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This paper proposes a hybrid multiagent learning algorithm for solving the dynamic simulation-based bilevel network design problem. The objective is to determine the op-timal frequency of a multimodal transit network, which minimizes total…

Networking and Internet Architecture · Computer Science 2012-11-26 Tai-Yu Ma

Diverse recommendation techniques have been already proposed and encapsulated into several e-business applications, aiming to perform a more accurate evaluation of the existing information and accordingly augment the assistance provided to…

Artificial Intelligence · Computer Science 2009-09-15 Alexis Lazanas

The increasing number of Distributed Energy Resources (DERs) in the emerging Smart Grid, has created an imminent need for intelligent multiagent frameworks able to utilize these assets efficiently. In this paper, we propose a novel DER…

Artificial Intelligence · Computer Science 2023-07-18 Stavros Orfanoudakis , Georgios Chalkiadakis

This study addresses a large-scale multimodal transit network design problem, with Shared Autonomous Mobility Services (SAMS) as both transit feeders and an origin-to-destination mode. The framework captures spatial demand and modal…

Systems and Control · Electrical Eng. & Systems 2024-03-28 Max T. M. Ng , Hani S. Mahmassani , Ömer Verbas , Taner Cokyasar , Roman Engelhardt

A key challenge in transportation planning is that the collective preferences of heterogeneous travelers often diverge from the policies produced by model-driven decision tools. This misalignment frequently results in implementation delays…

Computers and Society · Computer Science 2025-10-29 Xiaoyu Yan , Tianxing Dai , Yu Marco Nie

Foundation model (FM) powered agent services are regarded as a promising solution to develop intelligent and personalized applications for advancing toward Artificial General Intelligence (AGI). To achieve high reliability and scalability…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-12-19 Wenchao Xu , Jinyu Chen , Peirong Zheng , Xiaoquan Yi , Tianyi Tian , Wenhui Zhu , Quan Wan , Haozhao Wang , Yunfeng Fan , Qinliang Su , Xuemin Shen

Accurate Travel Time Estimation (TTE) is critical for ride-hailing platforms, where errors directly impact user experience and operational efficiency. While existing production systems excel at holistic route-level dependency modeling, they…

Machine Learning · Computer Science 2026-01-07 Wenzhao Jiang , Jindong Han , Ruiqian Han , Hao Liu

Transport generates a large and growing component of global greenhouse gas emissions contributing to climate change. Effective transport emissions reduction policies are needed in order to reach a climate target well below 2$^\circ$C.…

Physics and Society · Physics 2018-06-29 J. -F. Mercure , A. Lam , S. Billington , H. Pollitt

Motion forecasting is a key module in an autonomous driving system. Due to the heterogeneous nature of multi-sourced input, multimodality in agent behavior, and low latency required by onboard deployment, this task is notoriously…

Computer Vision and Pattern Recognition · Computer Science 2023-06-30 Xishun Wang , Tong Su , Fang Da , Xiaodong Yang

This article proposes a fundamental methodological shift in the modelling of policy interventions for sustainability transitions in order to account for complexity (e.g. self-reinforcing mechanism arising from multi-agent interactions) and…

Physics and Society · Physics 2016-03-23 J. -F. Mercure , H. Pollitt , A. M. Bassi , J. E Viñuales , N. R. Edwards

Understanding urban mobility requires models that capture how people interact with and navigate the built environment. We present a scalable, generalizable agent-based framework in which daily schedules emerge from the interplay between…

Physics and Society · Physics 2026-01-30 Sandro M. Reia , Henrique F. de Arruda , Shiyang Ruan , Taylor Anderson , Hamdi Kavak , Dieter Pfoser

This paper proposes an agent-based model that combines both spot and balancing electricity markets. From this model, we develop a multi-agent simulation to study the integration of the consumers' flexibility into the system. Our study…

Systems and Control · Computer Science 2018-02-13 Florian Kühnlenz , Pedro H. J. Nardelli , Santtu Karhinen , Rauli Svento

We study two stylized, multi-agent models aimed at investing a limited, indivisible resource in public transportation. In the first model, we face the decision of which potential stops to open along a (e.g., bus) path, given agents' travel…

Computer Science and Game Theory · Computer Science 2026-02-04 Martin Bullinger , Edith Elkind , Kassian Köck

We propose the first analytical stochastic model for optimizing the configuration and implementation policies of fare-free transit. The model focuses on a transportation corridor with two transportation modes: automobiles and buses. The…

Optimization and Control · Mathematics 2025-10-24 Qianwen Guo , Jiaqing Lu , Joseph Y. J. Chow , Paul Schonfeld

As cities evolve toward more complex and multimodal transportation systems, the need for human-centered multi-agent simulation tools has never been more urgent. Yet most existing platforms remain limited - they often separate different…

Multiagent Systems · Computer Science 2025-07-16 Shiva Azimi , Arash Tavakoli

Understanding holistic impact of planned transportation solutions and interventions on urban systems is challenged by their complexity but critical for decision making. The cornerstone for such impact assessments is estimating the…

Applications · Statistics 2020-10-15 Devashish Khulbe , Chaogui Kang , Stanislav Sobolevsky

This paper addresses the task of joint multi-agent perception and planning, especially as it relates to the real-world challenge of collision-free navigation for connected self-driving vehicles. For this task, several communication-enabled…

Robotics · Computer Science 2023-03-13 Nathaniel Moore Glaser , Zsolt Kira

Microtransit systems represent an enhancement to solve the first- and last-mile problem, integrating traditional rail and bus networks with on-demand shuttles into a flexible, integrated system. This type of demand responsive transport…

Systems and Control · Electrical Eng. & Systems 2026-01-30 Jason Lu , Tejas Santanam , Hongzhao Guan , Connor Riley , Meen-Sung Kim , Anthony Trasatti , Neda Masoud , Pascal Van Hentenryck

The spatial-temporal imbalance between supply and demand in shared micro-mobility services often leads to observed demand being censored, resulting in incomplete records of the underlying real demand. This phenomenon undermines the…

Applications · Statistics 2025-10-09 Binyu Yang , Jinxiao Du , Junlin He , Shi An , Wei Ma

Multimodal intelligent transportation systems (M-ITS) encompass a range of transportation services that utilise various modes of transport and incorporate intelligent technologies for enhanced efficiency and user experience. There are…

Systems and Control · Electrical Eng. & Systems 2024-02-15 Muhammad Farooq , Nima Afraz , Fatemeh Golpayegani
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