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Within the modeling framework of Markov games, we propose a series of algorithms for coordinated car-following using distributed model predictive control (DMPC). Instead of tracking prescribed feasible trajectories, driving policies are…

系统与控制 · 电气工程与系统科学 2025-10-03 Di Shen , Qi Dai , Suzhou Huang

Mobility-on-Demand (MoD) services, such as taxi-like services, are promising applications. Rebalancing the vehicle locations against customer requests is a key challenge in the services because imbalance between the two worsens service…

最优化与控制 · 数学 2019-06-28 Tomoki Nishi , Satoshi Koide , Keisuke Otaki , Ayano Okoso

In this paper we study the routing and rebalancing problem for a fleet of autonomous vehicles providing on-demand transportation within a congested urban road network (that is, a road network where traffic speed depends on vehicle density).…

系统与控制 · 计算机科学 2016-09-16 Federico Rossi , Rick Zhang , Marco Pavone

Challenged by urbanization and increasing travel needs, existing transportation systems need new mobility paradigms. In this article, we present the emerging concept of autonomous mobility-on-demand, whereby centrally orchestrated fleets of…

系统与控制 · 电气工程与系统科学 2021-11-22 Gioele Zardini , Nicolas Lanzetti , Marco Pavone , Emilio Frazzoli

This paper presents a distributed model predictive control (DMPC) algorithm for a heterogeneous platoon using arbitrary communication topologies, provided each vehicle can communicate with a preceding vehicle in the platoon. The proposed…

多智能体系统 · 计算机科学 2024-07-23 Michael H. Shaham , Taskin Padir

Despite the significant advances in vehicle automation and electrification, the next-decade aspirations for massive deployments of autonomous electric mobility on demand (AEMoD) services are still threatened by two major bottlenecks, namely…

系统与控制 · 计算机科学 2017-05-23 Syrine Belakaria , Mustafa Ammous , Sameh Sorour , Ahmed Abdel-Rahim

This paper proposes a coordinated energy-mobility dispatch framework for grid support service provision in smart cities under time constraints. In particular, a scenario in which a distributed system operator requests a specified amount of…

系统与控制 · 电气工程与系统科学 2026-05-26 Nikolas Sacchi , Giacomo Basile , Silvia Siri , Manuela Minetti , Andrea Bonfiglio , Antonella Ferrara

Efficient routing is one of the key challenges for next generation vehicular networks in order to provide fast and reliable communication in a smart city context. Various routing protocols have been proposed for determining optimal routing…

网络与互联网体系结构 · 计算机科学 2018-02-22 Benjamin Sliwa , Robert Falkenberg , Christian Wietfeld

This work presents a distributed method for multi-vehicle coordination based on nonlinear model predictive control (NMPC) and dual decomposition. Our approach allows the vehicles to coordinate in tight spaces (e.g., busy highway lanes or…

机器人学 · 计算机科学 2024-06-11 Roya Firoozi , Laura Ferranti , Xiaojing Zhang , Sebastian Nejadnik , Francesco Borrelli

Autonomous Mobility-on-Demand (AMoD) systems promise to revolutionize urban transportation by providing affordable on-demand services to meet growing travel demand. However, realistic AMoD markets will be competitive, with multiple…

机器学习 · 计算机科学 2026-03-06 Emil Kragh Toft , Carolin Schmidt , Daniele Gammelli , Filipe Rodrigues

Autonomous mobility-on-demand systems are a viable alternative to mitigate many transportation-related externalities in cities, such as rising vehicle volumes in urban areas and transportation-related pollution. However, the success of…

最优化与控制 · 数学 2024-02-22 Kai Jungel , Axel Parmentier , Maximilian Schiffer , Thibaut Vidal

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

Decentralized conflict resolution for autonomous vehicles is needed in many places where a centralized method is not feasible, e.g., parking lots, rural roads, merge lanes, etc. However, existing methods generally do not fully utilize…

系统与控制 · 电气工程与系统科学 2022-01-11 Jerry An , Giulia Giordano , Changliu Liu

Electric autonomous vehicles (EAVs) are getting attention in future autonomous mobility-on-demand (AMoD) systems due to their economic and societal benefits. However, EAVs' unique charging patterns (long charging time, high charging…

多智能体系统 · 计算机科学 2023-08-01 Sihong He , Shuo Han , Fei Miao

This paper proposes a distributed model predicted control (DMPC) approach for consensus control of multi-agent systems (MASs) with linear agent dynamics and bounded control input constraints. Within the proposed DMPC framework, each agent…

系统与控制 · 电气工程与系统科学 2020-09-16 Yougang Bian , Changkun Du , Manjiang Hu , Haikuo Liu

Autonomous mobility on demand systems, though still in their infancy, have very promising prospects in providing urban population with sustainable and safe personal mobility in the near future. While much research has been conducted on both…

人工智能 · 计算机科学 2017-11-23 Wen Shen , Cristina Lopes

Mobility on demand (MoD) systems show great promise in realizing flexible and efficient urban transportation. However, significant technical challenges arise from operational decision making associated with MoD vehicle dispatch and fleet…

系统与控制 · 电气工程与系统科学 2022-01-20 Erotokritos Skordilis , Yi Hou , Charles Tripp , Matthew Moniot , Peter Graf , David Biagioni

Co-optimization of both vehicle speed and gear position via model predictive control (MPC) has been shown to offer benefits for fuel-efficient autonomous driving. However, optimizing both the vehicle's continuous dynamics and discrete gear…

系统与控制 · 电气工程与系统科学 2025-05-29 Samuel Mallick , Gianpietro Battocletti , Qizhang Dong , Azita Dabiri , Bart De Schutter

An approach to resilient planning and control of autonomous vehicles in multi-vehicle traffic scenarios is proposed. The proposed method is based on model predictive control (MPC), where alternative predictions of the surrounding traffic…

系统与控制 · 电气工程与系统科学 2022-04-21 Victor Fors , Björn Olofsson , Erik Frisk

The increasing demand for flexible and efficient urban transportation solutions has spotlighted the limitations of traditional Demand Responsive Transport (DRT) systems, particularly in accommodating diverse passenger needs and dynamic…

机器人学 · 计算机科学 2025-01-13 Haichao Liu , Ruoyu Yao , Wenru Liu , Zhenmin Huang , Shaojie Shen , Jun Ma