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Day-to-day traffic dynamics are widely used to model flow evolution due to travelers' learning and adjustment behavior, yet empirical analysis of these models often relies on descriptive calibration with limited inferential content. This…

最优化与控制 · 数学 2026-05-05 Minghui Wu , Yafeng Yin , Jerome P. Lynch , Zhichen Liu

This paper proposes a framework to recognize driving intentions and to predict driving behaviors of lane changing on the highway by using externally sensable traffic data from the host-vehicle. The framework consists of a driving…

机器人学 · 计算机科学 2020-06-17 Teawon Han , Junbo Jing , Umit Ozguner

The development of current building energy system operation has benefited from: 1. Informational support from the optimal design through simulation or first-principles models; 2. System load and energy prediction through machine learning…

机器学习 · 计算机科学 2023-02-22 Xia Chen , Xiaoye Cai , Alexander Kümpel , Dirk Müller , Philipp Geyer

Navigating dense, lane-less traffic remains one of the most challenging scenarios for autonomous vehicles, especially in emerging regions where road structure and driver behavior are highly unpredictable. This paper presents a hybrid…

系统与控制 · 电气工程与系统科学 2026-05-19 Parthib Khound

Traffic congestion has lead to an increasing emphasis on management measures for a more efficient utilization of existing infrastructure. In this context, this paper proposes a novel framework that integrates real-time optimization of…

系统与控制 · 电气工程与系统科学 2024-12-20 Samarth Gupta , Ravi Seshadri , Bilge Atasoy , A. Arun Prakash , Francisco Pereira , Gary Tan , Moshe Ben-Akiva

The recent emergence of Distributed Acoustic Sensing (DAS) technology has facilitated the effective capture of traffic-induced seismic data. The traffic-induced seismic wave is a prominent contributor to urban vibrations and contain crucial…

地球物理 · 物理学 2024-09-17 Xi Wang , Xin Liu , Songming Zhu , Zhanwen Li , Lina Gao

Vehicle automation is driving the integration of advanced sensors and new applications that demand high-quality information, such as collaborative sensing for enhanced situational awareness. In this work, we considered a vehicular sensing…

网络与互联网体系结构 · 计算机科学 2024-04-01 Pablo Fondo-Ferreiro , David Candal-Ventureira , Francisco Javier González-Castaño , Felipe Gil-Castiñeira

For the optimum design of a driver-automation shared control system, an understanding of driver behavior based on measurements and modeling is crucial early in the development process. This paper presents a driver model through a weighting…

人机交互 · 计算机科学 2020-10-08 Zheng Wang , Rencheng Zheng , Edric John Cruz Nacpil , Kimihiko Nakano

Driver drowsiness detection (DDD) prevents road accidents caused by driver fatigue. Vehicle dynamics-based DDD has been proposed as a method that is both economical and high performance. However, there are concerns about the reliability of…

机器学习 · 计算机科学 2025-06-10 Yutaro Nakagama , Daisuke Ishii , Kazuki Yoshizoe

Artificial intelligence algorithms have been extensively applied in the field of intelligent transportation, especially for driving behavior analysis and prediction. This study proposes a novel framework by integrating fuzzy trajectory…

应用统计 · 统计学 2022-05-11 Ruifeng Gu

The most common type of accident on the road is a rear-end crash. These crashes have a significant negative impact on traffic flow and are frequently fatal. To gain a more practical understanding of these scenarios, it is necessary to…

计算机视觉与模式识别 · 计算机科学 2023-01-24 Armstrong Aboah , Abdul Rashid Mussah , Yaw Adu-Gyamfi

Route Choice Models predict the route choices of travelers traversing an urban area. Most of the route choice models link route characteristics of alternative routes to those chosen by the drivers. The models play an important role in…

机器学习 · 计算机科学 2019-03-28 Qun Liu , Supratik Mukhopadhyay , Yimin Zhu , Ravindra Gudishala , Sanaz Saeidi , Alimire Nabijiang

Driving behavior modeling is of great importance for designing safe, smart, and personalized autonomous driving systems. In this paper, an internal reward function-based driving model that emulates the human's decision-making mechanism is…

机器人学 · 计算机科学 2021-07-21 Zhiyu Huang , Jingda Wu , Chen Lv

In urban traffic environments, driver behaviors exhibit considerable diversity in vehicle operation, encompassing a range of acceleration and braking maneuvers as well as adherence to traffic regulations, such as speed limits. It is…

系统与控制 · 电气工程与系统科学 2024-07-23 Mehmet Fatih Ozkan , James Farrell , Marcello Telloni , Luis Mendez , Radu Pirvan , Jeffrey P. Chrstos , Marcello Canova , Stephanie Stockar

This paper proposes a new control strategy to improve vehicle cornering performance in a model predictive control framework. The most distinguishing feature of the proposed method is that the natural handling characteristics of the…

系统与控制 · 计算机科学 2019-11-18 Kyoungseok Han , Giseo Park , Gokul S. Sankar , Kanghyun Nam , Seibum B. Choi

The effects of real-time provision of travel-time information on the behaviour of drivers are considered. The model of Marecek et al. [arXiv:1406.7639, Int. J. Control 88(10), 2015] is extended to consider uncertainty in the response of a…

最优化与控制 · 数学 2017-05-26 Jakub Marecek , Robert Shorten , Jia Yuan Yu

Automated vehicles can gather information about surrounding traffic and plan safe and energy-efficient driving behavior, which is known as eco-driving. Conventional eco-driving designs only consider preceding vehicles in the same lane as…

系统与控制 · 电气工程与系统科学 2024-05-10 Chaozhe R. He , Nan Li

In-time and accurate assessments of on-road vehicle emissions play a central role in urban air quality and health policymaking. However, official insight is hampered by the Inspection/Maintenance (I/M) procedure conducted in the laboratory…

Safe and reliable autonomy solutions are a critical component of next-generation intelligent transportation systems. Autonomous vehicles in such systems must reason about complex and dynamic driving scenes in real time and anticipate the…

机器人学 · 计算机科学 2022-07-13 Liam A. Kruse , Esen Yel , Ransalu Senanayake , Mykel J. Kochenderfer

This paper introduces a robust optimal green light speed advisory system for fixed and actuated traffic signals when a probability distribution is provided. These distributions represent the domain of possible switching times from the…

系统与控制 · 电气工程与系统科学 2022-08-30 Amr Shafik , Seifeldeen Eteifa , Hesham Rakha