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We consider the problem of estimating the parameters of a vehicle dynamics model for predictive control in driving applications. Instead of solely using the instantaneous parameters estimated from the vehicle signals, we combine this with…

系统与控制 · 电气工程与系统科学 2025-11-17 Marcus Greiff , Ray Zhang , Takeru Shirasawa , John Subosits

This paper focuses on the study of the impact that the class of the vehicle, leading heavy vehicles in particular, causes on the following vehicle's behavior, specifically in terms of the bumper-to-bumper distance (gap) between the…

计算机与社会 · 计算机科学 2021-07-16 Awad Abdelhalim , Montasir Abbas

Driverless vehicles are complex systems operating in constantly changing environments. Automated driving is achieved by controlling the coupled longitudinal and lateral vehicle dynamics. Model predictive control is one of the most promising…

最优化与控制 · 数学 2025-09-25 Yassine Kebbati , Naima Ait-Oufroukh , Vicenç Puig , Vincent Vigneron , Dalil Ichalal

In this paper, we propose a kinetic model of traffic flow with uncertain binary interactions, which explains the scattering of the fundamental diagram in terms of the macroscopic variability of aggregate quantities, such as the mean speed…

适应与自组织系统 · 物理学 2021-06-02 Andrea Tosin , Mattia Zanella

Uncertainty plays a key role in future prediction. The future is uncertain. That means there might be many possible futures. A future prediction method should cover the whole possibilities to be robust. In autonomous driving, covering…

计算机视觉与模式识别 · 计算机科学 2022-09-28 Adil Kaan Akan

A significant problem in designing mobile robot control systems involves coping with the uncertainty that arises in moving about in an unknown or partially unknown environment and relying on noisy or ambiguous sensor data to acquire…

人工智能 · 计算机科学 2013-04-05 K. Bayse , M. Lejter , Keiji Kanazawa

In order to increase the number of situations in which an intelligent vehicle can operate without human intervention, lateral control is required to accurately guide it in a reference trajectory regardless of the shape of the road or the…

系统与控制 · 电气工程与系统科学 2022-10-05 Marcos Moreno-Gonzalez , Antonio Artuñedo , Jorge Villagra , Cédric Join , Michel Fliess

We deal with the problem of deriving the microscopic equations governing the individual car motion based on the assumptions about the strategy of driver behavior. We suppose the driver behavior to be a result of a certain compromise between…

软凝聚态物质 · 物理学 2009-11-07 Ihor Lubashevsky , Sergey Kalenkov , Reinhard Mahnke

A driving algorithm that aligns with good human driving practices, or at the very least collaborates effectively with human drivers, is crucial for developing safe and efficient autonomous vehicles. In practice, two main approaches are…

多智能体系统 · 计算机科学 2026-02-10 Zhihao Zhang , Keith Redmill , Chengyang Peng , Bowen Weng

This paper presents a novel approach to modeling human driving behavior, designed for use in evaluating autonomous vehicle control systems in a simulation environments. Our methodology leverages a hierarchical forward-looking, risk-aware…

机器人学 · 计算机科学 2024-08-20 Nathan Ludlow , Yiwei Lyu , John Dolan

Understanding the effect of road geometry on human driving behaviour is essential for both road safety studies and traffic microsimulation. Research on this topic is still limited, mainly focusing on free-flow traffic and not adequately…

物理与社会 · 物理学 2025-01-24 Fabrizio Pelella , Gaetano Zaccaria , Vincenzo Punzo , Marcello Montanino

This paper proposes a method for modeling human driver interactions that relies on multi-output gaussian processes. The proposed method is developed as a refinement of the game theoretical hierarchical reasoning approach called "level-k…

机器学习 · 计算机科学 2022-01-06 Cem Okan Yaldiz , Yildiray Yildiz

Risky drivers account for 70% of fatal accidents in the United States. With recent advances in sensors and intelligent vehicular systems, there has been significant research on assessing driver behavior to improve driving experiences and…

机器学习 · 计算机科学 2023-08-28 Bikram Adhikari

The quantitative measurement of how and when we experience surprise has mostly remained limited to laboratory studies, and its extension to naturalistic settings has been challenging. Here we demonstrate, for the first time, how…

机器学习 · 计算机科学 2023-05-16 Azadeh Dinparastdjadid , Isaac Supeene , Johan Engstrom

In this work we extend a recent kinetic traffic model to the case of more than one class of vehicles, each of which is characterized by few different microscopic features. We consider a Boltzmann-like framework with only binary…

数值分析 · 数学 2017-02-22 Gabriella Puppo , Matteo Semplice , Andrea Tosin , Giuseppe Visconti

Studies have shown that autonomous vehicles (AVs) behave conservatively in a traffic environment composed of human drivers and do not adapt to local conditions and socio-cultural norms. It is known that socially aware AVs can be designed if…

机器人学 · 计算机科学 2021-11-05 Rohan Chandra , Aniket Bera , Dinesh Manocha

The control for aggressive driving of autonomous cars is challenging due to the presence of significant tyre slip. Data-driven and mechanism-based methods for the modeling and control of autonomous cars under aggressive driving conditions…

机器人学 · 计算机科学 2023-02-07 Yiwen Lu , Bo Yang , Yilin Mo

Current technologies are unable to produce massively deployable, fully autonomous vehicles that do not require human intervention. Such technological limitations are projected to persist for decades. Therefore, roadway scenarios requiring a…

应用统计 · 统计学 2021-07-02 David Ríos Insua , William N. Caballero , Roi Naveiro

How can precise control be realised in intrinsically noisy systems? Here, we develop a general theoretical framework that provides a way to achieve precise control in signal-dependent noisy environments. When the control signal has Poisson…

最优化与控制 · 数学 2015-06-15 Wenlian Lu , Jianfeng Feng , Shun-ichi Amari , David Waxman

We consider a small stochastic perturbation of an optimal velocity car-following model. We give a detailed analysis of behavior near the collision singularity. We show that collision is impossible in a simplified model without noise, and…

概率论 · 数学 2022-09-02 Hossein Nick Zinat Matin , Richard B. Sowers