CPS: Small: Collaborative Research: Models and System-Level Coordination Algorithms for Power-in-the-Loop Autonomous Mobility-on-Demand Systems
CPS: Small: Collaborative Research: Models and System-Level Coordination Algorithms for Power-in-the-Loop Autonomous Mobility-on-Demand Systems
批准号:
1837125
负责人:
Mahnoosh Alizadeh
金额:
$20.0万
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2019
资助国家:
美国
项目状态:
已结题
起止时间:
2019-01-01 至 2022-12-31
中文摘要
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英文摘要
The goal of this project is to investigate how self-driving, electric vehicles transporting passengers on demand (a system referred to as autonomous mobility-on-demand, or AMoD) can enable optimized, coupled control of the power and transportation networks. The key observation is that the AMoD technology will give rise to complex couplings between the power and transportation networks, namely couplings between charging demand and electricity prices as people move around a city. The hypothesis is that by exploiting such couplings through control and optimization, AMoD systems will lead to lower electricity generation costs and higher integration levels of intermittent renewable energy resources such as wind and solar, while providing more convenient transportation. The results of this project will provide guidelines to transportation stakeholders and policy-makers regarding the deployment of autonomous vehicles on a societal scale, benefitting the U.S. economy by fostering clean and efficient future transportation systems. This project will devise theoretical models and optimization tools for the characterization of the aforementioned couplings and for the system-level control of AMoD with the power network in the loop. The key technical idea is to cast the coupled power and transportation networks in the formal framework of flow optimization, whereby city districts, charging stations, and roads are abstracted as nodes and edges of a graph, and the movements of customers, vehicles, and energy are abstracted as flows over such a graph. This project will then devise a control framework to optimize over the decision variables, e.g., vehicles' routes, charging decisions, and power generation schedules.This award reflects NSF's statutory mission and has been deemed worthy of support through evaluation using the Foundation's intellectual merit and broader impacts review criteria.
期刊论文(5)
专著(0)
科研奖励(0)
会议论文
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DOI:
10.1016/j.trc.2020.102829
发表时间:
2020-10
期刊:
影响因子:
--
作者:
[Berkay Turan;Ramtin Pedarsani;M. Alizadeh]
通讯作者:
Berkay Turan;Ramtin Pedarsani;M. Alizadeh
DOI:
10.1109/itsc.2019.8917101
发表时间:
2019-07
期刊:
2019 IEEE Intelligent Transportation Systems Conference (ITSC)
影响因子:
--
作者:
[Nathaniel Tucker;Berkay Turan;M. Alizadeh]
通讯作者:
Nathaniel Tucker;Berkay Turan;M. Alizadeh
DOI:
10.1109/itsc.2019.8917278
发表时间:
2019-06
期刊:
2019 IEEE Intelligent Transportation Systems Conference (ITSC)
影响因子:
--
作者:
[Berkay Turan;Nathaniel Tucker;M. Alizadeh]
通讯作者:
Berkay Turan;Nathaniel Tucker;M. Alizadeh
Multi-Agent Reinforcement Learning for Dynamic Pricing and Fleet Management in Autonomous Mobility-On-Demand Systems
自主按需出行系统中动态定价和车队管理的多代理强化学习
DOI:
--
发表时间:
2022
期刊:
International Telemetering Conference Proceedings
影响因子:
--
作者:
[Wang, Arthur, Berkay]
通讯作者:
Berkay
Collaborative Research: Learning for Safe and Secure Operation of Grid-Edge Resources
-
批准号:2330154
-
项目类别:Standard Grant
-
资助金额:$20.0万
-
财政年份:2024
-
负责人:Mahnoosh Alizadeh
-
依托单位:
CAREER: Learning and Control Algorithms for Electricity Demand Response with Humans-in-the-Loop
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批准号:1847096
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项目类别:Continuing Grant
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资助金额:$50.0万
-
财政年份:2019
-
负责人:Mahnoosh Alizadeh
-
依托单位:
国内基金
海外基金
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批准号:
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批准号:91640114
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