 计算机科学 2020-09-24 Jinyun Zhou , Runxin He , Yu Wang , Shu Jiang , Zhenguang Zhu , Jiangtao Hu , Jinghao Miao , Qi Luo

Motion planning is a key aspect of robotics. A common approach to address motion planning problems is trajectory optimization. Trajectory optimization can represent the high-level behaviors of robots through mathematical formulations.…

机器人学 · 计算机科学 2024-08-21 Fatemeh Rastgar

In this study, we are concerned with autonomous driving missions when a static obstacle blocks a given reference trajectory. To provide a realistic control design, we employ a model predictive control (MPC) utilizing nonlinear state-space…

系统与控制 · 电气工程与系统科学 2023-07-13 Maryam Nezami , Dimitrios S. Karachalios , Georg Schildbach , Hossam S. Abbas

The objective of trajectory optimization algorithms is to achieve an optimal collision-free path between a start and goal state. In real-world scenarios where environments can be complex and non-homogeneous, a robot needs to be able to…

机器人学 · 计算机科学 2022-02-22 Yuheng Zhi , Nikhil Das , Michael Yip

In this paper, a novel real-time acceleration-continuous path-constrained trajectory planning algorithm is proposed with an appealing built-in tradability mechanism between cruise motion and time-optimal motion. Different from existing…

机器人学 · 计算机科学 2018-12-11 Peiyao Shen , Xuebo Zhang , Yongchun Fang

This article addresses obstacle avoidance motion planning for autonomous vehicles, specifically focusing on highway overtaking maneuvers. The control design challenge is handled by considering a mathematical vehicle model that captures both…

系统与控制 · 电气工程与系统科学 2026-04-03 Gianni Cario , Valentino Carriuolo , Alessandro Casavola , Gianfranco Gagliardi , Marco Lupia , Franco Angelo Torchiaro

This paper presents a method based on linear programming for trajectory planning of automated vehicles, combining obstacle avoidance, time scheduling for the reaching of waypoints and time-optimal traversal of tube-like road segments.…

系统与控制 · 计算机科学 2017-07-25 Mogens Graf Plessen

Uncertain dynamic obstacles, such as pedestrians or vehicles, pose a major challenge for optimal robot navigation with safety guarantees. Previous work on motion planning has followed two main strategies to provide a safe bound on an…

To realize autonomous shipping, autonomous berthing and unberthing are some of the technical challenges. In the past, numerous research have been done on the optimization of trajectory planning of berthing problems. However, these studies…

最优化与控制 · 数学 2022-01-14 Yoshiki Miyauchi , Ryohei Sawada , Youhei Akimoto , Naoya Umeda , Atsuo Maki

We present AutonoVi:, a novel algorithm for autonomous vehicle navigation that supports dynamic maneuvers and satisfies traffic constraints and norms. Our approach is based on optimization-based maneuver planning that supports dynamic…

机器人学 · 计算机科学 2017-03-30 Andrew Best , Sahil Narang , Daniel Barber , Dinesh Manocha

This paper proposes a discretionary lane selection algorithm. In particular, highway driving is considered as a targeted scenario, where each lane has a different level of traffic flow. When lane-changing is discretionary, it is advised not…

机器人学 · 计算机科学 2021-04-12 Sangjae Bae , David Isele , Kikuo Fujimura , Scott J. Moura

We propose two new alternating direction methods to solve "fully" nonsmooth constrained convex problems. Our algorithms have the best known worst-case iteration-complexity guarantee under mild assumptions for both the objective residual and…

最优化与控制 · 数学 2018-01-16 Quoc Tran-Dinh , Volkan Cevher

This paper proposes collision-free optimal trajectory planning for autonomous vehicles in highway traffic, where vehicles need to deal with the interaction among each other. To address this issue, a novel optimal control framework is…

机器人学 · 计算机科学 2024-04-03 Dongryul Kim , Hyeonjeong Kim , Kyoungseok Han

Optimization-based methods are widely used for computing fast, diverse solutions for complex tasks such as collision-free movement or planning in the presence of contacts. However, most of these methods require enforcing non-penetration…

机器人学 · 计算机科学 2025-10-01 Akshay Jaitly , Devesh K. Jha , Kei Ota , Yuki Shirai

In order to minimize the impact of lane change (LC) maneuver on surrounding traffic environment, a hierarchical automatic LC algorithm that could realize local optimum has been proposed. This algorithm consists of a tactical layer planner…

机器人学 · 计算机科学 2021-08-13 Yang Li , Linbo Li , Daiheng Ni , Wenxuang Wang