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Traffic congestion has large economic and social costs. The introduction of autonomous vehicles can potentially reduce this congestion by increasing road capacity via vehicle platooning and by creating an avenue for influencing people's…

多智能体系统 · 计算机科学 2021-06-10 Erdem Bıyık , Daniel A. Lazar , Ramtin Pedarsani , Dorsa Sadigh

Road congestion induces significant costs across the world, and road network disturbances, such as traffic accidents, can cause highly congested traffic patterns. If a planner had control over the routing of all vehicles in the network,…

最优化与控制 · 数学 2021-06-07 Daniel A. Lazar , Erdem Bıyık , Dorsa Sadigh , Ramtin Pedarsani

The emerging technology enabling autonomy in vehicles has led to a variety of new problems in transportation networks, such as planning and perception for autonomous vehicles. Other works consider social objectives such as decreasing fuel…

最优化与控制 · 数学 2018-10-11 Daniel A. Lazar , Kabir Chandrasekher , Ramtin Pedarsani , Dorsa Sadigh

It is known that autonomous cars can increase road capacities by maintaining a smaller headway through vehicle platooning. Recent works have shown that these capacity increases can influence vehicles' route choices in unexpected ways…

系统与控制 · 电气工程与系统科学 2023-03-09 Xiaoyu Ma , Negar Mehr

Traffic congestion has large economic and social costs. The introduction of autonomous vehicles can potentially reduce this congestion, both by increasing network throughput and by enabling a social planner to incentivize users of…

最优化与控制 · 数学 2018-10-30 Erdem Bıyık , Daniel Lazar , Ramtin Pedarsani , Dorsa Sadigh

When people pick routes to minimize their travel time, the total experienced delay, or social cost, may be significantly greater than if people followed routes assigned to them by a social planner. This effect is accentuated when human…

最优化与控制 · 数学 2019-09-27 Daniel A. Lazar , Samuel Coogan , Ramtin Pedarsani

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

In this work we propose a macroscopic model for studying routing on networks shared between human-driven and autonomous vehicles that captures the effects of autonomous vehicles forming platoons. We use this to study inefficiency due to…

最优化与控制 · 数学 2018-09-06 Daniel A. Lazar , Sam Coogan , Ramtin Pedarsani

This paper studies congestion-aware route-planning policies for Autonomous Mobility-on-Demand (AMoD) systems, whereby a fleet of autonomous vehicles provides on-demand mobility under mixed traffic conditions. Specifically, we first devise a…

系统与控制 · 电气工程与系统科学 2020-03-11 Salomón Wollenstein-Betech , Arian Houshmand , Mauro Salazar , Marco Pavone , Christos G. Cassandras , Ioannis Ch. Paschalidis

With autonomous vehicles now sharing roads with human drivers, the era of mixed autonomy brings new challenges in dealing with congestion. One cause of congestion is when vehicle users choose their routes selfishly to minimize their…

最优化与控制 · 数学 2021-08-05 Daniel A. Lazar , Ramtin Pedarsani

Traffic is a challenge in rural and urban areas alike with negative effects ranging from congestion to air pollution. Ride-sharing poses an appealing alternative to personal cars, combining the traffic-reducing ride bundling of public…

物理与社会 · 物理学 2021-02-24 Debsankha Manik , Nora Molkenthin

We consider ride-sharing networks served byhuman-driven vehicles and autonomous vehicles. First, wepropose a novel model for ride-sharing in this mixed autonomysetting for a multi-location network in which the platformsets prices for…

最优化与控制 · 数学 2019-03-20 Qinshuang Wei , Jorge Alberto Rodriguez , Ramtin Pedarsani , Samuel Coogan

This paper considers the problem of routing and rebalancing a shared fleet of autonomous (i.e., self-driving) vehicles providing on-demand mobility within a capacitated transportation network, where congestion might disrupt throughput. We…

多智能体系统 · 计算机科学 2017-08-15 Rick Zhang , Federico Rossi , Marco Pavone

Autonomous driving technologies are expected to not only improve mobility and road safety but also bring energy efficiency benefits. In the foreseeable future, autonomous vehicles (AVs) will operate on roads shared with human-driven…

机器人学 · 计算机科学 2021-11-30 Huayi Li , Nan Li , Ilya Kolmanovsky , Anouck Girard

When selfish users share a road network and minimize their individual travel costs, the equilibrium they reach can be worse than the socially optimal routing. Tolls are often used to mitigate this effect in traditional congestion games,…

最优化与控制 · 数学 2020-09-02 Daniel A. Lazar , Ramtin Pedarsani

Shared control schemes allow a human driver to work with an automated driving agent in driver-vehicle systems while retaining the driver's abilities to control. The human driver, as an essential agent in the driver-vehicle shared control…

系统与控制 · 电气工程与系统科学 2020-08-10 Wenshuo Wang , Xiaoxiang Na , Dongpu Cao , Jianwei Gong , Junqiang Xi , Yang Xi , Fei-Yue Wang

We study the system-level effects of the introduction of large populations of Electric Vehicles on the power and transportation networks. We assume that each EV owner solves a decision problem to pick a cost-minimizing charge and travel…

系统与控制 · 计算机科学 2016-11-17 Mahnoosh Alizadeh , Hoi-To Wai , Mainak Chowdhury , Andrea Goldsmith , Anna Scaglione , Tara Javidi

With the development of autonomous driving, it is becoming increasingly common for autonomous vehicles (AVs) and human-driven vehicles (HVs) to travel on the same roads. Existing single-vehicle planning algorithms on board struggle to…

机器人学 · 计算机科学 2023-02-15 Licheng Wen , Pinlong Cai , Daocheng Fu , Song Mao , Yikang Li

We propose a novel self-organized traffic management strategy for incidents in traffic-light-controlled road networks. During incidents, it regulates the inflow into already congested road segments by restricting or skipping green times.…

物理与社会 · 物理学 2018-12-03 Markus Rausch , Stefan Lämmer , Martin Treiber

Suppose in a stable urban traffic system populated only by human driven vehicles (HDVs), a given proportion (e.g. 10%) is replaced by a fleet of Connected and Autonomous Vehicles (CAVs), which share information and pursue a collective goal.…

多智能体系统 · 计算机科学 2024-09-20 Grzegorz Jamróz , Ahmet Onur Akman , Anastasia Psarou , Zoltán Györgi Varga , Rafał Kucharski
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