Coordinated flow model for strategic planning of autonomous mobility-on-demand systems

IF 3.6 2区 工程技术 Q2 TRANSPORTATION
Jiangbo (Gabe) Yu , Michael F. Hyland
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引用次数: 0

Abstract

High-quality strategic planning of autonomous mobility-on-demand (AMOD) systems is critical for the success of the subsequent phases of AMOD system implementation. To assist in strategic AMOD planning, we propose a dynamic and flexible flow-based model of an AMOD system. The proposed model is computationally fast while capturing the state transitions of two coordinated flows (i.e. co-flows): the AMOD service fleet vehicles and AMOD customers. Capturing important quantity dynamics and conservations through a system of ordinary differential equations, the model can economically respond to a large number and a wide range of scenario-testing requests. The paper illustrates the model efficacy through a basic example and a more realistic case study. The case study envisions replacing Manhattan's existing taxi service with a hypothetical AMOD system. The results show that even a simple co-flow model can robustly predict the systemwide AMOD dynamics and support the strategic planning of AMOD systems.
自主移动按需系统战略规划的协调流模型
自主按需出行(AMOD)系统的高质量战略规划对于AMOD系统后续实施阶段的成功至关重要。为了帮助AMOD的战略规划,我们提出了一个动态、灵活的AMOD系统流模型。所提出的模型在捕获两个协调流(即共流)的状态转换时计算速度很快:AMOD服务车队车辆和AMOD客户。通过常微分方程系统捕获重要的数量动态和守恒,该模型可以经济地响应大量和广泛的场景测试请求。本文通过一个基本实例和一个较为现实的案例来说明模型的有效性。该案例研究设想用一种假想的AMOD系统取代曼哈顿现有的出租车服务。结果表明,即使是一个简单的共流模型也可以鲁棒地预测系统范围内的AMOD动态,并支持AMOD系统的战略规划。
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来源期刊
Transportmetrica A-Transport Science
Transportmetrica A-Transport Science TRANSPORTATION SCIENCE & TECHNOLOGY-
CiteScore
8.10
自引率
12.10%
发文量
55
期刊介绍: Transportmetrica A provides a forum for original discourse in transport science. The international journal''s focus is on the scientific approach to transport research methodology and empirical analysis of moving people and goods. Papers related to all aspects of transportation are welcome. A rigorous peer review that involves editor screening and anonymous refereeing for submitted articles facilitates quality output.
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