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We constructed a computational model of the driver's brain for steering tasks using the active inference framework, grounded in the free energy principle - a theory from computational neuroscience. This model enables quantitative estimation…

神经元与认知 · 定量生物学 2026-04-10 Kazuharu Kidera , Takuma Miyaguchi , Hideyoshi Yanagisawa

Reliable risk identification based on driver behavior data underpins real-time safety feedback, fleet risk management, and evaluation of driver-assist systems. While naturalistic driving studies have become foundational for providing…

机器学习 · 计算机科学 2025-10-03 Amir Hossein Kalantari , Eleonora Papadimitriou , Arkady Zgonnikov , Amir Pooyan Afghari

The car-following behavior of individual drivers in real city traffic is studied on the basis of (publicly available) trajectory datasets recorded by a vehicle equipped with an radar sensor. By means of a nonlinear optimization procedure…

物理与社会 · 物理学 2011-08-25 Arne Kesting , Martin Treiber

Phone applications to track vehicle information have become more common place, providing insights into fuel consumption, vehicle status, and sustainable driving behaviorsHowever, to test what resonates with drivers without deep vehicle…

人机交互 · 计算机科学 2024-08-14 Song Mi Lee-Kan , Alexandre Filipowicz , Nayeli Bravo , Candice L. Hogan , David A. Shamma

Car-following behavior modeling is critical for understanding traffic flow dynamics and developing high-fidelity microscopic simulation models. Most existing impulse-response car-following models prioritize computational efficiency and…

应用统计 · 统计学 2025-04-09 Chengyuan Zhang , Wenshuo Wang , Lijun Sun

Forest fires may cause considerable damages both in ecosystems and lives. This proposal describes the application of Internet of Things and wireless sensor networks jointly with multi-hop routing through a real time and dynamic monitoring…

Automated Driving Systems (ADS) development relies on utilizing real-world vehicle data. The volume of data generated by modern vehicles presents transmission, storage, and computational challenges. Focusing on Dynamic Behavior (DB) offers…

机器人学 · 计算机科学 2024-07-08 Philipp Reis , Philipp Rigoll , Eric Sax

This study explores an energy-efficient control strategy for spacecraft inspection using a fuzzy inference system combined with a bio-inspired optimization technique to incorporate learning capability into the control process. The optimized…

系统与控制 · 电气工程与系统科学 2025-08-27 Daegyun Choi , Donghoon Kim , Henzeh Leeghim

This paper presents a data-driven Model Predictive Control (MPC) for energy-efficient urban road driving for connected, automated vehicles. The proposed MPC aims to minimize total energy consumption by controlling the vehicle's longitudinal…

系统与控制 · 电气工程与系统科学 2024-07-30 Eunhyek Joa , Eric Yongkeun Choi , Francesco Borrelli

A significant portion of driving hazards is caused by human error and disregard for local driving regulations; Consequently, an intelligent assistance system can be beneficial. This paper proposes a novel vision-based modular package to…

计算机视觉与模式识别 · 计算机科学 2023-03-30 Amirhossein Kazerouni , Amirhossein Heydarian , Milad Soltany , Aida Mohammadshahi , Abbas Omidi , Saeed Ebadollahi

In the field of conditional autonomous driving technology, driver perceived risk prediction plays a crucial role in reducing traffic risks and ensuring passenger safety. This study introduces an innovative perceived risk prediction model…

人机交互 · 计算机科学 2025-03-07 Chenhao Yang , Siwei Huang , Chuan Hu

Vehicle Energy Consumption (VEC) estimation aims to predict the total energy required for a given trip before it starts, which is of great importance to trip planning and transportation sustainability. Existing approaches mainly focus on…

人工智能 · 计算机科学 2023-06-27 Siqi Lai , Weijia Zhang , Hao Liu

In this study, we present a hierarchical fuzzy system by evaluating the risk state for a Driver Assistance System in order to contribute in reducing the road accident's number. A key component of this system is its ability to continually…

计算机视觉与模式识别 · 计算机科学 2018-06-13 Mejdi Ben Dkhil , Ali Wali , Adel M. Alimi

In-vehicle sensing technology has gained tremendous attention due to its ability to support major technological developments, such as connected vehicles and self-driving cars. In-vehicle sensing data are invaluable and important data…

Fleets of autonomous vehicles can mitigate traffic congestion through simple actions, thus improving many socioeconomic factors such as commute time and gas costs. However, these approaches are limited in practice as they assume precise…

机器学习 · 计算机科学 2024-10-11 Aamir Hasan , Neeloy Chakraborty , Haonan Chen , Jung-Hoon Cho , Cathy Wu , Katherine Driggs-Campbell

Accurate vehicle acceleration prediction is critical for intelligent driving control and energy efficiency management, particularly in environments with complex driving behavior dynamics. This paper proposes a general short-term vehicle…

机器学习 · 计算机科学 2025-04-08 Wenxuan Wang , Lexing Zhang , Jiale Lei , Yin Feng , Hengxu Hu

We present a learning-based planner that aims to robustly drive a vehicle by mimicking human drivers' driving behavior. We leverage a mid-to-mid approach that allows us to manipulate the input to our imitation learning network freely. With…

机器人学 · 计算机科学 2021-08-04 Jinyun Zhou , Rui Wang , Xu Liu , Yifei Jiang , Shu Jiang , Jiaming Tao , Jinghao Miao , Shiyu Song

Vehicle control algorithms exploiting connectivity and automation, such as Connected and Automated Vehicles (CAVs) or Advanced Driver Assistance Systems (ADAS), have the opportunity to improve energy savings. However, lower levels of…

机器人学 · 计算机科学 2022-05-18 Olivia Jacome , Shobhit Gupta , Stephanie Stockar , Marcello Canova

This paper analyzes the impact of providing car drivers with predictive information on traffic signal timing in real-time, including time-to-green and green-wave speed recommendations. Over a period of six months, the behavior of these 121…

Driver drowsiness increases crash risk, leading to substantial road trauma each year. Drowsiness detection methods have received considerable attention, but few studies have investigated the implementation of a detection approach on a…

计算机视觉与模式识别 · 计算机科学 2019-10-16 Jasper S. Wijnands , Jason Thompson , Kerry A. Nice , Gideon D. P. A. Aschwanden , Mark Stevenson