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The use of Agent-Based and Activity-Based modeling in transportation is rising due to the capability of addressing complex applications such as disruptive trends (e.g., remote working and automation) or the design and assessment of…

机器学习 · 计算机科学 2024-02-12 Serio Agriesti , Vladimir Kuzmanovski , Jaakko Hollmén , Claudio Roncoli , Bat-hen Nahmias-Biran

The ability to accurately predict public transit ridership demand benefits passengers and transit agencies. Agencies will be able to reallocate buses to handle under or over-utilized bus routes, improving resource utilization, and…

机器学习 · 计算机科学 2022-10-18 Jose Paolo Talusan , Ayan Mukhopadhyay , Dan Freudberg , Abhishek Dubey

Data-driven research is becoming a new paradigm in transportation, but the natural lack of individual socio-economic attributes in transportation data makes research such as activity purpose inference and mobility pattern identification…

应用统计 · 统计学 2025-02-04 Yitong Chen , Wentao Dong , Chengcheng Yu , Quan Yuan , Chao Yang

Despite the rapid growth of online shopping and research interest in the relationship between online and in-store shopping, national-level modeling and investigation of the demand for online shopping with a prediction focus remain limited…

机器学习 · 计算机科学 2021-01-12 Limon Barua , Bo Zou , Yan , Zhou , Yulin Liu

Heat exposure significantly influences pedestrian routing behaviors. Existing methods such as agent-based modeling (ABM) and empirical measurements fail to account for individual physiological variations and environmental perception…

计算机视觉与模式识别 · 计算机科学 2025-03-18 Haoran Ma , Kaihan Zhang , Jiannan Cai

Agent-based transportation modelling has become the standard to simulate travel behaviour, mobility choices and activity preferences using disaggregate travel demand data for entire populations, data that are not typically readily…

机器学习 · 计算机科学 2020-04-16 Godwin Badu-Marfo , Bilal Farooq , Zachary Paterson

Traditional network models encapsulate travel behavior among all origin-destination pairs based on a simplified and generic utility function. Typically, the utility function consists of travel time solely and its coefficients are equated to…

应用统计 · 统计学 2022-04-26 Pablo Guarda , Sean Qian

Advanced Air Mobility encompasses emerging aviation technologies that transport people and cargo between local, regional, or urban locations that are currently underserved by aviation and other transportation modalities. The disruptive…

物理与社会 · 物理学 2024-04-03 Luis E. Alvarez , James Jones , Austin Bryan , Andrew Weinert

Daily activity data that records individuals' various types of activities in daily life are widely used in many applications such as activity scheduling, activity recommendation, and policymaking. Though with high value, its accessibility…

机器学习 · 计算机科学 2023-02-23 Yuan Yuan , Huandong Wang , Jingtao Ding , Depeng Jin , Yong Li

Understanding and replicating human mobility requires not only spatial-temporal accuracy but also an awareness of the cognitive hierarchy underlying real-world travel decisions. Traditional agent-based or deep learning models can reproduce…

多智能体系统 · 计算机科学 2025-10-30 Qiumeng Li , Chunhou Ji , Xinyue Liu

Understanding individual mobility behavior is critical for modeling urban transportation. It provides deeper insights on the generative mechanisms of human movements. Emerging data sources such as mobile phone call detail records, social…

社会与信息网络 · 计算机科学 2020-10-21 Jiechao Zhang , Samiul Hasan , Xuedong Yan , Xiaobing Liu

Travel time prediction is central to transport geography and planning's accessibility analyses, sustainable transportation infrastructure provision, and active transportation interventions. However, calculating accurate travel times,…

物理与社会 · 物理学 2026-02-18 Geoff Boeing , Yuquan Zhou

Mobility-on-demand (MoD) systems represent a rapidly developing mode of transportation wherein travel requests are dynamically handled by a coordinated fleet of vehicles. Crucially, the efficiency of an MoD system highly depends on how well…

机器学习 · 统计学 2022-05-05 Daniele Gammelli , Filipe Rodrigues

Minimising the discomfort caused by robots when navigating in social situations is crucial for them to be accepted. The paper presents a machine learning-based framework that bootstraps existing one-dimensional datasets to generate a cost…

机器人学 · 计算机科学 2020-11-11 Daniel Rodriguez-Criado , Pilar Bachiller , Luis J. Manso

Bike sharing is emerging globally as an active, convenient, and sustainable mode of transportation. To plan successful bike-sharing systems (BSSs), many cities start from a small-scale pilot and gradually expand the system to cover more…

机器学习 · 计算机科学 2023-10-09 Yuebing Liang , Fangyi Ding , Guan Huang , Zhan Zhao

To accommodate the unprecedented increase of commercial airlines over the next ten years, the Next Generation Air Transportation System (NextGen) has been implemented in the USA that records large-scale Air Traffic Management (ATM) data to…

机器学习 · 计算机科学 2021-06-16 Kai Zhang , Yushan Jiang , Dahai Liu , Houbing Song

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

Transportation mode share analysis is important to various real-world transportation tasks as it helps researchers understand the travel behaviors and choices of passengers. A typical example is the prediction of communities' travel mode…

机器学习 · 计算机科学 2024-05-24 Dingyi Zhuang , Qingyi Wang , Yunhan Zheng , Xiaotong Guo , Shenhao Wang , Haris N Koutsopoulos , Jinhua Zhao

Route-planning agents powered by large language models (LLMs) have emerged as a promising paradigm for supporting everyday human mobility through natural language interaction and tool-mediated decision making. However, systematic evaluation…

人工智能 · 计算机科学 2026-02-27 Zhiheng Song , Jingshuai Zhang , Chuan Qin , Chao Wang , Chao Chen , Longfei Xu , Kaikui Liu , Xiangxiang Chu , Hengshu Zhu

Mobility-on-Demand (MoD) systems are generally designed and analyzed for a fixed and exogenous demand, but such frameworks fail to answer questions about the impact of these services on the urban transportation system, such as the effect of…

系统与控制 · 计算机科学 2018-10-09 Yang Liu , Prateek Bansal , Ricardo Daziano , Samitha Samaranayake